{"schema_version":"v0.1","generated_at":"2026-07-11 05:00 UTC","methodology_version":"v4.2","license":"CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/","agents":[{"repo":"vercel/ai","name":"Vercel AI SDK","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: examples/ai-e2e-next/agent/xai/mcp-server-agent.ts","Found MCP-related server path: examples/ai-e2e-next/app/api/chat/xai-mcp-server/route.ts","Found MCP dependency '@modelcontextprotocol/sdk' in examples/mcp/package.json"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/ai/package.json","Found Anthropic dependency 'anthropic' in packages/ai/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser"],"confidence":"medium","evidence":["Found browser dependency 'playwright' in package.json"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'ai' points to the tracked repo"]}},{"repo":"deepset-ai/haystack","name":"Haystack","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: docs-website/versioned_docs/version-2.29/overview/docs-mcp-server.mdx","Found MCP-related server path: docs-website/versioned_docs/version-2.30/overview/docs-mcp-server.mdx","Found MCP-related server docs path: docs-website/docs/overview/docs-mcp-server.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","README/docs mention Azure OpenAI","README/docs mention Amazon Bedrock","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'haystack-ai' points to the tracked repo"]}},{"repo":"openai/codex","name":"Codex","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: codex-rs/mcp-server/BUILD.bazel","Found MCP-related server path: codex-rs/mcp-server/Cargo.toml","Found MCP-related server test path: codex-rs/app-server/tests/suite/v2/mcp_server_elicitation.rs","Found MCP-related server test path: codex-rs/app-server/tests/suite/v2/mcp_server_status.rs"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in codex-cli/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["Found declared path: codex-rs/core-plugins/BUILD.bazel","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@openai/codex' points to the tracked repo","pypi package 'openai-codex' points to the tracked repo"]}},{"repo":"strands-agents/harness-sdk","name":"Strands Agents","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: strands-py/tests_integ/mcp/echo_server.py","Found MCP-related server path: strands-py/tests_integ/mcp/elicitation_server.py","Found MCP-related server docs path: site/src/content/docs/user-guide/shell/mcp-server.mdx"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["Found extension-based path: site/src/content/docs/community/agent-extensions/strands-code-agent.mdx"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@strands-agents/sdk' points to the tracked repo","pypi package 'strands-agents' points to the tracked repo"]}},{"repo":"n8n-io/n8n","name":"n8n","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: packages/@n8n/instance-ai/src/tools/filesystem/create-tools-from-mcp-server.ts","Found MCP-related server path: packages/@n8n/nodes-langchain/nodes/mcp/McpTrigger/McpServer.ts","Found MCP-related server test path: packages/@n8n/agents/src/__tests__/integration/mcp-server-helpers.ts","Found MCP-related server test path: packages/@n8n/instance-ai/src/tools/filesystem/__tests__/create-tools-from-mcp-server.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","Browserbase","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/cli/package.json","Found Anthropic dependency 'anthropic' in package.json","Found Browserbase dependency 'browserbase' in package.json","Found Postgres dependency 'pg' in package.json","Found Redis dependency 'redis' in packages/cli/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","Found shell dependency 'pty' in package.json","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'n8n' points to the tracked repo"]}},{"repo":"QwenLM/qwen-code","name":"Qwen Code","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: integration-tests/test-mcp-server.ts","Found MCP-related server path: packages/cli/src/commands/extensions/examples/mcp-server/example.ts","Found MCP-related server docs path: docs/developers/tools/mcp-server.md","Found MCP-related server test path: integration-tests/cli/mcp_server_cyclic_schema.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in packages/core/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in packages/core/package.json","README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in packages/cli/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@qwen-code/qwen-code' points to the tracked repo","pypi package 'qwen-code-sdk' points to the tracked repo"]}},{"repo":"triggerdotdev/trigger.dev","name":"Trigger.dev","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: .cursor/mcp.json","Found MCP-related server path: packages/cli-v3/src/mcp/tools/devServer.ts"]},"external_service_dependencies":{"providers":["OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in apps/webapp/package.json","Found Postgres dependency 'pg' in apps/webapp/package.json","Found Redis dependency 'redis' in apps/webapp/package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in package.json","Found database dependency 'pg' in apps/webapp/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@trigger.dev/sdk' points to the tracked repo"]}},{"repo":"cline/cline","name":"Cline","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: apps/vscode/src/core/controller/mcp/addRemoteMcpServer.ts","Found MCP-related server path: apps/vscode/src/core/controller/mcp/authenticateMcpServer.ts","Found MCP-related server test path: apps/vscode/src/services/mcp/__tests__/McpHub.deleteServerRPC.test.ts","Found MCP-related server test path: sdk/packages/core/src/extensions/mcp/plugin-server-registration.test.ts"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'cline' points to the tracked repo"]}},{"repo":"browserbase/stagehand","name":"Stagehand","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency '@modelcontextprotocol/sdk' in packages/core/package.json"]},"external_service_dependencies":{"providers":["Anthropic","Browserbase","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/core/package.json","Found Anthropic dependency 'anthropic' in packages/core/package.json","Found Browserbase dependency 'browserbase' in package.json","README/docs also mention Browserbase"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser"],"confidence":"high","evidence":["Found extension-based path: packages/cli/src/commands/cloud/extensions/delete.ts","Found browser dependency 'playwright' in packages/core/package.json","README/docs also mention browser capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@browserbasehq/stagehand' points to the tracked repo"]}},{"repo":"google/A2A","name":"A2A / Agent2Agent Protocol","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'a2a-sdk' has a non-GitHub or unparseable source URL"]}},{"repo":"pydantic/pydantic-ai","name":"PydanticAI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: pydantic_ai_slim/pydantic_ai/durable_exec/dbos/_fastmcp_toolset.py","Found MCP-related server path: pydantic_ai_slim/pydantic_ai/durable_exec/dbos/_mcp_server.py","Found MCP-related server docs path: docs/mcp/fastmcp-client.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Google Gemini dependency 'google.genai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["Found shell dependency 'subprocess' in pyproject.toml","README/docs mention search capabilities","Found database dependency 'pg' in examples/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'pydantic-ai' points to the tracked repo"]}},{"repo":"huggingface/lerobot","name":"LeRobot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'lerobot' has a non-GitHub or unparseable source URL"]}},{"repo":"mlflow/mlflow","name":"MLflow","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: mlflow/mcp/server.py","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Amazon Bedrock","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'subprocess' in pyproject.toml","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'mlflow' has a non-GitHub or unparseable source URL"]}},{"repo":"livekit/agents","name":"LiveKit Agents","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: examples/voice_agents/mcp/server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Google Gemini dependency 'google.genai' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'livekit-agents' points to the tracked repo"]}},{"repo":"docling-project/docling","name":"Docling","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'docling' has a non-GitHub or unparseable source URL"]}},{"repo":"lancedb/lancedb","name":"LanceDB","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in nodejs/package.json","Found Amazon Bedrock dependency 'boto3' in python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'lancedb' has a non-GitHub or unparseable source URL"]}},{"repo":"chopratejas/headroom","name":"Headroom","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: examples/mcp_demo/mock_mcp_servers.py","Found MCP-related server path: headroom/ccr/mcp_server.py","Found MCP-related server test path: tests/test_ccr_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","README/docs also mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found shell dependency 'subprocess' in pyproject.toml","Found database dependency 'qdrant' in pyproject.toml","README/docs also mention database capabilities","Found code dependency 'gitpython' in pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'headroom-ai' does not expose a source repo URL","pypi package 'headroom-ai' points to the tracked repo"]}},{"repo":"wandb/weave","name":"Weights & Biases Weave","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: weave/integrations/fastmcp/__init__.py","Found MCP-related server path: weave/integrations/fastmcp/fastmcp_client.py","Found MCP-related server test path: tests/integrations/fastmcp/cassettes/fastmcp_test/test_fastmcp_client.yaml","Found MCP-related server test path: tests/integrations/fastmcp/cassettes/fastmcp_test/test_fastmcp_server.yaml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found E2B dependency 'e2b' in sdks/node/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","shell"],"confidence":"high","evidence":["Found shell dependency 'pty' in pyproject.toml","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'weave' points to the tracked repo","pypi package 'weave' has a non-GitHub or unparseable source URL"]}},{"repo":"langchain-ai/langgraph","name":"LangGraph","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found Postgres dependency 'pg' in libs/cli/pyproject.toml","Found Redis dependency 'redis' in libs/langgraph/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'pg' in libs/cli/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package '@langchain/langgraph' points to langchain-ai/langgraphjs, not langchain-ai/langgraph","pypi package 'langgraph' points to the tracked repo"]}},{"repo":"agno-agi/agno","name":"Agno","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: cookbook/05_agent_os/mcp_demo/mcp_server_example.py","Found MCP-related server path: cookbook/12_context/06_mcp_server.py","Found MCP-related server test path: libs/agno/tests/unit/os/test_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Brave Search","Browserbase","E2B","Firecrawl","OpenAI","Pinecone","Postgres","Qdrant","Redis","SerpAPI","Tavily","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in libs/agno/pyproject.toml","Found Anthropic dependency 'anthropic' in libs/agno/pyproject.toml","Found Amazon Bedrock dependency 'boto3' in libs/agno/pyproject.toml","Found Pinecone dependency 'pinecone' in libs/agno/pyproject.toml","Found Qdrant dependency 'qdrant' in libs/agno/pyproject.toml","Found Weaviate dependency 'weaviate' in libs/agno/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in libs/agno/pyproject.toml","Found search dependency 'tavily' in libs/agno/pyproject.toml","Found database dependency 'postgres' in libs/agno/pyproject.toml","Found code dependency 'gitpython' in libs/agno_infra/pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'agno' points to the tracked repo"]}},{"repo":"botpress/botpress","name":"Botpress","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@botpress/client' points to the tracked repo"]}},{"repo":"neomjs/neo","name":"Neo","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: ai/mcp/server/BaseServer.mjs","Found MCP-related server path: ai/mcp/server/file-system/Server.mjs","Found MCP-related server test path: test/playwright/unit/ai/mcp/client/McpServersHealth.spec.mjs"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","filesystem","search","shell"],"confidence":"high","evidence":["Found declared path: resources/scss/src/grid/plugin/AnimateRows.scss","Found browser dependency 'playwright' in package.json","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'neo.mjs' points to the tracked repo"]}},{"repo":"mem0ai/mem0","name":"Mem0","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: openmemory/api/app/mcp_server.py","Found MCP-related server test path: openmemory/api/tests/test_mcp_server.py","Found MCP dependency '@modelcontextprotocol/sdk' in mem0-ts/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Pinecone","Postgres","Qdrant","Redis","Supabase","Weaviate"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in mem0-ts/package.json","Found Google Gemini dependency 'google-generativeai' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Pinecone dependency 'pinecone' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'mem0ai' points to the tracked repo","pypi package 'mem0ai' has a non-GitHub or unparseable source URL"]}},{"repo":"Canner/WrenAI","name":"WrenAI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found Amazon Bedrock dependency 'boto3' in core/wren/pyproject.toml","Found Postgres dependency 'psycopg' in core/wren/pyproject.toml","README/docs also mention Postgres"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'postgres' in core/wren/pyproject.toml","README/docs also mention database capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@wrenai/wren-core-wasm' points to the tracked repo","pypi package 'wren-pydantic' points to the tracked repo"]}},{"repo":"vespa-engine/vespa","name":"Vespa","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'pyvespa' has a non-GitHub or unparseable source URL"]}},{"repo":"thesysdev/openui","name":"OpenUI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in docs/package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@openuidev/react-ui' points to the tracked repo"]}},{"repo":"mistralai/mistral-vibe","name":"Mistral Vibe","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server test path: tests/snapshots/__snapshots__/test_ui_snapshot_mcp_command/test_snapshot_mcp_server_arg.svg"]},"external_service_dependencies":{"providers":[],"requires_api_keys":true,"confidence":"low","evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found shell dependency 'pty' in pyproject.toml","README/docs also mention shell capabilities","Found code dependency 'gitpython' in pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'mistral-vibe' points to the tracked repo"]}},{"repo":"Unstructured-IO/unstructured","name":"Unstructured","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Pinecone","Postgres","Qdrant","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Pinecone dependency 'pinecone' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml","Found Weaviate dependency 'weaviate' in pyproject.toml","Found Postgres dependency 'postgres' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'unstructured' points to the tracked repo"]}},{"repo":"guardrails-ai/guardrails","name":"Guardrails AI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'guardrails-ai' has a non-GitHub or unparseable source URL"]}},{"repo":"cacheplane/angular-agent-framework","name":"Threadplane","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found Anthropic dependency 'anthropic' in package.json","Found Postgres dependency 'postgres' in package.json","Found Redis dependency 'redis' in package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","database"],"confidence":"high","evidence":["Found browser dependency 'playwright' in package.json","Found database dependency 'postgres' in package.json"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package '@threadplane/chat' points to the tracked repo","pypi package 'threadplane-middleware' has a non-GitHub or unparseable source URL"]}},{"repo":"openai/openai-agents-python","name":"OpenAI Agents SDK","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: examples/mcp/manager_example/mcp_server.py","Found MCP-related server path: examples/mcp/prompt_server/server.py","Found MCP-related server docs path: docs/ref/mcp/server.md","Found MCP-related server test path: tests/mcp/test_mcp_server_manager.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","E2B","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found E2B dependency 'e2b' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","filesystem"],"confidence":"high","evidence":["Found extension-based path: docs/ref/extensions/experimental/codex/codex.md","Found browser dependency 'playwright' in pyproject.toml","README/docs mention filesystem capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'openai-agents' points to the tracked repo"]}},{"repo":"pipecat-ai/pipecat","name":"Pipecat","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'pipecat-ai' points to the tracked repo"]}},{"repo":"getzep/graphiti","name":"Graphiti","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: .github/workflows/mcp-server-tests.yml","Found MCP-related server path: .github/workflows/release-mcp-server.yml","Found MCP-related server docs path: mcp_server/docs/cursor_rules.