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 | ||
|---|---|---|
| Pyod yzhao062/pyod |
#115 → #77 | +38 |
| Cua trycua/cua |
#107 → #74 | +33 |
| DeepEval confident-ai/deepeval |
#86 → #60 | +26 |
| Neo neomjs/neo |
#84 → #59 | +25 |
| VoltAgent VoltAgent/voltagent |
#110 → #86 | +24 |
| Claude Code anthropics/claude-code |
#120 → #96 | +24 |
| Agent Governance Toolkit microsoft/agent-governance-toolkit |
#66 → #45 | +21 |
| txtai neuml/txtai |
#122 → #101 | +21 |
| Agency Swarm VRSEN/agency-swarm |
#118 → #100 | +18 |
| Chroma chroma-core/chroma |
#63 → #47 | +16 |
| FAISS facebookresearch/faiss |
#68 → #52 | +16 |
| GPT Researcher assafelovic/gpt-researcher |
#95 → #79 | +16 |
| Moved down | ||
|---|---|---|
| AutoGPT Significant-Gravitas/AutoGPT |
#74 → #118 | -44 |
| RAGFlow infiniflow/ragflow |
#45 → #80 | -35 |
| ECC affaan-m/ECC |
#48 → #82 | -34 |
| Google Genkit firebase/genkit |
#73 → #106 | -33 |
| Garak leondz/garak |
#87 → #120 | -33 |
| Portkey AI Gateway Portkey-AI/gateway |
#96 → #127 | -31 |
| OpenHands All-Hands-AI/OpenHands |
#43 → #69 | -26 |
| Langfuse langfuse/langfuse |
#39 → #64 | -25 |
| Weaviate weaviate/weaviate |
#46 → #71 | -25 |
| Qdrant qdrant/qdrant |
#50 → #75 | -25 |
| Goose block/goose |
#59 → #83 | -24 |
| Flyte flyteorg/flyte |
#80 → #104 | -24 |
| Agent | Current | V2 | Delta | Score change | Runtime summary |
|---|---|---|---|---|---|
|
Haystack
deepset-ai/haystack
|
#1 94.2/100 |
#3 96.0/100 |
-2 |
94.2
→
96.0
adj +1.8
|
MCP declared; 5 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 5
Tools: 3
Provenance: Match
|
|
LangGraph
langchain-ai/langgraph
|
#2 93.0/100 |
#17 86.6/100 |
-15 |
93.0
→
86.6
adj -6.4
|
MCP none; 2 external providers; tool surface declared; provenance warning.
MCP: None
Deps: 2
Tools: 2
Provenance: Warning
|
|
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 |
#2 97.8/100 |
+2 |
92.6
→
97.8
adj +5.2
|
MCP implemented; 2 external providers; tool surface none; provenance match.
MCP: Implemented
Deps: 2
Tools: 1
Provenance: Match
|
|
n8n
n8n-io/n8n
|
#5 91.8/100 |
#4 94.3/100 |
+1 |
91.8
→
94.3
adj +2.5
|
MCP implemented; 5 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Match
|
|
LiveKit Agents
livekit/agents
|
#6 91.2/100 |
#9 92.4/100 |
-3 |
91.2
→
92.4
adj +1.2
|
MCP implemented; 5 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 5
Tools: 5
Provenance: Match
|
|
Cline
cline/cline
|
#7 91.1/100 |
#5 93.0/100 |
+2 |
91.1
→
93.0
adj +1.9
|
MCP declared; 4 external providers; tool surface marketplace; provenance match.
MCP: Declared
Deps: 4
Tools: 2
Provenance: Match
|
|
MLflow
mlflow/mlflow
|
#8 90.7/100 |
#11 89.5/100 |
-3 |
90.7
→
89.5
adj -1.2
|
MCP implemented; 5 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 5
Tools: 3
Provenance: Unknown
|
|
PydanticAI
pydantic/pydantic-ai
|
#9 90.4/100 |
#7 92.7/100 |
+2 |
90.4
→
92.7
adj +2.3
|
MCP implemented; 6 external providers; tool surface none; provenance match.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Match
|
|
Trigger.dev
triggerdotdev/trigger.dev
|
#10 90.4/100 |
#6 92.9/100 |
+4 |
90.4
→
92.9
adj +2.5
|
MCP declared; 3 external providers; tool surface extension based; provenance match.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Match
|
|
OpenAI Agents SDK
openai/openai-agents-python
|
#11 89.7/100 |
#10 89.9/100 |
+1 |
89.7
→
89.9
adj +0.2
|
MCP declared; 5 external providers; tool surface extension based; provenance match.
