This page compares the current public HVTrust ranking with a local-only trust_score_v2 that lightly folds in runtime-trust signals. The main leaderboard is unchanged. This is just our sandbox for checking whether the new formula causes any major upsets.
| Moved up | ||
|---|---|---|
| Cua trycua/cua |
#107 → #96 | +11 |
| Langroid langroid/langroid |
#123 → #112 | +11 |
| Airbyte airbytehq/airbyte |
#105 → #95 | +10 |
| VoltAgent VoltAgent/voltagent |
#108 → #98 | +10 |
| MCP Registry modelcontextprotocol/registry |
#100 → #91 | +9 |
| Kilo Code Kilo-Org/kilocode |
#102 → #93 | +9 |
| Model Context Protocol / MCP modelcontextprotocol/servers |
#115 → #106 | +9 |
| Bee Agent Framework i-am-bee/bee-agent-framework |
#119 → #110 | +9 |
| Neo neomjs/neo |
#85 → #77 | +8 |
| Agency Swarm VRSEN/agency-swarm |
#116 → #108 | +8 |
| Rasa RasaHQ/rasa |
#122 → #114 | +8 |
| Langflow langflow-ai/langflow |
#65 → #58 | +7 |
| Moved down | ||
|---|---|---|
| AutoGPT Significant-Gravitas/AutoGPT |
#77 → #122 | -45 |
| Qdrant qdrant/qdrant |
#49 → #86 | -37 |
| Portkey AI Gateway Portkey-AI/gateway |
#93 → #130 | -37 |
| Aider paul-gauthier/aider |
#124 → #141 | -17 |
| Open WebUI open-webui/open-webui |
#16 → #29 | -13 |
| Roo Code RooVetGit/Roo-Code |
#96 → #109 | -13 |
| OpenClaw openclaw/openclaw |
#23 → #35 | -12 |
| Open Interpreter OpenInterpreter/open-interpreter |
#111 → #121 | -10 |
| Odysseus pewdiepie-archdaemon/odysseus |
#109 → #118 | -9 |
| GPT Pilot Pythagora-io/gpt-pilot |
#163 → #172 | -9 |
| Tidb pingcap/tidb |
#79 → #87 | -8 |
| AgentLite SalesforceAIResearch/AgentLite |
#150 → #158 | -8 |
| Agent | Current | V2 | Delta | Score change | Runtime summary |
|---|---|---|---|---|---|
|
Haystack
deepset-ai/haystack
|
#1 94.3/100 |
#2 95.3/100 |
-1 |
94.3
→
95.3
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
LangGraph
langchain-ai/langgraph
|
#2 93.3/100 |
#6 93.3/100 |
-4 |
93.3
→
93.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Codex
openai/codex
|
#3 92.8/100 |
#1 97.9/100 |
+2 |
92.8
→
97.9
adj +5.1
|
MCP implemented; 1 external provider; tool surface declared; provenance match.
MCP: Implemented
Deps: 1
Tools: 2
Provenance: Match
|
|
Vercel AI SDK
vercel/ai
|
#4 92.6/100 |
#3 94.6/100 |
+1 |
92.6
→
94.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
n8n
n8n-io/n8n
|
#5 91.8/100 |
#4 93.8/100 |
+1 |
91.8
→
93.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
OpenAI Agents SDK
openai/openai-agents-python
|
#6 91.2/100 |
#11 91.4/100 |
-5 |
91.2
→
91.4
adj +0.2
|
MCP declared; 5 external providers; tool surface extension based; provenance match.
