{"schema_version":"v0.1","generated_at":"2026-07-29 03:30 UTC","methodology_version":"v4.2","license":"CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/","name":"LightAgent","repo":"wanxingai/LightAgent","display_repo":"","url":"https://github.com/wanxingai/LightAgent","rank":174,"previous_rank":174,"rank_delta":0,"stars":1188,"stars_fmt":"1.2k","forks":162,"forks_fmt":"162","last_push":"2026-07-28","days_ago":1,"weekly_commits":35,"commits_low_confidence":false,"score":73.2,"description":"LightAgent: Lightweight Python framework for OpenAI-compatible agents with tools, memory, guardrails, tracing, lifecycle","language":"Python","open_issues":2,"category":"Agent Frameworks","category_rank":35,"npm_package":"","crate_package":"","pypi_package":"lightagent","weekly_downloads":437,"dl_source":"pypi","hn_mentions_30d":null,"has_provenance":false,"npm_provenance":null,"pypi_provenance":false,"signed_commits_ratio":0.45,"scorecard_score":5.1,"scorecard_checks":{"Binary-Artifacts":10,"Branch-Protection":0,"CI-Tests":8,"CII-Best-Practices":0,"Code-Review":4,"Contributors":0,"Dangerous-Workflow":10,"Dependency-Update-Tool":0,"Fuzzing":0,"License":10,"Maintained":10,"Packaging":-1,"Pinned-Dependencies":5,"SAST":0,"Security-Policy":10,"Signed-Releases":-1,"Token-Permissions":10,"Vulnerabilities":0},"scorecard_scanned_at":"2026-07-28T22:11:37Z","slug":"lightagent","source_note":"","public_actions":null,"mcp_server_support":{"status":"declared","confidence":"low","evidence":["README/docs mention MCP support"]},"external_service_dependencies":{"providers":["Amazon Bedrock","DeepSeek","Multi-provider (LiteLLM)","OpenAI"],"requires_api_keys":false,"confidence":"high","evidence":["Found OpenAI dependency 'openai' in pyproject.toml","README/docs also mention OpenAI","Found DeepSeek dependency 'deepseek' in pyproject.toml","README/docs also mention DeepSeek","Found Multi-provider (LiteLLM) dependency 'litellm' in pyproject.toml","Found Amazon Bedrock dependency 'boto3' in pyproject.toml"]},"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 'lightagent' points to the tracked repo"]},"evidence_grade":"C","coverage_grade":"B","signal_coverage":0.6,"signal_types":3,"listing_status":"listed","display_listing_status":"listed","display_status_label":"Listed","has_warning":false,"warning_reasons":[],"license_spdx":"Apache-2.0","license_type":"open","license_override":"","trust_score":63.4,"trust_score_v2":63.4,"rank_v2":174,"rank_v2_delta":47,"trust_v2_adjustment":2.2,"trust_confidence":1.0,"trust_breakdown":{"safety":8.6,"identity":10.8,"transparency":12.8,"maintenance":18.1,"adoption":10.9},"trust_v2_breakdown":{"mcp":0.0,"external_dependencies":-1.5,"tool_plugin_surface":-0.3,"package_provenance_drift":4.0},"pending_signals":false,"trust_credential":{"spec":"https://hvtracker.net/spec/trust-credential/v0.2","version":"0.2","issuer":"hvtracker.net","subject":{"repo":"wanxingai/LightAgent","slug":"lightagent","agent_url":"https://hvtracker.net/agents/lightagent"},"methodology_version":"v4.2","issued_at":"2026-07-29 03:30 UTC","expires_at":"2026-08-05T03:30:43Z","trust_score":63.4,"confidence":1.0,"evidence_grade":"C","dimensions":{"safety":8.6,"identity":10.8,"transparency":12.8,"maintenance":18.1,"adoption":10.9},"listing_status":"listed","evidence_hash":"377abf3e6abb60dda5df06bd517117fff16f1cd4ae5cb96f782b8dfaac92e487","signature":"UvzndMhs/q7vYyayQjUb2bXeKw/INiYgeM5l+G+rkj2eSsAkiQIDHVchC7epg03IA1+1eLNuP6okFkocNC6yCA=="},"history":[{"date":"2026-07-28","rank":174,"score":73.2,"trust_score":63.5,"evidence_grade":"C","stars":1188},{"date":"2026-07-29","rank":174,"score":73.2,"trust_score":63.4,"evidence_grade":"C","stars":1188}],"events":[{"date":"2026-07-28","type":"listed","reason_code":"listed","label":"Newly Listed","short_label":"New","tone":"positive","detail":"First tracked at rank #174"}],"recent_changes":[{"date":"2026-07-28","type":"listed","reason_code":"listed","label":"Newly Listed","short_label":"New","tone":"positive","detail":"First tracked at rank #174"}]}