MCP: Declared
Deps: 5
Tools: 4
Provenance: Match
|
|
Qwen Code
QwenLM/qwen-code
|
#12 89.5/100 |
#8 92.6/100 |
+4 |
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 89.2/100 |
#12 88.6/100 |
+1 |
89.2
→
88.6
adj -0.6
|
MCP none; 0 external providers; tool surface declared; provenance unknown.
MCP: None
Tools: 1
Provenance: Unknown
|
|
Strands Agents
strands-agents/sdk-python
|
#14 89.0/100 |
#28 82.8/100 |
-14 |
89.0
→
82.8
adj -6.2
|
MCP implemented; 5 external providers; tool surface extension based; provenance warning.
MCP: Implemented
Deps: 5
Tools: 2
Provenance: Warning
|
|
Docling
docling-project/docling
|
#15 88.7/100 |
#15 87.9/100 |
0 |
88.7
→
87.9
adj -0.8
|
MCP implemented; 3 external providers; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 3
Tools: 4
Provenance: Unknown
|
|
Open WebUI
open-webui/open-webui
|
#16 88.6/100 |
#29 82.8/100 |
-13 |
88.6
→
82.8
adj -5.8
|
MCP none; 12 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 12
Tools: 5
Provenance: Unknown
|
|
LanceDB
lancedb/lancedb
|
#17 88.3/100 |
#16 86.9/100 |
+1 |
88.3
→
86.9
adj -1.4
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 2
Provenance: Unknown
|
|
Skyvern
Skyvern-AI/skyvern
|
#18 88.2/100 |
#25 84.7/100 |
-7 |
88.2
→
84.7
adj -3.5
|
MCP implemented; 7 external providers; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 7
Tools: 3
Provenance: Unknown
|
|
OpenClaw
openclaw/openclaw
|
#19 87.8/100 |
#33 81.0/100 |
-14 |
87.8
→
81.0
adj -6.8
|
MCP implemented; 5 external providers; tool surface extension based; provenance warning.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Warning
|
|
Mem0
mem0ai/mem0
|
#20 87.8/100 |
#19 86.0/100 |
+1 |
87.8
→
86.0
adj -1.8
|
MCP implemented; 10 external providers; tool surface extension based; provenance partial.
MCP: Implemented
Deps: 10
Tools: 4
Provenance: Partial
|
|
LeRobot
huggingface/lerobot
|
#21 87.5/100 |
#18 86.6/100 |
+3 |
87.5
→
86.6
adj -0.9
|
MCP none; 1 external provider; tool surface declared; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
Stagehand
browserbase/stagehand
|
#22 87.1/100 |
#14 88.1/100 |
+8 |
87.1
→
88.1
adj +1.0
|
MCP declared; 6 external providers; tool surface extension based; provenance match.
MCP: Declared
Deps: 6
Tools: 3
Provenance: Match
|
|
Vespa
vespa-engine/vespa
|
#23 86.8/100 |
#20 85.9/100 |
+3 |
86.8
→
85.9
adj -0.9
|
MCP none; 0 external providers; tool surface declared; provenance unknown.
MCP: None
Tools: 2
Provenance: Unknown
|
|
Botpress
botpress/botpress
|
#24 86.0/100 |
#13 88.4/100 |
+11 |
86.0
→
88.4
adj +2.4
|
MCP none; 1 external provider; tool surface declared; provenance match.