MCP: Declared
Deps: 5
Tools: 4
Provenance: Match
|
|
LiveKit Agents
livekit/agents
|
#7 91.2/100 |
#7 93.2/100 |
0 |
91.2
→
93.2
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
PydanticAI
pydantic/pydantic-ai
|
#8 91.1/100 |
#5 93.4/100 |
+3 |
91.1
→
93.4
adj +2.3
|
MCP implemented; 6 external providers; tool surface none; provenance match.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Match
|
|
Cline
cline/cline
|
#9 91.0/100 |
#10 92.0/100 |
-1 |
91.0
→
92.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
MLflow
mlflow/mlflow
|
#10 90.7/100 |
#8 92.7/100 |
+2 |
90.7
→
92.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Trigger.dev
triggerdotdev/trigger.dev
|
#11 90.4/100 |
#12 91.4/100 |
-1 |
90.4
→
91.4
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Qwen Code
QwenLM/qwen-code
|
#12 89.5/100 |
#9 92.6/100 |
+3 |
89.5
→
92.6
adj +3.1
|
MCP implemented; 3 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 3
Tools: 2
Provenance: Match
|
|
A2A / Agent2Agent Protocol
google/A2A
|
#13 89.5/100 |
#17 89.5/100 |
-4 |
89.5
→
89.5
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Strands Agents
strands-agents/sdk-python
|
#14 88.8/100 |
#13 90.8/100 |
+1 |
88.8
→
90.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Docling
docling-project/docling
|
#15 88.6/100 |
#14 90.6/100 |
+1 |
88.6
→
90.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Open WebUI
open-webui/open-webui
|
#16 88.5/100 |
#29 82.7/100 |
-13 |
88.5
→
82.7
adj -5.8
|
MCP none; 12 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 12
Tools: 5
Provenance: Unknown
|
|
Skyvern
Skyvern-AI/skyvern
|
#17 88.4/100 |
#15 90.4/100 |
+2 |
88.4
→
90.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
LeRobot
huggingface/lerobot
|
#18 88.3/100 |
#19 88.3/100 |
-1 |
88.3
→
88.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
LanceDB
lancedb/lancedb
|
#19 88.2/100 |
#20 88.2/100 |
-1 |
88.2
→
88.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Mem0
mem0ai/mem0
|
#20 88.0/100 |
#16 90.0/100 |
+4 |
88.0
→
90.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Stagehand
browserbase/stagehand
|
#21 87.6/100 |
#18 88.6/100 |
+3 |
87.6
→
88.6
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Vespa
vespa-engine/vespa
|
#22 87.6/100 |
#21 87.6/100 |
+1 |
87.6
→
87.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
OpenClaw
openclaw/openclaw
|
#23 86.6/100 |
#35 79.8/100 |
-12 |
86.6
→
79.8
adj -6.8
|
MCP implemented; 5 external providers; tool surface extension based; provenance warning.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Warning
|
|
Botpress
botpress/botpress
|
#24 86.1/100 |
#22 86.1/100 |
+2 |
86.1
→
86.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Pipecat
pipecat-ai/pipecat
|
#25 85.6/100 |
#25 85.2/100 |
0 |
85.6
→
85.2
adj -0.4
|
MCP none; 6 external providers; tool surface marketplace; provenance match.
MCP: None
Deps: 6
Tools: 3
Provenance: Match
|
|
Unstructured
Unstructured-IO/unstructured
|
#26 84.6/100 |
#26 84.6/100 |
0 |
84.6
→
84.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
LightRAG
HKUDS/LightRAG
|
#27 84.4/100 |
#27 84.4/100 |
0 |
84.4
→
84.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Weights & Biases Weave
wandb/weave
|
#28 84.1/100 |
#23 86.1/100 |
+5 |
84.1
→
86.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
LangWatch
langwatch/langwatch
|
#29 83.8/100 |
#24 85.8/100 |
+5 |
83.8
→
85.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
WrenAI
Canner/WrenAI
|
#30 82.1/100 |
#31 82.1/100 |
-1 |
82.1
→
82.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Bernstein
sipyourdrink-ltd/bernstein
|
#31 81.9/100 |
#30 82.2/100 |
+1 |
81.9
→
82.2
adj +0.3
|
MCP implemented; 6 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Match
|
|
Guardrails AI
guardrails-ai/guardrails
|
#32 81.3/100 |
#32 81.3/100 |
0 |
81.3
→
81.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
CrewAI
CrewAIInc/crewAI
|
#33 80.8/100 |
#28 82.8/100 |
+5 |
80.8
→
82.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Graphiti
getzep/graphiti
|
#34 78.8/100 |
#34 80.8/100 |
0 |
78.8
→
80.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AutoGen
microsoft/autogen
|
#35 78.8/100 |
#33 80.8/100 |
+2 |
78.8
→
80.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
vLLM
vllm-project/vllm
|
#36 78.1/100 |
#37 79.1/100 |
-1 |
78.1
→
79.1
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Dify
langgenius/dify
|
#37 77.9/100 |
#40 78.9/100 |
-3 |
77.9
→
78.9
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
LangChain
langchain-ai/langchain
|
#38 77.7/100 |
#42 77.7/100 |
-4 |
77.7
→
77.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Langfuse
langfuse/langfuse
|
#39 77.6/100 |
#36 79.6/100 |
+3 |
77.6
→
79.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AIPass
AIOSAI/AIPass
|
#40 77.6/100 |
#43 77.6/100 |
-3 |
77.6
→
77.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
LiteLLM
BerriAI/litellm
|
#41 77.1/100 |
#38 79.1/100 |
+3 |
77.1
→