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'graphiti-core' points to the tracked repo"]}},{"repo":"open-webui/open-webui","name":"Open WebUI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Brave Search","Google Gemini","OpenAI","Pinecone","Postgres","Qdrant","Redis","SerpAPI","Tavily","Weaviate"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'open-webui' does not expose a source repo URL","pypi package 'open-webui' has a non-GitHub or unparseable source URL"]}},{"repo":"HKUDS/LightRAG","name":"LightRAG","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","README/docs mention Qdrant"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'lightrag-hku' points to the tracked repo"]}},{"repo":"vectorize-io/hindsight","name":"Hindsight","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: hindsight-docs/guides/2026-04-16-guide-run-hindsight-as-a-local-mcp-server.md","Found MCP-related server path: hindsight-docs/static/img/blog/guide-run-hindsight-as-a-local-mcp-server.png","Found MCP-related server test path: hindsight-api-slim/tests/test_mcp_server_version.py","Found MCP-related server docs path: hindsight-docs/docs/developer/mcp-server.md"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["Found declared path: .claude-plugin/marketplace.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'hindsight-api-slim' has a non-GitHub or unparseable source URL"]}},{"repo":"AIOSAI/AIPass","name":"AIPass","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["Found extension-based path: src/aipass/ai_mail/apps/extensions/__init__.py"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'aipass' points to the tracked repo"]}},{"repo":"can1357/oh-my-pi","name":"oh-my-pi","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: packages/mnemopi/src/mcp-server.ts","Found MCP-related server docs path: docs/mcp-server-tool-authoring.md","Found MCP-related server test path: packages/mnemopi/test/mcp-server.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","Firecrawl","OpenAI","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/ai/package.json","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in packages/ai/package.json","README/docs also mention Anthropic","Found Tavily credential/config marker 'TAVILY_API_KEY'","README/docs also mention Tavily"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'puppeteer' in package.json","README/docs also mention browser capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@oh-my-pi/pi-coding-agent' points to the tracked repo"]}},{"repo":"CrewAIInc/crewAI","name":"CrewAI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server docs path: docs/edge/ar/enterprise/guides/custom-mcp-server.mdx","Found MCP-related server docs path: docs/edge/ar/mcp/multiple-servers.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in lib/crewai/pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found shell dependency 'subprocess' in pyproject.toml","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'crewai' points to the tracked repo"]}},{"repo":"nousresearch/hermes-agent","name":"Hermes Agent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: agent/transports/hermes_tools_mcp_server.py","Found MCP-related server path: optional-skills/mcp/fastmcp/SKILL.md","Found MCP-related server test path: tests/agent/transports/test_hermes_tools_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Firecrawl","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","README/docs mention Firecrawl"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'hermes-agent' points to wyrtensi/hermes-agent-npm, not nousresearch/hermes-agent","pypi package 'hermes-agent' has a non-GitHub or unparseable source URL"]}},{"repo":"HKUDS/CLI-Anything","name":"CLI-Anything","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'cli-anything-hub' points to the tracked repo"]}},{"repo":"vllm-project/vllm","name":"vLLM","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: vllm/entrypoints/mcp/tool_server.py"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","Found Postgres dependency 'pg' in setup.py"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in setup.py","README/docs mention search capabilities","Found database dependency 'pg' in setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'vllm' points to the tracked repo"]}},{"repo":"Skyvern-AI/skyvern","name":"Skyvern","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'skyvern' has a non-GitHub or unparseable source URL"]}},{"repo":"sipyourdrink-ltd/bernstein","name":"Bernstein","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/bernstein/core/cost/mcp_server_cost.py","Found MCP-related server path: src/bernstein/core/protocols/mcp/mcp_server.py","Found MCP-related server docs path: docs/integrations/mcp-server-injection.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'bernstein' points to the tracked repo"]}},{"repo":"langchain-ai/deepagents","name":"Deep Agents","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server test path: libs/cli/tests/unit_tests/deploy/test_mcp_servers_command.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in libs/acp/pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in libs/code/pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in libs/code/pyproject.toml","Found Tavily dependency 'tavily' in libs/code/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'deepagents' points to the tracked repo"]}},{"repo":"SolaceLabs/solace-agent-mesh","name":"Solace Agent Mesh","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server test path: tests/sam-test-infrastructure/src/sam_test_infrastructure/mcp_server/__init__.py","Found MCP-related server test path: tests/sam-test-infrastructure/src/sam_test_infrastructure/mcp_server/server.py","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found search dependency 'tavily' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","Found code dependency 'gitpython' in pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'solace-agent-mesh' points to the tracked repo"]}},{"repo":"openclaw/openclaw","name":"OpenClaw","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: extensions/codex-supervisor/src/mcp-server.ts","Found MCP-related server path: src/mcp/channel-server.ts","Found MCP-related server test path: extensions/codex/src/app-server/thread-lifecycle.user-mcp-servers.test.ts","Found MCP-related server test path: src/mcp/channel-server.shutdown-unhandled-rejection.test.ts"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Firecrawl","Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found Anthropic dependency 'anthropic' in package.json","Found Google Gemini dependency '@google/genai' in package.json","Found Amazon Bedrock dependency 'bedrock' in package.json","Found Firecrawl dependency 'firecrawl' in package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in package.json","README/docs mention shell capabilities","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'openclaw' points to the tracked repo","pypi package 'openclaw' points to commandoperator/cmdop-sdk, not openclaw/openclaw"]}},{"repo":"langchain-ai/langchain","name":"LangChain","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in libs/langchain/pyproject.toml","Found Anthropic dependency 'anthropic' in libs/langchain/pyproject.toml","Found Postgres dependency 'pg' in libs/langchain/pyproject.toml","Found Redis dependency 'redis' in libs/langchain/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","filesystem"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in libs/langchain/pyproject.toml","README/docs mention filesystem capabilities","Found database dependency 'pg' in libs/langchain/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'langchain' points to the tracked repo"]}},{"repo":"Arize-AI/phoenix","name":"Arize Phoenix","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: tutorials/mcp/tracing_between_mcp_client_and_server/server.py","Found MCP-related server docs path: docs/phoenix/integrations/phoenix-mcp-server.mdx","Found MCP-related server docs path: docs/phoenix/sdk-api-reference/typescript/mcp-server.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","README/docs also mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in app/package.json","Found database dependency 'pg' in pyproject.toml"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'phoenix-js' does not expose a source repo URL","pypi package 'arize-phoenix' points to the tracked repo"]}},{"repo":"BerriAI/litellm","name":"LiteLLM","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: litellm-proxy-extras/litellm_proxy_extras/migrations/20250507161527_add_health_check_fields_to_mcp_servers/migration.sql","Found MCP-related server path: litellm-proxy-extras/litellm_proxy_extras/migrations/20250707212517_add_mcp_info_column_mcp_servers/migration.sql","Found MCP-related server docs path: terraform/provider/docs/resources/mcp_server.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'redis' in pyproject.toml","README/docs also mention database capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'litellm' points to the tracked repo"]}},{"repo":"chroma-core/chroma","name":"Chroma","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: rust/foundation-api/src/routes/mcp/server.rs"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["Found OpenAI dependency 'openai' in clients/js/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'chromadb' points to the tracked repo"]}},{"repo":"e2b-dev/e2b","name":"E2B","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server test path: spec/mcp-server.json"]},"external_service_dependencies":{"providers":["E2B"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention E2B","Found E2B dependency 'e2b' in package.json","Found E2B credential/config marker 'E2B_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code"],"confidence":"high","evidence":["Found browser dependency 'playwright' in packages/js-sdk/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@e2b/sdk' points to the tracked repo","pypi package 'e2b' points to the tracked repo"]}},{"repo":"langgenius/dify","name":"Dify","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: api/controllers/console/app/mcp_server.py","Found MCP-related server path: api/migrations/versions/2025_06_25_0936-58eb7bdb93fe_add_mcp_server_tool_and_app_server.py","Found MCP-related server test path: api/tests/unit_tests/controllers/console/app/test_mcp_server_response.py","Found MCP-related server test path: web/app/components/tools/mcp/__tests__/mcp-server-modal.spec.tsx"]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in e2e/package.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'dify' has a non-GitHub or unparseable source URL","pypi package 'dify-client' points to the tracked repo"]}},{"repo":"affaan-m/ECC","name":"ECC","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: .agents/skills/mcp-server-patterns/SKILL.md","Found MCP-related server path: .agents/skills/mcp-server-patterns/agents/openai.yaml","Found MCP-related server docs path: docs/ja-JP/skills/mcp-server-patterns/SKILL.md"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Postgres dependency 'postgres' in package.json","README/docs also mention Postgres"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found database dependency 'postgres' in package.json","README/docs also mention database capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'ecc-universal' points to the tracked repo"]}},{"repo":"langflow-ai/langflow","name":"Langflow","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/backend/base/langflow/agentic/mcp/server.py","Found MCP-related server path: src/frontend/src/components/core/folderSidebarComponent/components/sideBarFolderButtons/components/mcp-server-notice.tsx","Found MCP-related server docs path: docs/docs/Agents/mcp-server.mdx"]},"external_service_dependencies":{"providers":["OpenAI","Postgres","Qdrant","Redis","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Qdrant dependency 'qdrant' in src/lfx/pyproject.toml","Found Weaviate dependency 'weaviate' in src/lfx/pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found shell dependency 'pty' in pyproject.toml","README/docs mention search capabilities","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'langflow' points to the tracked repo"]}},{"repo":"google-gemini/gemini-cli","name":"Gemini CLI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: integration-tests/test-mcp-server.ts","Found MCP-related server path: packages/cli/src/commands/extensions/examples/mcp-server/.gitignore","Found MCP-related server docs path: docs/tools/mcp-server.md"]},"external_service_dependencies":{"providers":["Google Gemini"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in packages/cli/package.json","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'puppeteer' in packages/core/package.json","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@google/gemini-cli' points to the tracked repo"]}},{"repo":"microsoft/agent-governance-toolkit","name":"Agent Governance Toolkit","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: agent-governance-antigravity-cli/assets/extensions/agt-global-policy/mcp/server.mjs","Found MCP-related server path: agent-governance-python/agent-mesh/examples/demo_mcp_server.py","Found MCP-related server test path: agent-governance-antigravity-cli/test/mcp-server.test.mjs"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@microsoft/agent-governance-opencode' points to the tracked repo"]}},{"repo":"SWE-agent/mini-swe-agent","name":"mini-SWE-agent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'mini-swe-agent' points to the tracked repo"]}},{"repo":"composiohq/composio","name":"Composio","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server docs path: docs/content/docs/migration-guide/mcp-servers-to-sessions.mdx","Found MCP-related server docs path: docs/public/images/troubleshooting/troubleshooting-mcp-server-url.png"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in docs/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'composio-core' does not expose a source repo URL","pypi package 'composio-core' points to the tracked repo"]}},{"repo":"microsoft/autogen","name":"AutoGen","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server test path: python/packages/autogen-ext/tests/mcp_server_comprehensive.py"]},"external_service_dependencies":{"providers":["OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in python/pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Redis dependency 'redis' in python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","Found database dependency 'redis' in python/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'autogen-agentchat' has a non-GitHub or unparseable source URL"]}},{"repo":"facebookresearch/faiss","name":"FAISS","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'faiss-cpu' points to the tracked repo"]}},{"repo":"promptfoo/promptfoo","name":"Promptfoo","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: .cursor/mcp.json","Found MCP-related server path: examples/openai-deep-research/mcp-server-example.md","Found MCP-related server docs path: site/docs/integrations/mcp-server.md","Found MCP-related server test path: test/commands/mcp/server.test.ts"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","Found shell dependency 'execa' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'promptfoo' points to the tracked repo"]}},{"repo":"firecrawl/firecrawl","name":"Firecrawl","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Firecrawl","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in apps/api/package.json","Found Anthropic dependency 'anthropic' in apps/api/package.json","README/docs mention Firecrawl","Found Firecrawl dependency 'firecrawl' in apps/api/package.json","Found Firecrawl credential/config marker 'FIRECRAWL_API_KEY'","Found Postgres dependency 'pg' in apps/api/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in apps/api/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@mendable/firecrawl-js' points to the tracked repo","pypi package 'firecrawl-py' points to the tracked repo"]}},{"repo":"FlowiseAI/Flowise","name":"Flowise","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: packages/components/nodes/tools/MCP/CustomMcpServerTool/CustomMcpServerTool.ts","Found MCP-related server path: packages/server/src/controllers/custom-mcp-servers/index.ts","Found MCP-related server test path: packages/server/src/controllers/custom-mcp-servers/index.test.ts","Found MCP-related server test path: packages/server/src/services/custom-mcp-servers/index.