MCP: None
Deps: 1
Tools: 1
Provenance: Match
|
|
Pipecat
pipecat-ai/pipecat
|
#25 85.6/100 |
#22 85.2/100 |
+3 |
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 85.0/100 |
#21 85.3/100 |
+5 |
85.0
→
85.3
adj +0.3
|
MCP none; 6 external providers; tool surface declared; provenance match.
MCP: None
Deps: 6
Tools: 3
Provenance: Match
|
|
LightRAG
HKUDS/LightRAG
|
#27 84.8/100 |
#27 83.8/100 |
0 |
84.8
→
83.8
adj -1.0
|
MCP none; 6 external providers; tool surface extension based; provenance match.
MCP: None
Deps: 6
Tools: 3
Provenance: Match
|
|
Graphiti
getzep/graphiti
|
#28 84.3/100 |
#23 85.1/100 |
+5 |
84.3
→
85.1
adj +0.8
|
MCP implemented; 7 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 7
Tools: 3
Provenance: Match
|
|
Weights & Biases Weave
wandb/weave
|
#29 84.3/100 |
#24 84.9/100 |
+5 |
84.3
→
84.9
adj +0.6
|
MCP implemented; 6 external providers; tool surface none; provenance partial.
MCP: Implemented
Deps: 6
Tools: 3
Provenance: Partial
|
|
LangWatch
langwatch/langwatch
|
#30 83.4/100 |
#30 82.6/100 |
0 |
83.4
→
82.6
adj -0.8
|
MCP implemented; 5 external providers; tool surface extension based; provenance partial.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Partial
|
|
Bernstein
sipyourdrink-ltd/bernstein
|
#31 82.0/100 |
#31 82.3/100 |
0 |
82.0
→
82.3
adj +0.3
|
MCP implemented; 6 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Match
|
|
WrenAI
Canner/WrenAI
|
#32 81.9/100 |
#26 83.9/100 |
+6 |
81.9
→
83.9
adj +2.0
|
MCP none; 2 external providers; tool surface declared; provenance match.
MCP: None
Deps: 2
Tools: 4
Provenance: Match
|
|
Guardrails AI
guardrails-ai/guardrails
|
#33 81.2/100 |
#35 79.4/100 |
-2 |
81.2
→
79.4
adj -1.8
|
MCP none; 2 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 2
Tools: 1
Provenance: Unknown
|
|
CrewAI
CrewAIInc/crewAI
|
#34 80.6/100 |
#32 81.2/100 |
+2 |
80.6
→
81.2
adj +0.6
|
MCP implemented; 6 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 6
Tools: 3
Provenance: Match
|
|
AutoGen
microsoft/autogen
|
#35 78.5/100 |
#42 77.5/100 |
-7 |
78.5
→
77.5
adj -1.0
|
MCP implemented; 2 external providers; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 2
Tools: 3
Provenance: Unknown
|
|
vLLM
vllm-project/vllm
|
#36 78.1/100 |
#34 80.6/100 |
+2 |
78.1
→
80.6
adj +2.5
|
MCP declared; 3 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 3
Tools: 4
Provenance: Match
|
|
Dify
langgenius/dify
|
#37 77.9/100 |
#41 78.5/100 |
-4 |
77.9
→
78.5
adj +0.6
|
MCP declared; 2 external providers; tool surface marketplace; provenance partial.
MCP: Declared
Deps: 2
Tools: 3
Provenance: Partial
|
|
LangChain
langchain-ai/langchain
|
#38 77.7/100 |
#38 78.7/100 |
0 |
77.7
→
78.7
adj +1.0
|
MCP none; 4 external providers; tool surface declared; provenance match.
MCP: None
Deps: 4
Tools: 4
Provenance: Match
|
|
Langfuse
langfuse/langfuse
|
#39 77.5/100 |
#64 70.5/100 |
-25 |
77.5
→
70.5
adj -7.0
|
MCP implemented; 6 external providers; tool surface declared; provenance warning.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Warning
|
|
AIPass
AIOSAI/AIPass
|
#40 77.5/100 |
#36 79.2/100 |
+4 |
77.5
→
79.2
adj +1.7
|
MCP none; 2 external providers; tool surface extension based; provenance match.