79.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Promptfoo
promptfoo/promptfoo
|
#42 76.7/100 |
#39 79.0/100 |
+3 |
76.7
→
79.0
adj +2.3
|
MCP implemented; 4 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 4
Tools: 3
Provenance: Match
|
|
DSPy
stanfordnlp/dspy
|
#43 76.5/100 |
#44 77.5/100 |
-1 |
76.5
→
77.5
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Arize Phoenix
Arize-AI/phoenix
|
#44 76.2/100 |
#41 78.2/100 |
+3 |
76.2
→
78.2
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
RAGFlow
infiniflow/ragflow
|
#45 76.1/100 |
#46 77.1/100 |
-1 |
76.1
→
77.1
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
OpenHands
All-Hands-AI/OpenHands
|
#46 75.3/100 |
#45 77.3/100 |
+1 |
75.3
→
77.3
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Weaviate
weaviate/weaviate
|
#47 75.3/100 |
#49 76.3/100 |
-2 |
75.3
→
76.3
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Gemini CLI
google-gemini/gemini-cli
|
#48 74.7/100 |
#47 76.7/100 |
+1 |
74.7
→
76.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Qdrant
qdrant/qdrant
|
#49 74.7/100 |
#86 68.5/100 |
-37 |
74.7
→
68.5
adj -6.2
|
MCP none; 1 external provider; tool surface declared; provenance warning.
MCP: None
Deps: 1
Tools: 3
Provenance: Warning
|
|
Flowise
FlowiseAI/Flowise
|
#50 74.5/100 |
#48 76.5/100 |
+2 |
74.5
→
76.5
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
LibreChat
danny-avila/LibreChat
|
#51 73.9/100 |
#50 75.9/100 |
+1 |
73.9
→
75.9
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
CopilotKit
CopilotKit/CopilotKit
|
#52 73.4/100 |
#51 75.4/100 |
+1 |
73.4
→
75.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Microsoft Agent Framework
microsoft/agent-framework
|
#53 73.4/100 |
#57 74.4/100 |
-4 |
73.4
→
74.4
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Agno
agno-agi/agno
|
#54 73.3/100 |
#52 75.3/100 |
+2 |
73.3
→
75.3
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Firecrawl
firecrawl/firecrawl
|
#55 73.1/100 |
#61 73.1/100 |
-6 |
73.1
→
73.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Goose
block/goose
|
#56 73.1/100 |
#53 75.1/100 |
+3 |
73.1
→
75.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
ECC
affaan-m/ECC
|
#57 73.0/100 |
#54 75.0/100 |
+3 |
73.0
→
75.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Hermes Agent
nousresearch/hermes-agent
|
#58 72.8/100 |
#55 74.8/100 |
+3 |
72.8
→
74.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Milvus
milvus-io/milvus
|
#59 72.8/100 |
#62 72.8/100 |
-3 |
72.8
→
72.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Chroma
chroma-core/chroma
|
#60 72.8/100 |
#63 72.8/100 |
-3 |
72.8
→
72.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Headroom
chopratejas/headroom
|
#61 72.8/100 |
#56 74.8/100 |
+5 |
72.8
→
74.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Evidently
evidentlyai/evidently
|
#62 72.8/100 |
#64 72.8/100 |
-2 |
72.8
→
72.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
E2B
e2b-dev/e2b
|
#63 72.4/100 |
#60 73.4/100 |
+3 |
72.4
→
73.4
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
NeMo Guardrails
NVIDIA/NeMo-Guardrails
|
#64 72.0/100 |
#68 72.0/100 |
-4 |
72.0
→
72.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Langflow
langflow-ai/langflow
|
#65 71.7/100 |
#58 73.7/100 |
+7 |
71.7
→
73.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Agent Governance Toolkit
microsoft/agent-governance-toolkit
|
#66 71.6/100 |
#59 73.6/100 |
+7 |
71.6
→
73.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Composio
composiohq/composio
|
#67 71.5/100 |
#66 72.5/100 |
+1 |
71.5
→
72.5
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Giskard
Giskard-AI/giskard-oss
|
#68 71.2/100 |
#72 71.2/100 |
-4 |
71.2
→
71.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
FAISS
facebookresearch/faiss
|
#69 71.0/100 |
#73 71.0/100 |
-4 |
71.0
→
71.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
CAMEL
camel-ai/camel
|
#70 71.0/100 |
#69 72.0/100 |
+1 |
71.0
→
72.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
DeerFlow
bytedance/deer-flow
|
#71 70.6/100 |
#65 72.6/100 |
+6 |
70.6
→
72.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Google Genkit
firebase/genkit
|
#72 70.6/100 |
#70 71.6/100 |
+2 |
70.6
→
71.6
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
smolagents
huggingface/smolagents
|
#73 70.5/100 |
#67 72.5/100 |
+6 |
70.5
→
72.5
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AgentScope
agentscope-ai/agentscope
|
#74 70.4/100 |
#75 70.4/100 |
-1 |
70.4
→
70.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Semantic Kernel
microsoft/semantic-kernel
|
#75 70.3/100 |
#71 71.3/100 |
+4 |
70.3
→
71.3
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Browser Use
browser-use/browser-use
|
#76 69.8/100 |
#74 70.8/100 |
+2 |
69.8
→
70.8
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
AutoGPT
Significant-Gravitas/AutoGPT
|
#77 69.6/100 |
#122 60.7/100 |
-45 |
69.6
→
60.7
adj -8.9
|
MCP declared; 9 external providers; tool surface marketplace; provenance warning.