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","Found Anthropic dependency 'anthropic' in package.json","Found Qdrant dependency 'qdrant' in package.json","Found Postgres dependency 'pg' in packages/server/package.json","Found Redis dependency 'redis' in packages/server/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'qdrant' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'flowise' has a non-GitHub or unparseable source URL"]}},{"repo":"openinterpreter/openinterpreter","name":"Open Interpreter","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: codex-rs/mcp-server/BUILD.bazel","Found MCP-related server path: codex-rs/mcp-server/Cargo.toml","Found MCP-related server test path: codex-rs/app-server/tests/suite/v2/mcp_server_elicitation.rs","Found MCP-related server test path: codex-rs/app-server/tests/suite/v2/mcp_server_status.rs"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in codex-cli/package.json","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["Found declared path: codex-rs/core-plugins/BUILD.bazel"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'open-interpreter' has a non-GitHub or unparseable source URL"]}},{"repo":"OpenHands/OpenHands","name":"OpenHands","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: frontend/src/components/features/settings/mcp-settings/mcp-server-form.tsx","Found MCP-related server path: frontend/src/components/features/settings/mcp-settings/mcp-server-list-item.tsx","Found MCP-related server test path: frontend/__tests__/components/features/settings/mcp-settings/mcp-server-form.validation.test.tsx","Found MCP-related server test path: frontend/__tests__/components/features/settings/mcp-settings/mcp-server-list.test.tsx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found E2B dependency 'e2b' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","database","filesystem","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in pyproject.toml","README/docs mention shell capabilities","README/docs mention filesystem capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'openhands-ai' points to the tracked repo"]}},{"repo":"langwatch/langwatch","name":"LangWatch","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: assets/mcp-server/cursor-example.png","Found MCP-related server path: langwatch/scripts/build-mcp-server.sh","Found MCP-related server test path: mcp-server/src/__tests__/all-tools.integration.test.ts","Found MCP-related server test path: mcp-server/src/__tests__/config.unit.test.ts"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in skills/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in skills/package.json","Found Amazon Bedrock dependency 'bedrock' in langwatch/package.json","Found Amazon Bedrock credential/config marker 'AWS_ACCESS_KEY_ID'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in langwatch/package.json","README/docs mention shell capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package '@langwatch/server' points to the tracked repo","pypi package 'langwatch' has a non-GitHub or unparseable source URL"]}},{"repo":"stanfordnlp/dspy","name":"DSPy","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server test path: tests/utils/resources/mcp_server.py"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Weaviate dependency 'weaviate' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["Found shell dependency 'pty' in pyproject.toml","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'dspy' has a non-GitHub or unparseable source URL"]}},{"repo":"browser-use/browser-use","name":"Browser Use","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: browser_use/mcp/server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Browserbase","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs also mention Anthropic","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'browser-use' points to the tracked repo"]}},{"repo":"evidentlyai/evidently","name":"Evidently","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["Found browser dependency 'playwright' in ui/service/package.json","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'evidently' points to the tracked repo"]}},{"repo":"ChromeDevTools/chrome-devtools-mcp","name":"Chrome DevTools MCP","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"assafelovic/gpt-researcher","name":"GPT Researcher","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: mcp-server/README.md","Found MCP-related server docs path: docs/docs/gpt-researcher/mcp-server/advanced-usage.md","Found MCP-related server docs path: docs/docs/gpt-researcher/mcp-server/claude-integration.md"]},"external_service_dependencies":{"providers":["Firecrawl","Google Gemini","OpenAI","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'","README/docs also mention Google Gemini","Found Tavily dependency 'tavily' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'selenium' in setup.py","Found search dependency 'tavily' in requirements.txt","README/docs also mention search capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'gpt-researcher' points to the tracked repo"]}},{"repo":"milvus-io/milvus","name":"Milvus","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'pymilvus' has a non-GitHub or unparseable source URL"]}},{"repo":"daytonaio/daytona","name":"Daytona","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: apps/cli/mcp/server.go"]},"external_service_dependencies":{"providers":["OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Postgres","Found Postgres dependency 'pg' in package.json","README/docs mention Redis","Found Redis dependency 'redis' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","filesystem","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'daytona-sdk' has a non-GitHub or unparseable source URL"]}},{"repo":"microsoft/agent-framework","name":"Microsoft Agent Framework","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: .github/actions/setup-local-mcp-server/action.yml","Found MCP-related server path: dotnet/samples/02-agents/ModelContextProtocol/Agent_MCP_Server/Agent_MCP_Server.csproj"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in python/pyproject.toml","Found Anthropic dependency 'anthropic' in python/pyproject.toml","README/docs mention Azure OpenAI","Found Amazon Bedrock dependency 'bedrock' in python/pyproject.toml","Found Postgres dependency 'pg' in python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in python/pyproject.toml","Found database dependency 'pg' in python/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'agent-framework' has a non-GitHub or unparseable source URL"]}},{"repo":"danny-avila/LibreChat","name":"LibreChat","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: client/src/components/MCP/MCPServerMenuItem.tsx","Found MCP-related server path: client/src/components/MCP/MCPServerStatusIcon.tsx","Found MCP-related server test path: packages/api/src/mcp/__tests__/helpers/oauthTestServer.ts"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in api/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in api/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","filesystem","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in package.json","Found filesystem dependency 'fs-extra' in client/package.json","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"NVIDIA/NeMo-Guardrails","name":"NeMo Guardrails","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'nemoguardrails' has a non-GitHub or unparseable source URL"]}},{"repo":"Hmbown/CodeWhale","name":"CodeWhale","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: crates/tui/src/mcp_server.rs"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'codewhale' points to the tracked repo"]}},{"repo":"pingcap/tidb","name":"Tidb","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["Found declared path: pkg/plugin/BUILD.bazel","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"langfuse/langfuse","name":"Langfuse","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: web/src/features/mcp/server/mcpServer.ts","Found MCP dependency '@modelcontextprotocol/sdk' in web/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Firecrawl","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in web/package.json","README/docs mention Amazon Bedrock","Found Amazon Bedrock dependency 'bedrock' in web/package.json","README/docs mention Firecrawl"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","README/docs mention search capabilities","Found database dependency 'redis' in web/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'langfuse' points to langfuse/langfuse-js, not langfuse/langfuse","pypi package 'langfuse' has a non-GitHub or unparseable source URL"]}},{"repo":"modelcontextprotocol/python-sdk","name":"MCP Python SDK","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/mcp/server/lowlevel/server.py","Found MCP-related server path: src/mcp/server/mcpserver/server.py","Found MCP dependency 'modelcontextprotocol' in pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Postgres","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"unicity-astrid/astrid","name":"Astrid","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: crates/astrid-cli/src/commands/mcp/server.rs"]},"external_service_dependencies":{"providers":["Anthropic"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"gptme/gptme","name":"GPTMe","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'gptme' points to the tracked repo"]}},{"repo":"agentscope-ai/agentscope","name":"AgentScope","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Qdrant","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml","Found E2B dependency 'e2b' in pyproject.toml","README/docs also mention E2B"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["database"],"confidence":"medium","evidence":["Found database dependency 'redis' in pyproject.toml"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'agentscope' points to the tracked repo"]}},{"repo":"Giskard-AI/giskard-oss","name":"Giskard","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'giskard' has a non-GitHub or unparseable source URL"]}},{"repo":"khoj-ai/khoj","name":"Khoj","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found E2B dependency 'e2b' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'khoj' has a non-GitHub or unparseable source URL"]}},{"repo":"i-am-bee/beeai-framework","name":"BeeAI Framework","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: python/beeai_framework/adapters/mcp/serve/server.py","Found MCP-related server path: python/examples/serve/extend_mcp_server.py","Found MCP dependency '@modelcontextprotocol/sdk' in typescript/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in typescript/package.json","Found Anthropic dependency 'anthropic' in typescript/package.json","Found Amazon Bedrock dependency 'bedrock' in python/pyproject.toml","Found Qdrant dependency 'qdrant' in typescript/package.json","Found Postgres dependency 'pg' in python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in python/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'beeai-framework' points to the tracked repo"]}},{"repo":"confident-ai/deepeval","name":"DeepEval","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Google Gemini dependency '@google/genai' in typescript/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'deepeval' points to the tracked repo"]}},{"repo":"aaif-goose/goose","name":"Goose","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: crates/goose-mcp/src/mcp_server_runner.rs","Found MCP-related server path: crates/goose/src/plugins/mcp_servers.rs","Found MCP-related server test path: crates/goose/tests/fastmcp_test_server.py"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a extension-based plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"zeroclaw-labs/zeroclaw","name":"Zeroclaw","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"camel-ai/camel","name":"CAMEL","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: examples/agents/mcp_agent/mcp_servers_config.json","Found MCP-related server path: examples/toolkits/mcp/mcp_arxiv_toolkit/arxiv_toolkit_server.py","Found MCP-related server docs path: docs/mcp/camel_toolkits_as_an_mcp_server.md","Found MCP-related server docs path: docs/mcp/export_camel_agent_as_mcp_server.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Firecrawl","OpenAI","Postgres","Qdrant","Redis","SerpAPI","Tavily","Weaviate"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found search dependency 'tavily' in pyproject.toml","README/docs also mention search capabilities","Found database dependency 'pg' in pyproject.toml"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'camel-ai' points to the tracked repo"]}},{"repo":"unclecode/crawl4ai","name":"Crawl4AI","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","filesystem","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'crawl4ai' points to the tracked repo"]}},{"repo":"yzhao062/pyod","name":"Pyod","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: pyod/mcp_server.py","Found MCP-related server test path: pyod/test/test_mcp_server_import.py"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'pyod' points to the tracked repo"]}},{"repo":"trycua/cua","name":"Cua","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: .github/workflows/cd-py-mcp-server.yml","Found MCP-related server path: .github/workflows/ci-py-mcp-server.yml","Found MCP-related server docs path: docs/content/docs/cua/reference/mcp-server/client-integrations.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in docs/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in pyproject.toml","Found shell dependency 'pty' in libs/cuabot/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'cua' points to the tracked repo"]}},{"repo":"modelcontextprotocol/typescript-sdk","name":"MCP TypeScript SDK","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP dependency '@modelcontextprotocol/sdk' in package.json","Found MCP dependency 'modelcontextprotocol' in test/e2e/package.json"]},"external_service_dependencies":{"providers":["Anthropic"],"requires_api_keys":false,"confidence":"medium","evidence":["Found Anthropic dependency 'anthropic' in test/e2e/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"MervinPraison/PraisonAI","name":"PraisonAI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: examples/mcp/multi_server.py","Found MCP-related server path: examples/mcp_server/README.md","Found MCP-related server test path: src/praisonai-agents/tests/simple-mcp-server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Firecrawl","Google Gemini","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in src/praisonai/pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in src/praisonai-ts/package.json","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in src/praisonai/pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'praisonai' points to the tracked repo"]}},{"repo":"modelcontextprotocol/modelcontextprotocol","name":"MCP Specification","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server docs path: docs/images/java/java-mcp-server-architecture.jpg","Found MCP dependency 'modelcontextprotocol' in package.json","Found MCP dependency 'modelcontextprotocol' in tools/sep-automation/package.json"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["Found declared path: .claude-plugin/marketplace.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"topoteretes/cognee","name":"Cognee","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server test path: cognee-mcp/tests/test_mcp_server_hardening.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'cognee' points to the tracked repo"]}},{"repo":"weaviate/weaviate","name":"Weaviate","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: adapters/handlers/mcp/server.go"]},"external_service_dependencies":{"providers":["Firecrawl","OpenAI","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Weaviate","Found Weaviate dependency 'weaviate' in test/acceptance_with_python/requirements.txt","README/docs mention Firecrawl"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'weaviate-client' points to weaviate/weaviate-python-client, not weaviate/weaviate"]}},{"repo":"modelcontextprotocol/registry","name":"MCP Registry","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention Postgres","Found Postgres credential/config marker 'DATABASE_URL'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"VoltAgent/voltagent","name":"VoltAgent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: examples/with-cerbos/src/mcp-server.ts","Found MCP-related server path: examples/with-mcp-elicitation/src/mcp-server.ts","Found MCP-related server docs path: website/docs/agents/mcp/mcp-server.md"]},"external_service_dependencies":{"providers":["Anthropic","Browserbase","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Browserbase"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","Found filesystem dependency 'fs-extra' in packages/cli/package.