MCP: None
Deps: 2
Tools: 4
Provenance: Match
|
|
LiteLLM
BerriAI/litellm
|
#41 77.1/100 |
#39 78.7/100 |
+2 |
77.1
→
78.7
adj +1.6
|
MCP implemented; 6 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 6
Tools: 2
Provenance: Match
|
|
Promptfoo
promptfoo/promptfoo
|
#42 76.7/100 |
#37 79.0/100 |
+5 |
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
|
|
OpenHands
All-Hands-AI/OpenHands
|
#43 76.2/100 |
#69 69.2/100 |
-26 |
76.2
→
69.2
adj -7.0
|
MCP implemented; 6 external providers; tool surface extension based; provenance warning.
MCP: Implemented
Deps: 6
Tools: 3
Provenance: Warning
|
|
Arize Phoenix
Arize-AI/phoenix
|
#44 76.2/100 |
#44 76.4/100 |
0 |
76.2
→
76.4
adj +0.2
|
MCP implemented; 5 external providers; tool surface declared; provenance partial.
MCP: Implemented
Deps: 5
Tools: 5
Provenance: Partial
|
|
RAGFlow
infiniflow/ragflow
|
#45 76.1/100 |
#80 67.6/100 |
-35 |
76.1
→
67.6
adj -8.5
|
MCP declared; 7 external providers; tool surface declared; provenance warning.
MCP: Declared
Deps: 7
Tools: 4
Provenance: Warning
|
|
Weaviate
weaviate/weaviate
|
#46 75.9/100 |
#71 69.0/100 |
-25 |
75.9
→
69.0
adj -6.9
|
MCP declared; 3 external providers; tool surface marketplace; provenance warning.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Warning
|
|
DSPy
stanfordnlp/dspy
|
#47 75.7/100 |
#54 74.0/100 |
-7 |
75.7
→
74.0
adj -1.7
|
MCP declared; 4 external providers; tool surface none; provenance unknown.
MCP: Declared
Deps: 4
Tools: 4
Provenance: Unknown
|
|
ECC
affaan-m/ECC
|
#48 75.4/100 |
#82 67.4/100 |
-34 |
75.4
→
67.4
adj -8.0
|
MCP implemented; 6 external providers; tool surface marketplace; provenance warning.
MCP: Implemented
Deps: 6
Tools: 6
Provenance: Warning
|
|
Hermes Agent
nousresearch/hermes-agent
|
#49 75.1/100 |
#72 68.6/100 |
-23 |
75.1
→
68.6
adj -6.5
|
MCP implemented; 5 external providers; tool surface declared; provenance warning.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Warning
|
|
Qdrant
qdrant/qdrant
|
#50 74.6/100 |
#75 68.4/100 |
-25 |
74.6
→
68.4
adj -6.2
|
MCP none; 1 external provider; tool surface declared; provenance warning.
MCP: None
Deps: 1
Tools: 3
Provenance: Warning
|
|
CopilotKit
CopilotKit/CopilotKit
|
#51 74.3/100 |
#40 78.7/100 |
+11 |
74.3
→
78.7
adj +4.4
|
MCP implemented; 0 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Tools: 2
Provenance: Match
|
|
Flowise
FlowiseAI/Flowise
|
#52 74.3/100 |
#55 73.4/100 |
-3 |
74.3
→
73.4
adj -0.9
|
MCP implemented; 5 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 5
Tools: 2
Provenance: Unknown
|
|
LibreChat
danny-avila/LibreChat
|
#53 74.2/100 |
#62 70.7/100 |
-9 |
74.2
→
70.7
adj -3.5
|
MCP implemented; 7 external providers; tool surface marketplace; provenance not applicable.
MCP: Implemented
Deps: 7
Tools: 5
Provenance: Not Applicable
|
|
Gemini CLI
google-gemini/gemini-cli
|
#54 74.1/100 |
#43 77.0/100 |
+11 |
74.1
→
77.0
adj +2.9
|
MCP implemented; 1 external provider; tool surface extension based; provenance match.