MCP: Declared
Deps: 9
Tools: 3
Provenance: Warning
|
|
Nx
nrwl/nx
|
#78 69.3/100 |
#81 69.3/100 |
-3 |
69.3
→
69.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Tidb
pingcap/tidb
|
#79 69.1/100 |
#87 68.2/100 |
-8 |
69.1
→
68.2
adj -0.9
|
MCP none; 0 external providers; tool surface declared; provenance not applicable.
MCP: None
Tools: 2
Provenance: Not Applicable
|
|
Garak
leondz/garak
|
#80 68.9/100 |
#83 68.9/100 |
-3 |
68.9
→
68.9
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Google ADK (Python)
google/adk-python
|
#81 68.7/100 |
#78 69.7/100 |
+3 |
68.7
→
69.7
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Flyte
flyteorg/flyte
|
#82 68.6/100 |
#85 68.6/100 |
-3 |
68.6
→
68.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
GPTMe
gptme/gptme
|
#83 68.4/100 |
#76 70.4/100 |
+7 |
68.4
→
70.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Cognee
topoteretes/cognee
|
#84 68.1/100 |
#82 69.1/100 |
+2 |
68.1
→
69.1
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Neo
neomjs/neo
|
#85 68.0/100 |
#77 70.0/100 |
+8 |
68.0
→
70.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
DeepEval
confident-ai/deepeval
|
#86 67.5/100 |
#79 69.5/100 |
+7 |
67.5
→
69.5
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
GPT Researcher
assafelovic/gpt-researcher
|
#87 67.4/100 |
#80 69.4/100 |
+7 |
67.4
→
69.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Ollama
ollama/ollama
|
#88 67.1/100 |
#90 67.1/100 |
-2 |
67.1
→
67.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Pyod
yzhao062/pyod
|
#89 66.7/100 |
#84 68.7/100 |
+5 |
66.7
→
68.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Open SWE
langchain-ai/open-swe
|
#90 66.4/100 |
#97 66.4/100 |
-7 |
66.4
→
66.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Crawl4AI
unclecode/crawl4ai
|
#91 66.4/100 |
#88 67.4/100 |
+3 |
66.4
→
67.4
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Jan
janhq/jan
|
#92 66.2/100 |
#89 67.2/100 |
+3 |
66.2
→
67.2
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Portkey AI Gateway
Portkey-AI/gateway
|
#93 66.2/100 |
#130 58.8/100 |
-37 |
66.2
→
58.8
adj -7.4
|
MCP declared; 6 external providers; tool surface declared; provenance warning.