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@voltagent/core' points to the tracked repo"]}},{"repo":"nrwl/nx","name":"Nx","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","Found Supabase dependency 'supabase' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","filesystem"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","Found filesystem dependency 'fs-extra' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"google/adk-python","name":"Google ADK (Python)","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: contributing/samples/mcp/mcp_dynamic_header_agent/header_server.py","Found MCP-related server path: contributing/samples/mcp/mcp_progress_callback_agent/mock_progress_server.py"]},"external_service_dependencies":{"providers":["Anthropic","Browserbase","E2B","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Browserbase dependency 'browserbase' in contributing/samples/multimodal/computer_use/requirements.txt","Found E2B dependency 'e2b' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in contributing/samples/multimodal/computer_use/requirements.txt","Found shell dependency 'pty' in src/google/adk/telemetry/setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'google-adk' has a non-GitHub or unparseable source URL"]}},{"repo":"langchain-ai/open-swe","name":"Open SWE","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"bytedance/deer-flow","name":"DeerFlow","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server docs path: backend/docs/MCP_SERVER.md"]},"external_service_dependencies":{"providers":["E2B","Firecrawl","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Tavily dependency 'tavily' in backend/packages/harness/pyproject.toml","Found Tavily credential/config marker 'TAVILY_API_KEY'","README/docs also mention Tavily","Found Firecrawl dependency 'firecrawl' in backend/packages/harness/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in frontend/package.json","Found search dependency 'tavily' in backend/packages/harness/pyproject.toml","README/docs also mention search capabilities","Found database dependency 'postgres' in backend/pyproject.toml","README/docs also mention database capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"github/github-mcp-server","name":"GitHub MCP Server","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: cmd/github-mcp-server/feature_flag_docs.go","Found MCP-related server path: cmd/github-mcp-server/generate_docs.go","Found MCP dependency 'modelcontextprotocol' in ui/package.json"]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/semantic-kernel","name":"Semantic Kernel","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: python/samples/concepts/mcp/azure_ai_agent_with_local_server.py","Found MCP-related server path: python/samples/concepts/mcp/local_agent_with_local_server.py","Found MCP-related server test path: python/tests/assets/test_plugins/TestMCPPlugin/mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","OpenAI","Pinecone","Postgres","Qdrant","Redis","Weaviate"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in python/pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in python/pyproject.toml","README/docs mention Azure OpenAI","Found Azure OpenAI credential/config marker 'AZURE_OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'semantic-kernel' has a non-GitHub or unparseable source URL"]}},{"repo":"nocobase/nocobase","name":"Nocobase","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: packages/plugins/@nocobase/plugin-mcp-server/.npmignore","Found MCP-related server path: packages/plugins/@nocobase/plugin-mcp-server/README.md","Found MCP-related server docs path: docs/docs/cn/plugins/@nocobase/plugin-mcp-server/index.md","Found MCP-related server docs path: docs/docs/de/plugins/@nocobase/plugin-mcp-server/index.md"]},"external_service_dependencies":{"providers":["Anthropic","E2B","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/core/ai/package.json","Found Anthropic dependency 'anthropic' in packages/core/ai/package.json","Found E2B dependency 'e2b' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package 'nocobase' points to the tracked repo"]}},{"repo":"airbytehq/airbyte","name":"Airbyte","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: docusaurus/static/img/ai-agents/fastmcp.svg","Found MCP-related server docs path: docs/ai-agents/get-started/developer-quickstart/tutorial-fastmcp.md","Found MCP-related server docs path: docs/community/mcp-servers/airbyte-knowledge-mcp.md"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"SWE-agent/SWE-agent","name":"SWE-agent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":false,"confidence":"medium","evidence":["Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database"],"confidence":"high","evidence":["Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'sweagent' has a non-GitHub or unparseable source URL"]}},{"repo":"janhq/jan","name":"Jan","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: web-app/src/locales/ca/mcp-servers.json","Found MCP-related server path: web-app/src/locales/cs/mcp-servers.json","Found MCP-related server docs path: docs/src/pages/docs/desktop/_assets/mcp-server-settings.png"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in web-app/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in web-app/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"flyteorg/flyte","name":"Flyte","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["Found declared path: docker/devbox-bundled/bootstrap/internal/transform/plugins/config/cluster_resource_templates.go","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'flytekit' points to flyteorg/flytekit, not flyteorg/flyte"]}},{"repo":"infiniflow/ragflow","name":"RAGFlow","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: api/db/services/mcp_server_service.py","Found MCP-related server path: web/src/interfaces/database/mcp-server.ts","Found MCP-related server docs path: docs/develop/mcp/launch_mcp_server.md","Found MCP-related server test path: test/testcases/test_web_api/test_mcp_server_app/test_mcp_server_app_unit.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'ragflow' points to breezedeus/ragflow, not infiniflow/ragflow"]}},{"repo":"vellum-ai/vellum-assistant","name":"Vellum Assistant","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: clients/web/src/domains/settings/mcp/mcp-add-server-modal.tsx","Found MCP-related server path: clients/web/src/domains/settings/mcp/mcp-server-card.tsx"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'vellum' does not expose a source repo URL"]}},{"repo":"microsoft/mcp","name":"Microsoft MCP Catalog","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: .github/ISSUE_TEMPLATE/90_mcp_server_request.yml","Found MCP-related server path: servers/Azure.Mcp.Server/images/install_azure_mcp_server_extension.gif"]},"external_service_dependencies":{"providers":["Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found Postgres dependency 'postgres' in servers/Azure.Mcp.Server/vscode/package.json","Found Redis dependency 'redis' in servers/Azure.Mcp.Server/vscode/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","Found shell dependency 'pty' in servers/Azure.Mcp.Server/vscode/package.json","README/docs mention search capabilities","Found database dependency 'postgres' in servers/Azure.Mcp.Server/vscode/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"VRSEN/agency-swarm","name":"Agency Swarm","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: examples/mcp_servers.py","Found MCP-related server path: examples/utils/sse_mcp_server.py","Found MCP-related server test path: tests/integration/mcp/test_mcp_server.py","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","shell"],"confidence":"high","evidence":["Found marketplace path: docs/platform/marketplace/onboarding.mdx","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'agency-swarm' points to the tracked repo"]}},{"repo":"1Panel-dev/1Panel","name":"1Panel","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: agent/app/api/v2/mcp_server.go","Found MCP-related server path: agent/app/dto/request/mcp_server.go"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a marketplace plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"upstash/context7","name":"Context7","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: plugins/context7-power/mcp.json","Found MCP-related server path: plugins/cursor/context7/mcp.json","Found MCP dependency 'modelcontextprotocol' in package.json"]},"external_service_dependencies":{"providers":["Redis","Supabase"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention Supabase","Found Redis dependency 'redis' in packages/mcp/package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","Found database dependency 'redis' in packages/mcp/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"anthropics/claude-code","name":"Claude Code","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@anthropic-ai/claude-code' points to the tracked repo"]}},{"repo":"obra/superpowers","name":"Superpowers","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'superpowers' does not expose a source repo URL"]}},{"repo":"huggingface/smolagents","name":"smolagents","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","E2B","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in examples/open_deep_research/requirements.txt","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'selenium' in pyproject.toml","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'smolagents' has a non-GitHub or unparseable source URL"]}},{"repo":"ag2ai/ag2","name":"AG2","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: ag2/mcp/server.py","Found MCP-related server path: ag2/tools/builtin/mcp_server.py","Found MCP-related server test path: test/config/anthropic/tools/test_mcp_server.py","Found MCP-related server test path: test/config/openai/tools/test_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Redis","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found search dependency 'tavily' in pyproject.toml","README/docs also mention search capabilities","Found database dependency 'redis' in pyproject.toml"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"hatchet-dev/hatchet","name":"Hatchet","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency '@modelcontextprotocol/sdk' in sdks/typescript/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in sdks/python/pyproject.toml","Found Anthropic dependency 'anthropic' in sdks/typescript/package.json","Found Amazon Bedrock dependency 'boto3' in sdks/python/pyproject.toml","README/docs mention Postgres","Found Postgres dependency 'psycopg' in sdks/python/pyproject.toml","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"pewdiepie-archdaemon/odysseus","name":"Odysseus","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: mcp_servers/__init__.py","Found MCP-related server path: mcp_servers/email_server.py"]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":true,"confidence":"medium","evidence":["Found Postgres credential/config marker 'DATABASE_URL'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["Found declared path: integrations/codex/.codex-plugin/plugin.json","Found shell dependency 'pty' in setup.py","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ollama/ollama","name":"Ollama","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in app/ui/app/package.json","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"AstrBotDevs/AstrBot","name":"AstrBot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a marketplace plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"dagworks-inc/burr","name":"Burr","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","Found search dependency 'tavily' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'burr' points to the tracked repo"]}},{"repo":"alibaba/zvec","name":"Zvec","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":false,"confidence":"medium","evidence":["Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database"],"confidence":"high","evidence":["Found declared path: src/core/plugin/CMakeLists.txt","Found database dependency 'pg' in pyproject.toml"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package '@zvec/zvec' points to zvec-ai/zvec-node, not alibaba/zvec","pypi package 'zvec' points to the tracked repo"]}},{"repo":"google/adk-go","name":"Google ADK (Go)","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Google Gemini"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["Found declared path: internal/configurable/conformance/recordplugin/invocation_record_state.go","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"simstudioai/sim","name":"Sim","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: apps/sim/app/api/mcp/servers/[id]/refresh/route.ts","Found MCP-related server path: apps/sim/app/api/mcp/servers/[id]/route.ts","Found MCP-related server docs path: apps/docs/public/static/blocks/mcp-server-add-modal.png","Found MCP-related server docs path: apps/docs/public/static/blocks/mcp-server-details.png"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Browserbase","E2B","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in apps/sim/package.json","Found Anthropic dependency 'anthropic' in apps/sim/package.json","Found Google Gemini dependency '@google/genai' in apps/sim/package.json","Found Amazon Bedrock dependency 'bedrock' in apps/sim/package.json","Found Browserbase dependency 'browserbase' in apps/sim/package.json","README/docs mention E2B"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"CherryHQ/cherry-studio","name":"Cherry Studio","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: src/main/ai/mcp/ServerLogBuffer.ts","Found MCP-related server path: src/main/ai/mcp/servers/assistant.ts","Found MCP-related server test path: src/main/ai/mcp/__tests__/ServerLogBuffer.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in package.json","README/docs also mention Anthropic","Found Tavily dependency 'tavily' in package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","filesystem","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in package.json","Found filesystem dependency 'fs-extra' in package.json","Found search dependency 'tavily' in package.json","README/docs also mention search capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"czlonkowski/n8n-mcp","name":"n8n-MCP","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: src/mcp/server.ts","Found MCP-related server test path: tests/test-mcp-server-extraction.js","Found MCP-related server test path: tests/unit/mcp/server-node-documentation.test.ts"]},"external_service_dependencies":{"providers":["OpenAI","Supabase"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found Supabase dependency 'supabase' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in package.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Budibase/budibase","name":"Budibase","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["Found OpenAI dependency 'openai' in packages/pro/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["Found declared path: packages/backend-core/src/plugin/index.ts"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"567-labs/instructor","name":"Instructor","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["database"],"confidence":"medium","evidence":["Found database dependency 'redis' in pyproject.toml"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'instructor' has a non-GitHub or unparseable source URL"]}},{"repo":"neuml/txtai","name":"txtai","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Amazon Bedrock","Found Postgres dependency 'pg' in setup.py"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention search capabilities","Found database dependency 'pg' in setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'txtai' points to the tracked repo"]}},{"repo":"firebase/genkit","name":"Google Genkit","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: genkit-tools/cli/src/mcp/server.ts","Found MCP-related server path: go/plugins/mcp/fixtures/basic_server/basic_server.go","Found MCP-related server test path: js/plugins/mcp/tests/server_test.ts"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in py/pyproject.toml","README/docs mention Google Gemini","Found Postgres dependency 'pg' in py/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'puppeteer' in tests/package.json","README/docs mention search capabilities","Found database dependency 'pg' in py/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'genkit' points to genkit-ai/genkit, not firebase/genkit"]}},{"repo":"griptape-ai/griptape","name":"Griptape","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","OpenAI","Pinecone","Postgres","Qdrant","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Azure OpenAI credential/config marker 'AZURE_OPENAI_API_KEY'","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["Found declared path: docs/plugins/swagger_ui_plugin.py","Found browser dependency 'playwright' in pyproject.toml","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'griptape' points to the tracked repo"]}},{"repo":"HolmesGPT/holmesgpt","name":"Holmesgpt","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: helm/holmes/templates/mcp-servers/aws/_helpers.tpl","Found MCP-related server path: helm/holmes/templates/mcp-servers/aws/deployment.yaml","Found MCP-related server docs path: docs/data-sources/oauth-mcp-servers.md","Found MCP-related server docs path: docs/data-sources/remote-mcp-servers.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Amazon Bedrock","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'holmesgpt' has a non-GitHub or unparseable source URL"]}},{"repo":"multica-ai/multica","name":"Multica","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Google Gemini","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention Google Gemini","README/docs mention Postgres","Found Postgres dependency 'pg' in package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database"],"confidence":"high","evidence":["Found extension-based path: packages/views/editor/extensions/autolink-email-repair.test.ts","Found browser dependency 'playwright' in package.json","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"oraios/serena","name":"Serena","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: scripts/mcp_server.py"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini"],"requires_api_keys":false,"confidence":"high","evidence":["Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"modelcontextprotocol/servers","name":"Model Context Protocol / MCP","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/fetch/src/mcp_server_fetch/__init__.py","Found MCP-related server path: src/fetch/src/mcp_server_fetch/__main__.py","Found MCP dependency 'modelcontextprotocol' in package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Brave Search","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in src/git/pyproject.toml","README/docs mention Amazon Bedrock","README/docs mention Brave Search","README/docs mention Postgres","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","filesystem","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"msitarzewski/agency-agents","name":"Agency Agents","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Google Gemini","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"cacheplane/dawnai","name":"DawnAI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["Found declared path: packages/vite-plugin/CHANGELOG.md"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"vercel/eve","name":"Eve","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/eve/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in packages/eve/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","filesystem","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"DietrichGebert/ponytail","name":"Ponytail","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency '@modelcontextprotocol/sdk' in ponytail-mcp/package.json"]},"external_service_dependencies":{"providers":["Google Gemini"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"InsForge/InsForge","name":"InsForge","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in backend/package.json","README/docs mention Postgres","Found Postgres dependency 'postgres' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["Found declared path: .claude-plugin/marketplace.json","README/docs mention shell capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"conductor-oss/conductor","name":"Conductor","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Amazon Bedrock","Found E2B dependency 'e2b' in ui/package.json","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in ui/package.json","README/docs mention shell capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"OpenBB-finance/OpenBB","name":"OpenBB","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: openbb_platform/extensions/mcp_server/README.md","Found MCP-related server path: openbb_platform/extensions/mcp_server/integration/.gitkeep","Found MCP-related server test path: openbb_platform/extensions/mcp_server/tests/app/test_app.py","Found MCP-related server test path: openbb_platform/extensions/mcp_server/tests/app/test_auth.py"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ruvnet/ruflo","name":"Ruflo","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: .claude/mcp.json","Found MCP-related server path: ruflo/src/ruvocal/src/lib/components/mcp/AddServerForm.svelte","Found MCP-related server test path: tests/docker-regression/scripts/test-mcp-server.sh"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini","README/docs mention Supabase"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Helicone/helicone","name":"Helicone","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres","Supabase"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in web/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in web/package.json","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in web/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'helicone_async' points to the tracked repo"]}},{"repo":"elizaOS/eliza","name":"Eliza","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: packages/agent/src/security/mcp-server-config.ts","Found MCP-related server path: packages/app-core/src/registry/entries/plugins/mcp.json"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Postgres","Supabase"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","filesystem","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","Found filesystem dependency 'fs-extra' in packages/core/package.json","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package '@elizaos/core' does not expose a source repo URL"]}},{"repo":"agentops-ai/agentops","name":"AgentOps","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server docs path: docs/v2/usage/mcp-server.mdx"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'agentops' points to the tracked repo"]}},{"repo":"evalstate/fast-agent","name":"fast-agent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: examples/mcp/a3_styling_server.py","Found MCP-related server path: examples/mcp/elicitations/blocking_server.py","Found MCP-related server docs path: docs/docs/assets/social/mcp/mcp-server.png"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","filesystem","shell"],"confidence":"high","evidence":["Found declared path: plugins/README.md","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"2FastLabs/agent-squad","name":"Agent Squad","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server docs path: docs/src/content/docs/swift/examples/mcp-server.md"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in typescript/package.json","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in typescript/package.json","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"calesthio/OpenMontage","name":"OpenMontage","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in setup.py","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'","README/docs also mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"google-deepmind/concordia","name":"Concordia","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in setup.py","Found Anthropic dependency 'anthropic' in requirements.txt","Found Google Gemini dependency 'google-generativeai' in requirements.txt","Found Amazon Bedrock dependency 'boto3' in setup.py","Found E2B dependency 'e2b' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in requirements.txt","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'gdm-concordia' points to the tracked repo"]}},{"repo":"mcp-use/mcp-use","name":"mcp-use","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: libraries/python/mcp_use/server/__fastmcp.py","Found MCP-related server path: libraries/typescript/packages/mcp-use/examples/server/deployment/supabase/functions/mcp-server/deno.json","Found MCP-related server test path: libraries/typescript/packages/mcp-use/tests/unit/server/mcp-server-dns-rebinding.test.ts"]},"external_service_dependencies":{"providers":["Anthropic","E2B","OpenAI","Postgres","Redis","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in libraries/python/pyproject.toml","Found Anthropic dependency 'anthropic' in libraries/python/pyproject.toml","Found E2B dependency 'e2b' in libraries/python/pyproject.toml","Found Supabase dependency 'supabase' in libraries/typescript/packages/mcp-use/package.json","Found Postgres dependency 'pg' in libraries/python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","filesystem","search"],"confidence":"high","evidence":["Found declared path: .claude-plugin/marketplace.json","README/docs mention filesystem capabilities","README/docs mention search capabilities","Found database dependency 'pg' in libraries/python/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"rohitg00/agentmemory","name":"agentmemory","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/mcp/server.ts"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@agentmemory/agentmemory' points to the tracked repo"]}},{"repo":"Kilo-Org/kilocode","name":"Kilo Code","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: packages/kilo-docs/.kilocode/mcp.json","Found MCP-related server path: packages/kilo-docs/pages/automate/mcp/server-transports.md","Found MCP-related server docs path: packages/kilo-vscode/docs/agent-behaviour/mcp-server-creation.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in packages/llm/package.json","Found Anthropic dependency 'anthropic' in packages/llm/package.json","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'bedrock' in packages/llm/package.json","Found Postgres dependency 'pg' in package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in package.json","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'kilocode' does not expose a source repo URL"]}},{"repo":"open-multi-agent/open-multi-agent","name":"Open Multi-Agent","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency '@modelcontextprotocol/sdk' in packages/core/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in packages/core/package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in packages/core/package.json","Found Google Gemini dependency '@google/genai' in packages/core/package.json","Found Amazon Bedrock dependency 'bedrock' in packages/core/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","filesystem"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention filesystem capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"GLips/Figma-Context-MCP","name":"Figma Context MCP","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/mcp-server.ts","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":[],"requires_api_keys":true,"confidence":"low","evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ToolJet/ToolJet","name":"ToolJet","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in server/package.json","Found Anthropic dependency 'anthropic' in server/package.json","README/docs mention Postgres","Found Postgres dependency 'pg' in server/package.json","Found Redis dependency 'redis' in server/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","Found database dependency 'pg' in server/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"dyad-sh/dyad","name":"Dyad","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: testing/fake-http-mcp-server.mjs","Found MCP-related server path: testing/fake-oauth-mcp-server.mjs","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","Found Anthropic dependency 'anthropic' in package.json","Found Amazon Bedrock dependency 'bedrock' in package.json","Found Supabase dependency 'supabase' in package.json","Found Postgres dependency 'pg' in package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","database","filesystem","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in package.json","Found shell dependency 'pty' in package.json","Found filesystem dependency 'fs-extra' in package.json","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"tinyhumansai/openhuman","name":"OpenHuman","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: .claude/mcp.json","Found MCP-related server path: app/src/components/channels/mcp/InstalledServerDetail.tsx","Found MCP-related server test path: app/src/components/channels/mcp/InstalledServerDetail.enabledToggle.test.tsx","Found MCP-related server test path: app/src/components/channels/mcp/InstalledServerDetail.test.tsx"]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":false,"confidence":"medium","evidence":["Found Postgres dependency 'pg' in app/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in app/package.json","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","Found database dependency 'pg' in app/package.json"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["crates.io package 'openhuman' points to openhuman-ai/rust-openhuman, not tinyhumansai/openhuman"]}},{"repo":"Gentleman-Programming/engram","name":"Engram","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Google Gemini","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention Google Gemini","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"luongnv89/asm","name":"ASM","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"alibaba/spring-ai-alibaba","name":"Spring AI Alibaba","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: spring-ai-alibaba-admin/spring-ai-alibaba-admin-server-runtime/src/main/java/com/alibaba/cloud/ai/studio/runtime/domain/mcp/McpServerCallToolRequest.java","Found MCP-related server path: spring-ai-alibaba-admin/spring-ai-alibaba-admin-server-runtime/src/main/java/com/alibaba/cloud/ai/studio/runtime/domain/mcp/McpServerCallToolResponse.java"]},"external_service_dependencies":{"providers":[],"requires_api_keys":true,"confidence":"low","evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a extension-based plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"TEN-framework/ten-framework","name":"TEN Framework","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"eugeniughelbur/obsidian-second-brain","name":"Obsidian Second Brain","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","README/docs mention Google Gemini","Found Google Gemini credential/config marker 'GEMINI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"traceroot-ai/traceroot","name":"Traceroot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"InternLM/lagent","name":"Lagent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'lagent' points to the tracked repo"]}},{"repo":"HKUDS/nanobot","name":"Nanobot","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Firecrawl","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"openlit/openlit","name":"OpenLIT","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Firecrawl","OpenAI","Pinecone","Postgres","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in src/client/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in src/client/package.json","README/docs mention Amazon Bedrock","Found Amazon Bedrock dependency 'boto3' in sdk/python/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"esengine/DeepSeek-Reasonix","name":"DeepSeek-Reasonix","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"mark3labs/mcp-go","name":"MCP Go","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"JetBrains/junie","name":"Junie","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@jetbrains/junie' points to the tracked repo"]}},{"repo":"github/copilot-cli","name":"GitHub Copilot CLI","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Panniantong/Agent-Reach","name":"Agent Reach","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: agent_reach/integrations/mcp_server.py"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["Found OpenAI dependency 'openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","search"],"confidence":"high","evidence":["Found browser dependency 'playwright' in pyproject.toml","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/UFO","name":"UFO","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: ufo/client/mcp/http_servers/hardware_mcp_server.py","Found MCP-related server path: ufo/client/mcp/http_servers/linux_mcp_server.py","Found MCP-related server docs path: documents/docs/mcp/local_servers.md"]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in requirements.txt","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"protectai/llm-guard","name":"LLM Guard","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'llm-guard' has a non-GitHub or unparseable source URL"]}},{"repo":"leondz/garak","name":"Garak","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'garak' points to nvidia/garak, not leondz/garak"]}},{"repo":"activeloopai/hivemind","name":"Hivemind","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/mcp/server.ts","Found MCP-related server test path: tests/claude-code/mcp-server.test.ts","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in harnesses/codex/package.json","Found Anthropic dependency 'anthropic' in package.json","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a marketplace plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"golemcloud/golem","name":"Golem","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: golem-skills/skills/common/golem-configure-mcp-server/SKILL.md","Found MCP-related server path: golem-worker-service/src/mcp/agent_mcp_server.rs","Found MCP-related server docs path: docs/src/content/next/how-to-guides/common/golem-configure-mcp-server.mdx","Found MCP-related server docs path: docs/src/content/v1.5/how-to-guides/common/golem-configure-mcp-server.mdx"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["Found declared path: .agents/skills/creating-new-builtin-plugins/SKILL.md","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Aider-AI/aider","name":"Aider","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in requirements.txt","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found shell dependency 'pty' in requirements.txt","README/docs also mention shell capabilities","Found code dependency 'gitpython' in requirements.txt","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'aider-chat' points to the tracked repo"]}},{"repo":"omnigent-ai/omnigent","name":"Omnigent","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server test path: tests/inner/fixtures/fake_google_mcp_server.py","Found MCP-related server test path: tests/resources/examples/_shared/sleep_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"iflytek/astron-agent","name":"Astron Agent","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: console/backend/hub/src/main/resources/db/migration/V1.37__add_bot_mcp_server_urls.sql","Found MCP-related server path: console/backend/toolkit/src/main/resources/mcp-server/iat.json","Found MCP-related server test path: console/backend/toolkit/src/test/resources/mcp-servers/test-server-1.