MCP: Implemented
Deps: 1
Tools: 5
Provenance: Match
|
|
Headroom
chopratejas/headroom
|
#55 74.1/100 |
#53 74.1/100 |
+2 |
74.1
→
74.1
adj +0.0
|
MCP implemented; 6 external providers; tool surface extension based; provenance partial.
MCP: Implemented
Deps: 6
Tools: 3
Provenance: Partial
|
|
Firecrawl
firecrawl/firecrawl
|
#56 73.5/100 |
#56 73.3/100 |
0 |
73.5
→
73.3
adj -0.2
|
MCP none; 5 external providers; tool surface declared; provenance match.
MCP: None
Deps: 5
Tools: 3
Provenance: Match
|
|
Microsoft Agent Framework
microsoft/agent-framework
|
#57 73.4/100 |
#63 70.7/100 |
-6 |
73.4
→
70.7
adj -2.7
|
MCP declared; 6 external providers; tool surface declared; provenance unknown.
MCP: Declared
Deps: 6
Tools: 3
Provenance: Unknown
|
|
Agno
agno-agi/agno
|
#58 73.2/100 |
#49 74.7/100 |
+9 |
73.2
→
74.7
adj +1.5
|
MCP implemented; 14 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 14
Tools: 4
Provenance: Match
|
|
Goose
block/goose
|
#59 73.1/100 |
#83 67.4/100 |
-24 |
73.1
→
67.4
adj -5.7
|
MCP implemented; 4 external providers; tool surface extension based; provenance warning.
MCP: Implemented
Deps: 4
Tools: 2
Provenance: Warning
|
|
Milvus
milvus-io/milvus
|
#60 72.8/100 |
#58 71.9/100 |
+2 |
72.8
→
71.9
adj -0.9
|
MCP none; 1 external provider; tool surface declared; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
E2B
e2b-dev/e2b
|
#61 72.8/100 |
#46 76.2/100 |
+15 |
72.8
→
76.2
adj +3.4
|
MCP declared; 1 external provider; tool surface none; provenance match.
MCP: Declared
Deps: 1
Tools: 2
Provenance: Match
|
|
Evidently
evidentlyai/evidently
|
#62 72.6/100 |
#48 74.9/100 |
+14 |
72.6
→
74.9
adj +2.3
|
MCP none; 2 external providers; tool surface none; provenance match.
MCP: None
Deps: 2
Tools: 4
Provenance: Match
|
|
Chroma
chroma-core/chroma
|
#63 72.4/100 |
#47 75.8/100 |
+16 |
72.4
→
75.8
adj +3.4
|
MCP none; 1 external provider; tool surface none; provenance match.
MCP: None
Deps: 1
Tools: 2
Provenance: Match
|
|
OpenUI
thesysdev/openui
|
#64 72.2/100 |
#50 74.6/100 |
+14 |
72.2
→
74.6
adj +2.4
|
MCP none; 1 external provider; tool surface declared; provenance match.
MCP: None
Deps: 1
Tools: 1
Provenance: Match
|
|
Langflow
langflow-ai/langflow
|
#65 71.7/100 |
#51 74.4/100 |
+14 |
71.7
→
74.4
adj +2.7
|
MCP implemented; 4 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 4
Tools: 5
Provenance: Match
|
|
Agent Governance Toolkit
microsoft/agent-governance-toolkit
|
#66 71.7/100 |
#45 76.4/100 |
+21 |
71.7
→
76.4
adj +4.7
|
MCP implemented; 1 external provider; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 1
Tools: 1
Provenance: Match
|
|
NeMo Guardrails
NVIDIA/NeMo-Guardrails
|
#67 71.3/100 |
#66 70.4/100 |
+1 |
71.3
→
70.4
adj -0.9
|
MCP none; 1 external provider; tool surface declared; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
FAISS
facebookresearch/faiss
|
#68 71.0/100 |
#52 74.4/100 |
+16 |
71.0
→
74.4
adj +3.4
|
MCP none; 0 external providers; tool surface none; provenance match.