MCP: Declared
Deps: 6
Tools: 2
Provenance: Warning
|
|
Holmesgpt
HolmesGPT/holmesgpt
|
#94 66.0/100 |
#92 67.0/100 |
+2 |
66.0
→
67.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
1Panel
1Panel-dev/1Panel
|
#95 65.8/100 |
#94 66.8/100 |
+1 |
65.8
→
66.8
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Roo Code
RooVetGit/Roo-Code
|
#96 65.8/100 |
#109 63.1/100 |
-13 |
65.8
→
63.1
adj -2.7
|
MCP implemented; 6 external providers; tool surface marketplace; provenance unknown.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Unknown
|
|
Instructor
567-labs/instructor
|
#97 65.6/100 |
#101 65.6/100 |
-4 |
65.6
→
65.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Khoj
khoj-ai/khoj
|
#98 65.6/100 |
#100 65.6/100 |
-2 |
65.6
→
65.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Google ADK (Go)
google/adk-go
|
#99 65.4/100 |
#102 65.4/100 |
-3 |
65.4
→
65.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
MCP Registry
modelcontextprotocol/registry
|
#100 65.1/100 |
#91 67.1/100 |
+9 |
65.1
→
67.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Burr
dagworks-inc/burr
|
#101 65.1/100 |
#103 65.1/100 |
-2 |
65.1
→
65.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Kilo Code
Kilo-Org/kilocode
|
#102 64.9/100 |
#93 66.9/100 |
+9 |
64.9
→
66.9
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Nocobase
nocobase/nocobase
|
#103 64.8/100 |
#104 64.8/100 |
-1 |
64.8
→
64.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Materialize
MaterializeInc/materialize
|
#104 64.8/100 |
#99 65.8/100 |
+5 |
64.8
→
65.8
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Airbyte
airbytehq/airbyte
|
#105 64.6/100 |
#95 66.6/100 |
+10 |
64.6
→
66.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Griptape
griptape-ai/griptape
|
#106 64.6/100 |
#105 64.6/100 |
+1 |
64.6
→
64.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Cua
trycua/cua
|
#107 64.5/100 |
#96 66.5/100 |
+11 |
64.5
→
66.5
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
VoltAgent
VoltAgent/voltagent
|
#108 64.1/100 |
#98 66.1/100 |
+10 |
64.1
→
66.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Odysseus
pewdiepie-archdaemon/odysseus
|
#109 64.0/100 |
#118 61.5/100 |
-9 |
64.0
→
61.5
adj -2.5
|
MCP declared; 3 external providers; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 3
Tools: 4
Provenance: Not Applicable
|
|
Budibase
Budibase/budibase
|
#110 63.9/100 |
#107 63.9/100 |
+3 |
63.9
→
63.9
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Open Interpreter
OpenInterpreter/open-interpreter
|
#111 63.3/100 |
#121 61.1/100 |
-10 |
63.3
→
61.1
adj -2.2
|
MCP none; 3 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Traceroot
traceroot-ai/traceroot
|
#112 62.8/100 |
#111 62.8/100 |
+1 |
62.8
→
62.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Marvin
PrefectHQ/marvin
|
#113 62.8/100 |
#117 61.6/100 |
-4 |
62.8
→
61.6
adj -1.2
|
MCP implemented; 3 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Lumibot
Lumiwealth/lumibot
|
#114 62.7/100 |
#113 62.7/100 |
+1 |
62.7
→
62.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Model Context Protocol / MCP
modelcontextprotocol/servers
|
#115 62.3/100 |
#106 64.3/100 |
+9 |
62.3
→
64.3
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Agency Swarm
VRSEN/agency-swarm
|
#116 61.6/100 |
#108 63.6/100 |
+8 |
61.6
→
63.6
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Claude Code
anthropics/claude-code
|
#117 61.3/100 |
#119 61.3/100 |
-2 |
61.3
→
61.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
SWE-agent
princeton-nlp/SWE-agent
|
#118 61.1/100 |
#123 60.5/100 |
-5 |
61.1
→
60.5
adj -0.6
|
MCP none; 1 external provider; tool surface none; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
Bee Agent Framework
i-am-bee/bee-agent-framework
|
#119 61.1/100 |
#110 63.1/100 |
+9 |
61.1
→
63.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
txtai
neuml/txtai
|
#120 61.0/100 |
#115 62.0/100 |
+5 |
61.0
→
62.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Spring AI Alibaba
alibaba/spring-ai-alibaba
|
#121 60.9/100 |
#116 61.9/100 |
+5 |
60.9
→
61.9
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Rasa
RasaHQ/rasa
|
#122 60.9/100 |
#114 62.4/100 |
+8 |
60.9
→
62.4
adj +1.5
|
MCP none; 3 external providers; tool surface declared; provenance match.
MCP: None
Deps: 3
Tools: 4
Provenance: Match
|
|
Langroid
langroid/langroid
|
#123 60.8/100 |
#112 62.8/100 |
+11 |
60.8
→
62.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Aider
paul-gauthier/aider
|
#124 60.4/100 |
#141 53.7/100 |
-17 |
60.4
→
53.7
adj -6.7
|
MCP none; 2 external providers; tool surface declared; provenance warning.