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in core/agent/pyproject.toml","Found Anthropic dependency 'anthropic' in core/workflow/pyproject.toml","Found Amazon Bedrock dependency 'boto3' in core/agent/pyproject.toml","Found E2B dependency 'e2b' in core/agent/pyproject.toml","Found Redis dependency 'redis' in core/agent/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found database dependency 'redis' in core/agent/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"RasaHQ/rasa","name":"Rasa","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","filesystem","search"],"confidence":"high","evidence":["Found declared path: docs/plugins/google-tagmanager/client.js","Found filesystem dependency 'fs-extra' in docs/package.json","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'rasa' points to the tracked repo"]}},{"repo":"earendil-works/pi","name":"Pi","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in packages/ai/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","Found Google Gemini dependency '@google/genai' in packages/ai/package.json","Found Amazon Bedrock dependency 'bedrock' in packages/ai/package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","filesystem","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"steel-dev/steel-browser","name":"Steel Browser","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"imartinez/privateGPT","name":"PrivateGPT","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"zhayujie/CowAgent","name":"CowAgent","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a marketplace plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Tencent/WeKnora","name":"WeKnora","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: cli/internal/mcp/server.go","Found MCP-related server path: mcp-server/.gitignore"]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres","Qdrant","Tavily","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Azure OpenAI","README/docs mention Qdrant","README/docs mention Weaviate"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in docreader/pyproject.toml","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"langroid/langroid","name":"Langroid","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: langroid/agent/tools/mcp/fastmcp_client.py","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Firecrawl","Google Gemini","OpenAI","Pinecone","Postgres","Qdrant","Redis","Tavily","Weaviate"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","README/docs mention Google Gemini","Found Google Gemini dependency 'google-generativeai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'langroid' has a non-GitHub or unparseable source URL"]}},{"repo":"MoonshotAI/kimi-code","name":"Kimi Code","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: apps/kimi-code/src/tui/utils/mcp-server-status.ts","Found MCP-related server path: packages/agent-core/src/mcp/oauth/callback-server.ts","Found MCP-related server test path: packages/agent-core/test/mcp/fixtures/crash-after-connect-stdio-server.mjs"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"bytedance/UI-TARS-desktop","name":"UI-TARS Desktop","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: packages/agent-infra/mcp-servers/browser/.dockerignore","Found MCP-related server path: packages/agent-infra/mcp-servers/browser/CHANGELOG.md","Found MCP-related server docs path: multimodal/websites/docs/docs/public/alpha/config-mcp-servers.mp4"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","filesystem","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","Found shell dependency 'execa' in infra/pdk/package.json","README/docs also mention shell capabilities","Found filesystem dependency 'fs-extra' in infra/pdk/package.json"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"pgvector/pgvector","name":"pgvector","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"SciSharp/BotSharp","name":"BotSharp","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: src/Infrastructure/BotSharp.Abstraction/MCP/Models/McpServerConfigModel.cs","Found MCP-related server path: src/Infrastructure/BotSharp.Abstraction/MCP/Models/McpServerOptionModel.cs"]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Google Gemini","README/docs mention Qdrant"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/TinyTroupe","name":"TinyTroupe","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Azure OpenAI","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Azure OpenAI","Found Azure OpenAI dependency 'azure-openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'tinytroupe' points to the tracked repo"]}},{"repo":"HKUDS/DeepCode","name":"DeepCode","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Anthropic","Brave Search","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in requirements.txt","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"eigent-ai/eigent","name":"Eigent","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["OpenAI","Postgres","Qdrant","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in server/pyproject.toml","Found Qdrant dependency 'qdrant' in backend/pyproject.toml","Found Postgres dependency 'psycopg' in server/pyproject.toml","Found Redis dependency 'redis' in server/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in package.json","README/docs mention shell capabilities","Found database dependency 'pg' in server/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"GH05TCREW/pentestagent","name":"PentestAgent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: mcp_examples/sse/n8n/mcp_servers.json","Found MCP-related server path: mcp_examples/stdio/kali/mcp_servers.json","Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Significant-Gravitas/AutoGPT","name":"AutoGPT","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: autogpt_platform/backend/backend/blocks/mcp/test_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Firecrawl","OpenAI","Pinecone","Postgres","Redis","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in classic/pyproject.toml","Found Anthropic dependency 'anthropic' in classic/pyproject.toml","Found Amazon Bedrock dependency 'boto3' in classic/pyproject.toml","Found Pinecone dependency 'pinecone' in autogpt_platform/backend/pyproject.toml","Found Firecrawl dependency 'firecrawl' in autogpt_platform/backend/pyproject.toml","Found E2B dependency 'e2b' in autogpt_platform/backend/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'playwright' in classic/pyproject.toml","Found database dependency 'pg' in autogpt_platform/backend/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'agpt' points to significant-gravitas/auto-gpt, not significant-gravitas/autogpt"]}},{"repo":"agentjido/jido","name":"Jido","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"BrainBlend-AI/atomic-agents","name":"Atomic Agents","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: atomic-examples/mcp-agent/example-mcp-server/README.md","Found MCP-related server path: atomic-examples/mcp-agent/example-mcp-server/demo_tools.py"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in atomic-examples/quickstart/pyproject.toml","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found code dependency 'gitpython' in pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'atomic-agents' points to eigenwise/atomic-agents, not brainblend-ai/atomic-agents"]}},{"repo":"qdrant/qdrant","name":"Qdrant","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention Qdrant","Found Qdrant dependency 'qdrant' in tests/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'qdrant-client' points to qdrant/qdrant-client, not qdrant/qdrant","crates.io package 'qdrant' points to the tracked repo"]}},{"repo":"letta-ai/letta","name":"Letta","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: alembic/versions/56254216524f_add_custom_headers_to_mcp_server.py","Found MCP-related server path: alembic/versions/9ecbdbaa409f_add_table_to_store_mcp_servers.py","Found MCP-related server test path: tests/mock_mcp_server.py","Found MCP-related server test path: tests/sdk/mcp_servers_test.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","OpenAI","Pinecone","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Pinecone dependency 'pinecone' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["Found declared path: letta/plugins/README.md","README/docs mention shell capabilities","Found search dependency 'tavily' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'letta' has a non-GitHub or unparseable source URL"]}},{"repo":"TencentCloud/TencentDB-Agent-Memory","name":"TencentDB Agent Memory","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Lumiwealth/lumibot","name":"Lumibot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py","README/docs mention Google Gemini","Found Google Gemini credential/config marker 'GEMINI_API_KEY'","Found Amazon Bedrock dependency 'boto3' in setup.py","Found Postgres dependency 'psycopg' in setup.py"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"TabbyML/tabby","name":"Tabby","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in ee/tabby-ui/package.json","Found Redis dependency 'redis' in clients/vscode/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","filesystem"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found filesystem dependency 'fs-extra' in clients/vscode/package.json","Found database dependency 'redis' in clients/vscode/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"crestalnetwork/intentkit","name":"IntentKit","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Redis","Supabase"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Supabase dependency 'supabase' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"OpenBMB/ChatDev","name":"ChatDev","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: mcp_example/mcp_server.py","Found MCP dependency 'fastmcp' in pyproject.toml","Found MCP dependency 'fastmcp' in requirements.txt"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["Found OpenAI dependency 'openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'chatdev' has a non-GitHub or unparseable source URL"]}},{"repo":"AgentEra/Agently","name":"Agently","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: examples/action_runtime/_calculator_mcp_server.py","Found MCP-related server path: examples/agent_task_experiments/_mixed_business_mcp_server.py","Found MCP-related server test path: tests/test_cores/cal_mcp_server.py"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a extension-based plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"PrefectHQ/ControlFlow","name":"ControlFlow","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'controlflow' has a non-GitHub or unparseable source URL"]}},{"repo":"YaoApp/yao","name":"Yao","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: dsl/mcp/server.go","Found MCP-related server path: unit-test/agent/app/openapi/scopes/mcp/servers.yml"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["search"],"confidence":"high","evidence":["Found declared path: plugin/README.md","README/docs mention search capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"superagent-ai/grok-cli","name":"Grok CLI","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":[],"requires_api_keys":true,"confidence":"low","evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'grok-dev' does not expose a source repo URL"]}},{"repo":"getmaxun/maxun","name":"Maxun","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Anthropic","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found Anthropic dependency 'anthropic' in package.json","Found Postgres dependency 'pg' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'maxun' points to getmaxun/python-sdk, not getmaxun/maxun"]}},{"repo":"LazyAGI/LazyLLM","name":"LazyLLM","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"agentuniverse-ai/agentUniverse","name":"agentUniverse","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: agentuniverse/agent_serve/web/mcp/mcp_server_manager.py","Found MCP-related server docs path: docs/guidebook/en/How-to/Use and Publish MCP Server/How_to_Publish_MCP_Servers.md","Found MCP-related server docs path: docs/guidebook/en/How-to/Use and Publish MCP Server/How_to_Use_MCP_Servers.md"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Qdrant"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'pg' in pyproject.toml"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"campfirein/byterover-cli","name":"ByteRover CLI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: src/server/infra/mcp/mcp-server.ts","Found MCP-related server test path: test/unit/infra/mcp/mcp-server-stop.test.ts","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in package.json","README/docs also mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"vxcontrol/pentagi","name":"PentAGI","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Mirascope/mirascope","name":"Mirascope","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'fastmcp' in python/pyproject.toml","Found MCP dependency '@modelcontextprotocol/sdk' in typescript/package.json"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in python/pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in python/pyproject.toml","Found Google Gemini dependency 'google-generativeai' in typescript/package.json"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code"],"confidence":"high","evidence":["Found extension-based path: content/docs/v1/docs/learn/extensions/custom_provider.mdx","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"humanlayer/humanlayer","name":"HumanLayer","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: hld/daemon/mcp_server_integration_test.go","Found MCP-related server path: hld/mcp/server.go","Found MCP dependency '@modelcontextprotocol/sdk' in hlyr/package.json"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"PrefectHQ/marvin","name":"Marvin","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: examples/fastmcp/hello.py","Found MCP-related server path: src/marvin/_internal/integrations/fastmcp.py","Found MCP dependency 'fastmcp' in pyproject.toml","Found MCP dependency 'fastmcp' in examples/slack_search/pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Qdrant"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","Found database dependency 'qdrant' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'marvin' has a non-GitHub or unparseable source URL"]}},{"repo":"msoedov/agentic_security","name":"Agentic Security","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"openai/symphony","name":"Symphony","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"RooCodeInc/Roo-Code","name":"Roo Code","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: src/core/prompts/tools/native-tools/mcp_server.ts","Found MCP-related server path: src/i18n/locales/ca/mcp.json","Found MCP-related server docs path: apps/docs/docs/features/mcp/recommended-mcp-servers.md","Found MCP-related server docs path: apps/docs/docs/features/mcp/server-transports.md"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in src/package.json","Found Anthropic dependency 'anthropic' in src/package.json","Found Google Gemini dependency '@google/genai' in src/package.json","Found Amazon Bedrock dependency 'bedrock' in src/package.json","Found Qdrant dependency 'qdrant' in src/package.json","Found Postgres dependency 'pg' in package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'puppeteer' in src/package.json","Found shell dependency 'execa' in src/package.json","Found database dependency 'pg' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'roo-cline' does not expose a source repo URL"]}},{"repo":"meta-llama/PurpleLlama","name":"Llama Guard","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in LlamaFirewall/pyproject.toml","Found Amazon Bedrock dependency 'boto3' in CybersecurityBenchmarks/requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Fosowl/agenticSeek","name":"AgenticSeek","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Redis","SerpAPI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention database capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Portkey-AI/gateway","name":"Portkey AI Gateway","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Azure OpenAI","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'redis' in package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'portkey-ai' points to portkey-ai/portkey-node-sdk, not portkey-ai/gateway"]}},{"repo":"SamurAIGPT/llm-wiki-agent","name":"LLM Wiki Agent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"coze-dev/coze-studio","name":"Coze Studio","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: frontend/packages/arch/idl/src/auto-generated/bytefaas_api/namespaces/mcp_server.ts"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"langfengQ/verl-agent","name":"Verl Agent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in setup.py","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'verl' points to verl-project/verl, not langfengq/verl-agent"]}},{"repo":"QwenLM/Qwen-Agent","name":"Qwen Agent","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","filesystem","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'qwen-agent' points to the tracked repo"]}},{"repo":"AI4Finance-Foundation/FinRobot","name":"FinRobot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in finrobot_equity/core/requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'subprocess' in finrobot_equity/core/requirements.txt","README/docs also mention shell capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"RightNow-AI/openfang","name":"OpenFang","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: crates/openfang-runtime/src/mcp_server.rs"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in agents/langchain-code-reviewer/requirements.txt","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"stakpak/agent","name":"Stakpak Agent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: cli/src/commands/mcp/server.rs"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini","Found Google Gemini credential/config marker 'GEMINI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"SylphAI-Inc/AdalFlow","name":"AdalFlow","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Postgres","Qdrant"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Google Gemini dependency 'google-generativeai' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in docs/pyproject.toml","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'adalflow' points to the tracked repo"]}},{"repo":"CopilotKit/CopilotKit","name":"CopilotKit","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: examples/integrations/mcp-apps/scripts/run-mcp-server.bat","Found MCP-related server path: examples/integrations/mcp-apps/scripts/run-mcp-server.sh","Found MCP-related server test path: packages/runtime/src/agent/__tests__/mcp-servers-integration.test.ts","Found MCP-related server docs path: showcase/shell-docs/src/content/docs/integrations/built-in-agent/mcp-servers.mdx"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in examples/e2e/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["npm package '@copilotkit/react-core' points to the tracked repo"]}},{"repo":"RyanCodrai/turbovec","name":"Turbovec","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ServiceNow/BrowserGym","name":"BrowserGym agents","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: browsergym/core/src/browsergym/utils/mcp_server.py"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'browsergym' has a non-GitHub or unparseable source URL"]}},{"repo":"facebookresearch/habitat-lab","name":"Habitat-Lab","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"browser-use/web-ui","name":"Browser Use Web UI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ag2ai/fastagency","name":"FastAgency","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'fastagency' does not expose a source repo URL","pypi package 'fastagency' points to the tracked repo"]}},{"repo":"emcie-co/parlant","name":"Parlant","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'qdrant' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Integuru-AI/Integuru","name":"Integuru","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"aden-hive/hive","name":"Hive","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: core/MCP_SERVER_GUIDE.md","Found MCP-related server path: core/examples/mcp_servers.json","Found MCP-related server test path: core/tests/test_mcp_server.py","Found MCP dependency 'fastmcp' in core/pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found Anthropic dependency 'anthropic' in core/pyproject.toml","README/docs also mention Anthropic","Found Postgres dependency 'psycopg' in tools/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'playwright' in tools/pyproject.toml"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Upsonic/Upsonic","name":"Upsonic","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'fastmcp' in pyproject.toml"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","E2B","Firecrawl","OpenAI","Pinecone","Postgres","Qdrant","Redis","Tavily","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Pinecone dependency 'pinecone' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found search dependency 'tavily' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/call-center-ai","name":"Call Center AI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Azure OpenAI","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Azure OpenAI","README/docs mention Redis","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"a16z-infra/ai-town","name":"AI Town","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"explodinggradients/ragas","name":"Ragas","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'ragas' points to vibrantlabsai/ragas, not explodinggradients/ragas"]}},{"repo":"MiroMindAI/MiroThinker","name":"MiroThinker","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: libs/miroflow-tools/src/miroflow_tools/dev_mcp_servers/jina_scrape_llm_summary.py","Found MCP-related server path: libs/miroflow-tools/src/miroflow_tools/dev_mcp_servers/search_and_scrape_webpage.py","Found MCP dependency 'fastmcp' in apps/miroflow-agent/pyproject.toml","Found MCP dependency 'fastmcp' in libs/miroflow-tools/pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","E2B","Google Gemini","OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in apps/collect-trace/pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in apps/miroflow-agent/pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in libs/miroflow-tools/pyproject.toml","README/docs mention search capabilities","Found database dependency 'redis' in libs/miroflow-tools/pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"yomorun/yomo","name":"YoMo","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"comet-ml/opik","name":"Opik","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: .agents/mcp.json","Found MCP-related server path: apps/opik-documentation/documentation/fern/docs-v2/prompt_engineering/mcp-server.mdx","Found MCP-related server docs path: apps/opik-documentation/documentation/fern/docs/prompt_engineering/mcp_server.