MCP: None
Tools: 2
Provenance: Match
|
|
Giskard
Giskard-AI/giskard-oss
|
#69 71.0/100 |
#67 70.2/100 |
+2 |
71.0
→
70.2
adj -0.8
|
MCP none; 2 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 2
Tools: 1
Provenance: Unknown
|
|
CLI-Anything
HKUDS/CLI-Anything
|
#70 70.9/100 |
#57 72.7/100 |
+13 |
70.9
→
72.7
adj +1.8
|
MCP none; 1 external provider; tool surface marketplace; provenance match.
MCP: None
Deps: 1
Tools: 4
Provenance: Match
|
|
DeerFlow
bytedance/deer-flow
|
#71 70.6/100 |
#84 67.3/100 |
-13 |
70.6
→
67.3
adj -3.3
|
MCP implemented; 6 external providers; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 6
Tools: 6
Provenance: Not Applicable
|
|
AgentScope
agentscope-ai/agentscope
|
#72 70.4/100 |
#65 70.5/100 |
+7 |
70.4
→
70.5
adj +0.1
|
MCP none; 5 external providers; tool surface none; provenance match.
MCP: None
Deps: 5
Tools: 3
Provenance: Match
|
|
Google Genkit
firebase/genkit
|
#73 70.0/100 |
#106 63.0/100 |
-33 |
70.0
→
63.0
adj -7.0
|
MCP declared; 4 external providers; tool surface declared; provenance warning.
MCP: Declared
Deps: 4
Tools: 4
Provenance: Warning
|
|
AutoGPT
Significant-Gravitas/AutoGPT
|
#74 69.9/100 |
#118 61.0/100 |
-44 |
69.9
→
61.0
adj -8.9
|
MCP declared; 9 external providers; tool surface marketplace; provenance warning.
MCP: Declared
Deps: 9
Tools: 3
Provenance: Warning
|
|
Composio
composiohq/composio
|
#75 69.9/100 |
#61 71.0/100 |
+14 |
69.9
→
71.0
adj +1.1
|
MCP declared; 3 external providers; tool surface declared; provenance partial.
MCP: Declared
Deps: 3
Tools: 2
Provenance: Partial
|
|
CAMEL
camel-ai/camel
|
#76 69.4/100 |
#73 68.6/100 |
+3 |
69.4
→
68.6
adj -0.8
|
MCP declared; 12 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 12
Tools: 5
Provenance: Match
|
|
Browser Use
browser-use/browser-use
|
#77 69.2/100 |
#68 69.7/100 |
+9 |
69.2
→
69.7
adj +0.5
|
MCP declared; 5 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 5
Tools: 4
Provenance: Match
|
|
Nx
nrwl/nx
|
#78 69.2/100 |
#81 67.5/100 |
-3 |
69.2
→
67.5
adj -1.7
|
MCP none; 2 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
Tidb
pingcap/tidb
|
#79 69.1/100 |
#76 68.2/100 |
+3 |
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
|
|
Flyte
flyteorg/flyte
|
#80 68.8/100 |
#104 63.2/100 |
-24 |
68.8
→
63.2
adj -5.6
|
MCP none; 0 external providers; tool surface declared; provenance warning.
MCP: None
Tools: 1
Provenance: Warning
|
|
Google ADK (Python)
google/adk-python
|
#81 68.7/100 |
#89 66.7/100 |
-8 |
68.7
→
66.7
adj -2.0
|
MCP declared; 4 external providers; tool surface extension based; provenance unknown.
MCP: Declared
Deps: 4
Tools: 3
Provenance: Unknown
|
|
GPTMe
gptme/gptme
|
#82 68.2/100 |
#70 69.1/100 |
+12 |
68.2
→
69.1
adj +0.9
|
MCP implemented; 5 external providers; tool surface extension based; provenance match.