MCP: None
Deps: 2
Tools: 3
Provenance: Warning
|
|
Maxun
getmaxun/maxun
|
#125 60.3/100 |
#120 61.3/100 |
+5 |
60.3
→
61.3
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Verl Agent
langfengQ/verl-agent
|
#126 60.2/100 |
#124 60.2/100 |
+2 |
60.2
→
60.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
PrivateGPT
imartinez/privateGPT
|
#127 59.8/100 |
#127 59.8/100 |
0 |
59.8
→
59.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Atomic Agents
BrainBlend-AI/atomic-agents
|
#128 59.2/100 |
#125 60.2/100 |
+3 |
59.2
→
60.2
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Concordia
google-deepmind/concordia
|
#129 59.1/100 |
#129 59.1/100 |
0 |
59.1
→
59.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
BrowserGym agents
ServiceNow/BrowserGym
|
#130 58.1/100 |
#135 57.5/100 |
-5 |
58.1
→
57.5
adj -0.6
|
MCP declared; 1 external provider; tool surface none; provenance unknown.
MCP: Declared
Deps: 1
Tools: 2
Provenance: Unknown
|
|
GitHub Copilot CLI
github/copilot-cli
|
#131 57.9/100 |
#126 59.9/100 |
+5 |
57.9
→
59.9
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Infracost
infracost/infracost
|
#132 57.7/100 |
#134 57.7/100 |
-2 |
57.7
→
57.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
UFO
microsoft/UFO
|
#133 57.4/100 |
#128 59.4/100 |
+5 |
57.4
→
59.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
UI-TARS Desktop
bytedance/UI-TARS-desktop
|
#134 57.3/100 |
#131 58.3/100 |
+3 |
57.3
→
58.3
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
ChatDev
OpenBMB/ChatDev
|
#135 57.2/100 |
#132 58.0/100 |
+3 |
57.2
→
58.0
adj +0.8
|
MCP implemented; 1 external provider; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 1
Tools: 2
Provenance: Unknown
|
|
Ragas
explodinggradients/ragas
|
#136 56.2/100 |
#136 56.2/100 |
0 |
56.2
→
56.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Letta
letta-ai/letta
|
#137 56.0/100 |
#133 58.0/100 |
+4 |
56.0
→
58.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AdalFlow
SylphAI-Inc/AdalFlow
|
#138 55.8/100 |
#137 55.8/100 |
+1 |
55.8
→
55.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Coze Studio
coze-dev/coze-studio
|
#139 54.7/100 |
#138 55.7/100 |
+1 |
54.7
→
55.7
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Llama Guard
meta-llama/PurpleLlama
|
#140 54.0/100 |
#140 54.0/100 |
0 |
54.0
→
54.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
TinyTroupe
microsoft/TinyTroupe
|
#141 54.0/100 |
#139 54.0/100 |
+2 |
54.0
→
54.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Browser Use Web UI
browser-use/web-ui
|
#142 53.0/100 |
#143 53.0/100 |
-1 |
53.0
→
53.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Swarm by OpenAI
openai/swarm
|
#143 52.7/100 |
#145 51.3/100 |
-2 |
52.7
→
51.3
adj -1.4
|
MCP none; 2 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 2
Tools: 3
Provenance: Unknown
|
|
pgvector
pgvector/pgvector
|
#144 52.4/100 |
#147 50.4/100 |
-3 |
52.4
→
50.4
adj -2.0
|
MCP none; 2 external providers; tool surface extension based; provenance not applicable.
MCP: None
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
FastAgency
ag2ai/fastagency
|
#145 51.6/100 |
#144 51.6/100 |
+1 |
51.6
→
51.6
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
LLM Guard
protectai/llm-guard
|
#146 50.2/100 |
#150 49.6/100 |
-4 |
50.2
→
49.6
adj -0.6
|
MCP none; 0 external providers; tool surface declared; provenance unknown.
MCP: None
Tools: 1
Provenance: Unknown
|
|
Qwen Agent
QwenLM/Qwen-Agent
|
#147 50.1/100 |
#142 53.6/100 |
+5 |
50.1
→
53.6
adj +3.5
|
MCP implemented; 1 external provider; tool surface extension based; provenance match.
MCP: Implemented
Deps: 1
Tools: 3
Provenance: Match
|
|
Tabby
TabbyML/tabby
|
#148 49.7/100 |
#149 49.7/100 |
-1 |
49.7
→
49.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
CrewAI tools
crewAIInc/crewAI-tools
|
#149 49.1/100 |
#146 51.1/100 |
+3 |
49.1
→
51.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AgentLite
SalesforceAIResearch/AgentLite
|
#150 48.6/100 |
#158 46.7/100 |
-8 |
48.6
→
46.7
adj -1.9
|
MCP none; 1 external provider; tool surface none; provenance unknown.