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in sdks/python/setup.py","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in tests_load/requirements.txt","README/docs mention Google Gemini","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"partial","confidence":"medium","summary":"Some package metadata matches; some source metadata is missing","evidence":["npm package 'opik' points to the tracked repo","pypi package 'opik' has a non-GitHub or unparseable source URL"]}},{"repo":"anomalyco/opencode","name":"opencode","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server docs path: packages/web/src/content/docs/ar/mcp-servers.mdx","Found MCP-related server docs path: packages/web/src/content/docs/bs/mcp-servers.mdx","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser"],"confidence":"high","evidence":["Found declared path: .opencode/plugins/smoke-theme.json","Found browser dependency 'playwright' in package.json"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'opencode-ai' does not expose a source repo URL"]}},{"repo":"yuruotong1/autoMate","name":"autoMate","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"FedML-AI/FedML","name":"Fedml","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found Amazon Bedrock dependency 'boto3' in requirements.txt","Found Redis dependency 'redis' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'fedml' points to the tracked repo"]}},{"repo":"Pythagora-io/gpt-pilot","name":"GPT Pilot","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Postgres","Found Postgres dependency 'postgres' in core/db/setup.py"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found database dependency 'postgres' in core/db/setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'gpt-pilot' has a non-GitHub or unparseable source URL"]}},{"repo":"openai/swarm","name":"Swarm by OpenAI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Qdrant"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found Qdrant dependency 'qdrant' in examples/support_bot/requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention search capabilities","Found database dependency 'qdrant' in examples/support_bot/requirements.txt","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'openai-swarm' has a non-GitHub or unparseable source URL"]}},{"repo":"mastra-ai/mastra","name":"Mastra","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP-related server path: .cursor/mcp.json","Found MCP-related server path: examples/agent/src/mastra/mcp/external-app-server.ts","Found MCP-related server docs path: docs/src/content/en/guides/guide/notes-mcp-server.mdx"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Postgres","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in mastracode/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in mastracode/package.json","README/docs mention Google Gemini","Found Tavily dependency 'tavily' in mastracode/package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in docs/package.json","Found shell dependency 'execa' in mastracode/package.json","Found filesystem dependency 'fs-extra' in docs/package.json","Found search dependency 'tavily' in mastracode/package.json","Found database dependency 'pg' in mastracode/package.json"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package '@mastra-ai/mastra' does not expose a source repo URL"]}},{"repo":"get-convex/chef","name":"Convex Chef","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in chefshot/package.json","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Xiangyue-Zhang/auto-deep-researcher-24x7","name":"auto-deep-researcher-24x7","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in requirements.txt","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"stanford-oval/storm","name":"STORM","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI","Qdrant"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Qdrant dependency 'qdrant' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'qdrant' in requirements.txt","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'knowledge-storm' points to the tracked repo"]}},{"repo":"hyperbrowserai/HyperAgent","name":"HyperAgent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: examples/mcp/weather/servers/weather-server.js","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in package.json","README/docs mention Google Gemini","Found Google Gemini dependency '@google/genai' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/OmniParser","name":"OmniParser","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in requirements.txt","Found Amazon Bedrock dependency 'bedrock' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"allenai/molmoweb","name":"MolmoWeb","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Browserbase","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Google Gemini credential/config marker 'GOOGLE_API_KEY'","README/docs also mention Google Gemini","Found Amazon Bedrock dependency 'boto3' in train/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","README/docs also mention browser capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Agenta-AI/agenta","name":"Agenta","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server docs path: docs/blog/entries/mcp-server.mdx","Found MCP-related server docs path: docs/docs/misc/05-mcp-server.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in api/pyproject.toml","Found Amazon Bedrock dependency 'boto3' in services/pyproject.toml","Found Postgres dependency 'asyncpg' in api/pyproject.toml","Found Redis dependency 'redis' in api/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'redis' in api/pyproject.toml"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'agenta' points to the tracked repo"]}},{"repo":"sotopia-lab/sotopia","name":"Sotopia agents","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Google Gemini dependency 'google-generativeai' in pyproject.toml","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'sotopia' has a non-GitHub or unparseable source URL"]}},{"repo":"srcbookdev/srcbook","name":"Srcbook","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in srcbook/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in srcbook/package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"run-llama/llama_index","name":"LlamaIndex","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: llama-index-integrations/tools/llama-index-tools-mcp/examples/mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","Found Amazon Bedrock dependency 'boto3' in llama-index-core/pyproject.toml","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","Found database dependency 'redis' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'llama-index' points to the tracked repo"]}},{"repo":"Mintplex-Labs/anything-llm","name":"AnythingLLM","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency '@modelcontextprotocol/sdk' in server/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Pinecone","Postgres","Qdrant","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in server/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in server/package.json","README/docs mention Google Gemini","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'puppeteer' in collector/package.json","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package 'anything-llm' does not expose a source repo URL"]}},{"repo":"SalesforceAIResearch/AgentLite","name":"AgentLite","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'agentlite-llm' has a non-GitHub or unparseable source URL"]}},{"repo":"ai-christianson/RA.Aid","name":"RA.Aid","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: examples/custom-tools-mcp/mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs also mention Anthropic","Found Google Gemini credential/config marker 'GEMINI_API_KEY'","README/docs also mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found search dependency 'tavily' in pyproject.toml","README/docs also mention search capabilities","Found code dependency 'gitpython' in pyproject.toml","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'ra-aid' points to the tracked repo"]}},{"repo":"simular-ai/Agent-S","name":"Agent-S","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in setup.py","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code"],"confidence":"high","evidence":["Found browser dependency 'selenium' in setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"homanp/superagent","name":"Superagent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server docs path: docs/content/docs/sdk/examples/scan-mcp-servers.mdx","Found MCP dependency '@modelcontextprotocol/sdk' in mcp/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'safety-agent' points to superagent-ai/superagent, not homanp/superagent","pypi package 'superagent-py' has a non-GitHub or unparseable source URL"]}},{"repo":"dromara/liteflow","name":"LiteFlow","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Google Gemini","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Google Gemini","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["database"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention database capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"crewAIInc/crewAI-tools","name":"CrewAI tools","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Browserbase","Firecrawl","Postgres","Qdrant","SerpAPI","Tavily","Weaviate"],"requires_api_keys":false,"confidence":"high","evidence":["Found Amazon Bedrock dependency 'bedrock' in pyproject.toml","Found Qdrant dependency 'qdrant' in pyproject.toml","Found Weaviate dependency 'weaviate' in pyproject.toml","Found Tavily dependency 'tavily' in pyproject.toml","Found SerpAPI dependency 'serpapi' in pyproject.toml","Found Firecrawl dependency 'firecrawl' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found search dependency 'tavily' in pyproject.toml","Found database dependency 'postgres' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'crewai-tools' points to crewaiinc/crewai, not crewaiinc/crewai-tools"]}},{"repo":"aitomatic/openssa","name":"OpenSSA","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["Found OpenAI dependency 'openai' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":[],"confidence":null,"evidence":[]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'openssa' points to the tracked repo"]}},{"repo":"sweepai/sweep","name":"Sweep","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml","Found Postgres dependency 'pg' in requirements.txt","Found Redis dependency 'redis' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in requirements.txt","Found database dependency 'redis' in pyproject.toml","Found code dependency 'gitpython' in pyproject.toml"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'sweepai' points to the tracked repo"]}},{"repo":"0x4m4/hexstrike-ai","name":"HexStrike AI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP dependency 'fastmcp' in requirements.txt"]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'selenium' in requirements.txt","README/docs also mention browser capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/promptflow","name":"PromptFlow","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Azure OpenAI","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Azure OpenAI"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'promptflow' points to the tracked repo"]}},{"repo":"activepieces/activepieces","name":"Activepieces","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: .agents/skills/mcp-builder/reference/node_mcp_server.md","Found MCP-related server path: .agents/skills/mcp-builder/reference/python_mcp_server.md","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in package.json","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in package.json","Found Postgres dependency 'pg' in package.json","Found Redis dependency 'redis' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","database","filesystem"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in package.json","Found filesystem dependency 'fs-extra' in package.json","Found database dependency 'pg' in package.json","Found code dependency 'simple-git' in package.json","README/docs also mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package '@activepieces/shared' does not expose a source repo URL"]}},{"repo":"bytedance/UI-TARS","name":"UI-TARS","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'ui-tars' has a non-GitHub or unparseable source URL"]}},{"repo":"truera/trulens","name":"TruLens","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Azure OpenAI","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'trulens-core' points to the tracked repo"]}},{"repo":"dzhng/deep-research","name":"Open Deep Research (dzhng)","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Firecrawl","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","README/docs mention Google Gemini","README/docs mention Firecrawl","Found Firecrawl dependency 'firecrawl' in package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"jackmpcollins/magentic","name":"Magentic","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in pyproject.toml","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Farama-Foundation/ChatArena","name":"ChatArena","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Supabase"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Supabase dependency 'supabase' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"xlang-ai/OpenCUA","name":"OpenCUA","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"openai/openai-cua-sample-app","name":"OpenAI CUA Sample App","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"The-Pocket/PocketFlow","name":"PocketFlow","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["README/docs mention MCP support","Found MCP dependency 'fastmcp' in cookbook/pocketflow-mcp/requirements.txt"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Pinecone"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in cookbook/pocketflow-a2a/requirements.txt","README/docs mention Anthropic","README/docs mention Pinecone"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search","shell"],"confidence":"high","evidence":["Found shell dependency 'subprocess' in cookbook/pocketflow-tracing/setup.py","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"EmergenceAI/agent-e","name":"Agent-E","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Google Gemini dependency 'google-generativeai' in pyproject.toml","README/docs mention Azure OpenAI","Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"leon-ai/leon","name":"Leon","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in package.json","Found Anthropic dependency 'anthropic' in package.json"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search","shell"],"confidence":"high","evidence":["Found declared path: server/src/core/http-server/plugins/cors.ts","Found shell dependency 'execa' in package.