MCP: None
Deps: 1
Tools: 3
Provenance: Unknown
|
|
Mastra
mastra-ai/mastra
|
#151 48.5/100 |
#151 49.5/100 |
0 |
48.5
→
49.5
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
OmniParser
microsoft/OmniParser
|
#152 47.8/100 |
#156 47.8/100 |
-4 |
47.8
→
47.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Superagent
homanp/superagent
|
#153 47.8/100 |
#148 49.8/100 |
+5 |
47.8
→
49.8
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
AnythingLLM
Mintplex-Labs/anything-llm
|
#154 47.5/100 |
#153 48.5/100 |
+1 |
47.5
→
48.5
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
ControlFlow
PrefectHQ/ControlFlow
|
#155 47.3/100 |
#162 45.2/100 |
-7 |
47.3
→
45.2
adj -2.1
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 1
Provenance: Unknown
|
|
LlamaIndex
run-llama/llama_index
|
#156 47.2/100 |
#152 49.0/100 |
+4 |
47.2
→
49.0
adj +1.8
|
MCP declared; 3 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Match
|
|
opencode
sst/opencode
|
#157 47.0/100 |
#155 48.0/100 |
+2 |
47.0
→
48.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Opik
comet-ml/opik
|
#158 46.7/100 |
#157 47.7/100 |
+1 |
46.7
→
47.7
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Daytona
daytonaio/daytona
|
#159 46.4/100 |
#154 48.4/100 |
+5 |
46.4
→
48.4
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Agent-E
EmergenceAI/agent-e
|
#160 46.0/100 |
#159 46.0/100 |
+1 |
46.0
→
46.0
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Quivr
QuivrHQ/quivr
|
#161 45.9/100 |
#168 43.5/100 |
-7 |
45.9
→
43.5
adj -2.4
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 2
Provenance: Unknown
|
|
MetaGPT
geekan/MetaGPT
|
#162 45.8/100 |
#160 45.8/100 |
+2 |
45.8
→
45.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
GPT Pilot
Pythagora-io/gpt-pilot
|
#163 45.4/100 |
#172 42.8/100 |
-9 |
45.4
→
42.8
adj -2.6
|
MCP none; 3 external providers; tool surface marketplace; provenance unknown.
MCP: None
Deps: 3
Tools: 2
Provenance: Unknown
|
|
Fedml
FedML-AI/FedML
|
#164 44.4/100 |
#163 44.4/100 |
+1 |
44.4
→
44.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
CLI-Anything
HKUDS/CLI-Anything
|
#165 44.1/100 |
#164 44.1/100 |
+1 |
44.1
→
44.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
UI-TARS
bytedance/UI-TARS
|
#166 43.8/100 |
#166 43.8/100 |
0 |
43.8
→
43.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Helicone
Helicone/helicone
|
#167 43.7/100 |
#161 45.7/100 |
+6 |
43.7
→
45.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Sotopia agents
sotopia-lab/sotopia
|
#168 43.5/100 |
#169 43.5/100 |
-1 |
43.5
→
43.5
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
OpenCUA
xlang-ai/OpenCUA
|
#169 43.4/100 |
#170 43.4/100 |
-1 |
43.4
→
43.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
RA.Aid
ai-christianson/RA.Aid
|
#170 43.1/100 |
#165 44.1/100 |
+5 |
43.1
→
44.1
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
STORM
stanford-oval/storm
|
#171 42.3/100 |
#173 42.3/100 |
-2 |
42.3
→
42.3
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
TruLens
truera/trulens
|
#172 42.0/100 |
#171 43.0/100 |
+1 |
42.0
→
43.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Activepieces
activepieces/activepieces
|
#173 41.7/100 |
#167 43.7/100 |
+6 |
41.7
→
43.7
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Leon
leon-ai/leon
|
#174 41.7/100 |
#175 41.7/100 |
-1 |
41.7
→
41.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Sweep
sweepai/sweep
|
#175 41.2/100 |
#176 41.2/100 |
-1 |
41.2
→
41.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Agenta
Agenta-AI/agenta
|
#176 40.8/100 |
#174 41.8/100 |
+2 |
40.8
→
41.8
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Lingxi
lingxi-agent/Lingxi
|
#177 40.8/100 |
#177 40.8/100 |
0 |
40.8
→
40.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
agentmemory
rohitg00/agentmemory
|
#178 39.9/100 |
#179 39.9/100 |
-1 |
39.9
→
39.9