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["npm package '@leon-ai/leon' does not expose a source repo URL"]}},{"repo":"coaidev/coai","name":"Chat Nio","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Azure OpenAI","Google Gemini","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Google Gemini","README/docs mention Azure OpenAI","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","database","search"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention search capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"google-antigravity/antigravity-cli","name":"Antigravity CLI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":[],"requires_api_keys":false,"confidence":null,"evidence":[]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"SkyworkAI/DeepResearchAgent","name":"DeepResearchAgent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Firecrawl","Google Gemini","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in requirements.txt","Found Google Gemini dependency 'google-generativeai' in requirements.txt","Found Firecrawl dependency 'firecrawl' in requirements.txt","Found Postgres dependency 'pg' in src/tool/esg_tools/lightrag/api/requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database","filesystem"],"confidence":"high","evidence":["README/docs mention filesystem capabilities","Found database dependency 'pg' in src/tool/esg_tools/lightrag/api/requirements.txt","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Alibaba-NLP/DeepResearch","name":"Tongyi DeepResearch","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in requirements.txt","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a extension-based plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"trypear/pearai-master","name":"PearAI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Supabase"],"requires_api_keys":false,"confidence":"medium","evidence":["README/docs mention Supabase"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"mudler/LocalAI","name":"LocalAI","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs mention MCP support","Found MCP-related server path: core/cli/mcp_server.go","Found MCP-related server path: pkg/mcp/localaitools/server.go","Found MCP-related server docs path: docs/static/images/diagrams/mcp-server-vs-client.html"]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic","README/docs mention Postgres"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in core/http/react-ui/package.json","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"ntegrals/openbrowser","name":"OpenBrowser","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in packages/core/package.json","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in packages/core/package.json","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"THUDM/AgentBench","name":"AgentBench","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI","Redis"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found Anthropic dependency 'anthropic' in requirements.txt","README/docs mention Redis"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'selenium' in src/server/tasks/webshop/requirements.txt","README/docs mention shell capabilities","README/docs mention database capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"stitionai/devika","name":"Devika","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in requirements.txt","README/docs mention Google Gemini","Found Google Gemini dependency 'google-generativeai' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"executeautomation/mcp-playwright","name":"MCP Playwright","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server docs path: docs/docs/img/mcp-server.png","Found MCP-related server docs path: docs/docs/local-setup/img/mcp-server-running.png","Found MCP dependency '@modelcontextprotocol/sdk' in package.json"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"microsoft/JARVIS","name":"JARVIS / HuggingGPT","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in easytool/requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"HKUDS/ClawWork","name":"ClawWork","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'fastmcp' in requirements.txt","Found MCP dependency 'fastmcp' in livebench/requirements.txt"]},"external_service_dependencies":{"providers":["E2B","Google Gemini","OpenAI","Tavily"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Google Gemini","README/docs mention Tavily","Found Tavily dependency 'tavily' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"TencentCloudADP/youtu-agent","name":"Youtu-Agent","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: examples/mcp/sse_example/server.py","Found MCP-related server path: examples/mcp/streamablehttp_example/server.py"]},"external_service_dependencies":{"providers":["Anthropic","E2B","OpenAI","Postgres"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found E2B dependency 'e2b' in pyproject.toml","Found Postgres dependency 'psycopg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["code","database","search","shell"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention shell capabilities","README/docs mention search capabilities","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"web-arena-x/webarena","name":"Webarena","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"lingxi-agent/Lingxi","name":"Lingxi","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"Intelligent-Internet/ii-agent","name":"II-Agent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["Found MCP-related server path: src/ii_agent/integrations/connectors/composio/mcp_server_service.py","Found MCP-related server path: src/ii_server/mcp/server.py","Found MCP dependency 'fastmcp' in pyproject.toml","Found MCP dependency 'fastmcp' in docker/sandbox/pyproject.toml"]},"external_service_dependencies":{"providers":["Anthropic","E2B","OpenAI","Postgres","Redis","Tavily"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs also mention Anthropic","Found Tavily dependency 'tavily' in pyproject.toml","Found E2B dependency 'e2b' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","database","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found browser dependency 'playwright' in pyproject.toml","Found search dependency 'tavily' in pyproject.toml","README/docs also mention search capabilities","Found database dependency 'redis' in pyproject.toml","README/docs also mention database capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"swarmzero/swarmzero","name":"SwarmZero","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Pinecone","Postgres","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","database"],"confidence":"high","evidence":["Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'swarmzero' points to the tracked repo"]}},{"repo":"nanobrowser/nanobrowser","name":"Nanobrowser","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in chrome-extension/package.json","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in chrome-extension/package.json","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","README/docs mention browser capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"FoundationAgents/MetaGPT","name":"MetaGPT","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Azure OpenAI","Google Gemini","OpenAI","Qdrant","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py","Found Anthropic dependency 'anthropic' in requirements.txt","Found Google Gemini dependency 'google-generativeai' in requirements.txt","Found Azure OpenAI dependency 'azure-openai' in setup.py","Found Amazon Bedrock dependency 'boto3' in setup.py"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","database","shell"],"confidence":"high","evidence":["Found browser dependency 'selenium' in setup.py","Found shell dependency 'subprocess' in setup.py","Found database dependency 'redis' in requirements.txt","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'metagpt' points to geekan/metagpt, not foundationagents/metagpt"]}},{"repo":"yoheinakajima/babyagi","name":"BabyAGI","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found OpenAI credential/config marker 'OPENAI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found shell dependency 'pty' in setup.py","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"match","confidence":"high","summary":"Published package metadata matches the tracked repo","evidence":["pypi package 'babyagi' points to the tracked repo"]}},{"repo":"HKUDS/AutoAgent","name":"AutoAgent","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","E2B","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic credential/config marker 'ANTHROPIC_API_KEY'","README/docs mention Google Gemini","Found Google Gemini credential/config marker 'GEMINI_API_KEY'"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"continuedev/continue","name":"Continue","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'modelcontextprotocol' in gui/package.json","Found MCP dependency '@modelcontextprotocol/sdk' in core/package.json"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Postgres"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in core/package.json","Found Anthropic dependency 'anthropic' in core/package.json","Found Amazon Bedrock dependency 'bedrock' in core/package.json","Found Postgres dependency 'pg' in core/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","database"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'puppeteer' in core/package.json","Found database dependency 'pg' in core/package.json","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'continue' points to scottcorgan/continue, not continuedev/continue"]}},{"repo":"SamuelSchmidgall/AgentLaboratory","name":"Agent Laboratory","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in requirements.txt","Found Google Gemini dependency 'google-generativeai' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code"],"confidence":"medium","evidence":["README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"browserbase/open-operator","name":"Open Operator","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","Browserbase","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs also mention OpenAI","Found Anthropic dependency 'anthropic' in package.json","Found Browserbase dependency 'browserbase' in package.json","Found Browserbase credential/config marker 'BROWSERBASE_API_KEY'","README/docs also mention Browserbase"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser"],"confidence":"high","evidence":["Found browser dependency 'playwright' in package.json","README/docs also mention browser capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"OpenGVLab/ScaleCUA","name":"ScaleCUA","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","Google Gemini","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in requirements.txt","Found Google Gemini dependency 'google-generativeai' in playground/requirements.txt","Found Amazon Bedrock dependency 'boto3' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["Found declared path: evaluation/AndroidWorld/apps/java/com/google/androidenv/miniwob/app/assets/html/flight/AA/apps/common/js/jquery/aacom/plugins/aaAirportAutoComplete.js","Found browser dependency 'playwright' in requirements.txt","Found shell dependency 'subprocess' in evaluation/OSWorld/setup.py","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"QuivrHQ/quivr","name":"Quivr","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in core/pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in core/pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","search"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'quivr-core' has a non-GitHub or unparseable source URL"]}},{"repo":"a-real-ai/pywinassistant","name":"PyWinAssistant","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in requirements.txt","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["README/docs mention a declared plugin/integration surface"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"stackblitz/bolt.new","name":"Bolt","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic"],"requires_api_keys":false,"confidence":"medium","evidence":["Found Anthropic dependency 'anthropic' in package.json"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","filesystem","search","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention filesystem capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["npm package 'bolt' points to boltpkg/bolt, not stackblitz/bolt.new"]}},{"repo":"InternLM/MindSearch","name":"MindSearch","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Brave Search"],"requires_api_keys":true,"confidence":"medium","evidence":["README/docs mention Brave Search"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["code","search","shell"],"confidence":"high","evidence":["README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"lastmile-ai/mcp-agent","name":"mcp-agent","mcp_server_support":{"status":"implemented","confidence":"high","evidence":["README/docs explicitly mention an MCP server","Found MCP-related server path: examples/basic/mcp_server_aggregator/README.md","Found MCP-related server path: examples/basic/mcp_server_aggregator/main.py","Found MCP-related server docs path: docs/cloud/mcp-agent-cloud/deploy-mcp-server.mdx"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI","Redis"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","Found OpenAI credential/config marker 'OPENAI_API_KEY'","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Amazon Bedrock"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database","filesystem"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention filesystem capabilities","Found database dependency 'redis' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'mcp-agent' has a non-GitHub or unparseable source URL"]}},{"repo":"myshell-ai/AIlice","name":"AIlice","mcp_server_support":{"status":"implemented","confidence":"medium","evidence":["README/docs explicitly mention an MCP server"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in pyproject.toml","README/docs mention Anthropic","Found Anthropic dependency 'anthropic' in pyproject.toml","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"extension-based","tool_tags":["browser","code","search"],"confidence":"high","evidence":["README/docs mention a extension-based plugin/integration surface","Found browser dependency 'selenium' in pyproject.toml","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'ailice' does not expose a source repo URL"]}},{"repo":"roboflow/supervision","name":"Supervision","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Postgres"],"requires_api_keys":true,"confidence":"medium","evidence":["Found Postgres dependency 'pg' in pyproject.toml"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","database"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","Found database dependency 'pg' in pyproject.toml","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"plandex-ai/plandex","name":"Plandex","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Anthropic","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","README/docs mention Anthropic"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":["code","shell"],"confidence":"high","evidence":["README/docs mention a declared plugin/integration surface","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"unknown","confidence":"low","summary":"Package source metadata is missing or inconclusive","evidence":["pypi package 'plandex' does not expose a source repo URL"]}},{"repo":"ruc-datalab/DeepAnalyze","name":"DeepAnalyze","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP dependency 'fastmcp' in demo/jupyter/pyproject.toml"]},"external_service_dependencies":{"providers":["OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in requirements.txt","README/docs also mention OpenAI"]},"tool_plugin_surface":{"plugin_system":"declared","tool_tags":[],"confidence":"medium","evidence":["Found declared path: deepanalyze/ms-swift/examples/train/grpo/plugin/plugin.py"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"FoundationAgents/OpenManus","name":"OpenManus","mcp_server_support":{"status":"declared","confidence":"medium","evidence":["Found MCP-related server path: app/mcp/server.py","Found MCP-related server path: run_mcp_server.py"]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in setup.py","README/docs mention Anthropic","Found Amazon Bedrock dependency 'boto3' in requirements.txt"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","shell"],"confidence":"high","evidence":["README/docs mention browser capabilities","README/docs mention shell capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"warning","confidence":"high","summary":"1 package source mismatch detected","evidence":["pypi package 'openmanus' points to mannaandpoem/openmanus, not foundationagents/openmanus"]}},{"repo":"kodu-ai/claude-coder","name":"Kodu","mcp_server_support":{"status":"none","confidence":null,"evidence":[]},"external_service_dependencies":{"providers":["Amazon Bedrock","Anthropic","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in extension/package.json","Found Anthropic dependency 'anthropic' in extension/package.json","Found Amazon Bedrock dependency 'bedrock' in extension/package.json"]},"tool_plugin_surface":{"plugin_system":"marketplace","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["README/docs mention a marketplace plugin/integration surface","Found browser dependency 'puppeteer' in extension/package.json","Found shell dependency 'execa' in extension/package.json","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}},{"repo":"TurixAI/TuriX-CUA","name":"TuriX","mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Anthropic","Google Gemini","OpenAI"],"requires_api_keys":true,"confidence":"high","evidence":["README/docs mention OpenAI","Found OpenAI dependency 'openai' in requirements.txt","Found Anthropic dependency 'anthropic' in requirements.txt","README/docs mention Google Gemini"]},"tool_plugin_surface":{"plugin_system":"none","tool_tags":["browser","code","search","shell"],"confidence":"high","evidence":["Found browser dependency 'playwright' in requirements.txt","README/docs mention shell capabilities","README/docs mention search capabilities","README/docs mention code capabilities"]},"package_provenance_drift":{"status":"not_applicable","confidence":null,"summary":"No package source configured","evidence":[]}}]}