adj +0.0
|
MCP implemented; 6 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 6
Tools: 5
Provenance: Match
|
|
PromptFlow
microsoft/promptflow
|
#179 39.5/100 |
#180 39.5/100 |
-1 |
39.5
→
39.5
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Devika
stitionai/devika
|
#180 38.8/100 |
#182 38.8/100 |
-2 |
38.8
→
38.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
PraisonAI
MervinPraison/PraisonAI
|
#181 38.1/100 |
#178 40.1/100 |
+3 |
38.1
→
40.1
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
CodeWhale
Hmbown/CodeWhale
|
#182 37.6/100 |
#183 38.6/100 |
-1 |
37.6
→
38.6
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Webarena
web-arena-x/webarena
|
#183 37.5/100 |
#187 37.5/100 |
-4 |
37.5
→
37.5
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
JARVIS / HuggingGPT
microsoft/JARVIS
|
#184 37.4/100 |
#188 37.4/100 |
-4 |
37.4
→
37.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
OpenSSA
aitomatic/openssa
|
#185 37.2/100 |
#189 37.2/100 |
-4 |
37.2
→
37.2
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
LocalAI
mudler/LocalAI
|
#186 37.0/100 |
#181 39.0/100 |
+5 |
37.0
→
39.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Eliza
elizaOS/eliza
|
#187 37.0/100 |
#184 38.0/100 |
+3 |
37.0
→
38.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Continue
continuedev/continue
|
#188 36.8/100 |
#185 37.8/100 |
+3 |
36.8
→
37.8
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
OpenHuman
tinyhumansai/openhuman
|
#189 36.7/100 |
#186 37.7/100 |
+3 |
36.7
→
37.7
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
SwarmZero
swarmzero/swarmzero
|
#190 35.7/100 |
#191 35.7/100 |
-1 |
35.7
→
35.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
AgentOps
agentops-ai/agentops
|
#191 35.0/100 |
#190 36.0/100 |
+1 |
35.0
→
36.0
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Open Operator
browserbase/open-operator
|
#192 34.8/100 |
#193 34.8/100 |
-1 |
34.8
→
34.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Bolt
stackblitz/bolt.new
|
#193 34.8/100 |
#192 34.8/100 |
+1 |
34.8
→
34.8
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
Agent Laboratory
SamuelSchmidgall/AgentLaboratory
|
#194 34.0/100 |
#194 32.7/100 |
0 |
34.0
→
32.7
adj -1.3
|
MCP none; 3 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 3
Tools: 1
Provenance: Not Applicable
|
|
Superpowers
obra/superpowers
|
#195 32.7/100 |
#195 32.7/100 |
0 |
32.7
→
32.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
BabyAGI
yoheinakajima/babyagi
|
#196 31.7/100 |
#196 31.7/100 |
0 |
31.7
→
31.7
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
OpenManus
FoundationAgents/OpenManus
|
#197 28.9/100 |
#197 29.9/100 |
0 |
28.9
→
29.9
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
Agency Agents
msitarzewski/agency-agents
|
#198 27.1/100 |
#198 28.1/100 |
0 |
27.1
→
28.1
adj +1.0
|
MCP declared; 0 external providers; tool surface none; provenance not applicable.
MCP: Declared
Provenance: Not Applicable
|
|
PearAI
trypear/pearai-master
|
#199 25.5/100 |
#200 25.5/100 |
-1 |
25.5
→
25.5
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
TEN Framework
TEN-framework/ten-framework
|
#200 25.1/100 |
#201 25.1/100 |
-1 |
25.1
→
25.1
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|
|
AIlice
myshell-ai/AIlice
|
#201 25.0/100 |
#199 27.0/100 |
+2 |
25.0
→
27.0
adj +2.0
|
MCP implemented; 0 external providers; tool surface none; provenance not applicable.
MCP: Implemented
Provenance: Not Applicable
|
|
Plandex
plandex-ai/plandex
|
#202 23.6/100 |
#202 21.2/100 |
0 |
23.6
→
21.2
adj -2.4
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 2
Provenance: Unknown
|
|
Antigravity CLI
google-antigravity/antigravity-cli
|
#203 16.4/100 |
#203 16.4/100 |
0 |
16.4
→
16.4
adj +0.0
|
MCP none; 0 external providers; tool surface none; provenance not applicable.
MCP: None
Provenance: Not Applicable
|