MCP: Implemented
Deps: 5
Tools: 6
Provenance: Match
|
|
Cognee
topoteretes/cognee
|
#83 68.0/100 |
#78 68.0/100 |
+5 |
68.0
→
68.0
adj +0.0
|
MCP declared; 6 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 6
Tools: 4
Provenance: Match
|
|
Neo
neomjs/neo
|
#84 67.7/100 |
#59 71.2/100 |
+25 |
67.7
→
71.2
adj +3.5
|
MCP implemented; 3 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 3
Tools: 4
Provenance: Match
|
|
smolagents
huggingface/smolagents
|
#85 67.7/100 |
#92 65.5/100 |
-7 |
67.7
→
65.5
adj -2.2
|
MCP implemented; 5 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 5
Tools: 3
Provenance: Unknown
|
|
DeepEval
confident-ai/deepeval
|
#86 67.6/100 |
#60 71.2/100 |
+26 |
67.6
→
71.2
adj +3.6
|
MCP implemented; 2 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 2
Tools: 2
Provenance: Match
|
|
Garak
leondz/garak
|
#87 67.5/100 |
#120 59.9/100 |
-33 |
67.5
→
59.9
adj -7.6
|
MCP none; 3 external providers; tool surface declared; provenance warning.
MCP: None
Deps: 3
Tools: 1
Provenance: Warning
|
|
Semantic Kernel
microsoft/semantic-kernel
|
#88 67.5/100 |
#107 63.0/100 |
-19 |
67.5
→
63.0
adj -4.5
|
MCP declared; 9 external providers; tool surface extension based; provenance unknown.
MCP: Declared
Deps: 9
Tools: 3
Provenance: Unknown
|
|
Ollama
ollama/ollama
|
#89 67.1/100 |
#93 64.8/100 |
-4 |
67.1
→
64.8
adj -2.3
|
MCP none; 2 external providers; tool surface extension based; provenance not applicable.
MCP: None
Deps: 2
Tools: 4
Provenance: Not Applicable
|
|
1Panel
1Panel-dev/1Panel
|
#90 67.1/100 |
#88 66.8/100 |
+2 |
67.1
→
66.8
adj -0.3
|
MCP declared; 0 external providers; tool surface marketplace; provenance not applicable.
MCP: Declared
Tools: 1
Provenance: Not Applicable
|
|
Open SWE
langchain-ai/open-swe
|
#91 66.4/100 |
#97 64.2/100 |
-6 |
66.4
→
64.2
adj -2.2
|
MCP none; 3 external providers; tool surface extension based; provenance not applicable.
MCP: None
Deps: 3
Tools: 2
Provenance: Not Applicable
|
|
Holmesgpt
HolmesGPT/holmesgpt
|
#92 66.2/100 |
#102 63.5/100 |
-10 |
66.2
→
63.5
adj -2.7
|
MCP declared; 6 external providers; tool surface declared; provenance unknown.
MCP: Declared
Deps: 6
Tools: 3
Provenance: Unknown
|
|
Jan
janhq/jan
|
#93 65.9/100 |
#91 65.8/100 |
+2 |
65.9
→
65.8
adj -0.1
|
MCP declared; 2 external providers; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 2
Tools: 1
Provenance: Not Applicable
|
|
Crawl4AI
unclecode/crawl4ai
|
#94 65.9/100 |
#87 66.9/100 |
+7 |
65.9
→
66.9
adj +1.0
|
MCP declared; 2 external providers; tool surface marketplace; provenance match.
MCP: Declared
Deps: 2
Tools: 5
Provenance: Match
|
|
GPT Researcher
assafelovic/gpt-researcher
|
#95 65.9/100 |
#79 67.7/100 |
+16 |
65.9
→
67.7
adj +1.8
|
MCP implemented; 5 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 5
Tools: 3
Provenance: Match
|
|
Portkey AI Gateway
Portkey-AI/gateway
|
#96 65.7/100 |
#127 58.3/100 |
-31 |
65.7
→
58.3
adj -7.4
|
MCP declared; 6 external providers; tool surface declared; provenance warning.
MCP: Declared
Deps: 6
Tools: 2
Provenance: Warning
|
|
Kilo Code
Kilo-Org/kilocode
|
#97 65.4/100 |
#105 63.2/100 |
-8 |
65.4
→
63.2
adj -2.2
|
MCP implemented; 5 external providers; tool surface marketplace; provenance unknown.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Unknown
|
|
Khoj
khoj-ai/khoj
|
#98 65.4/100 |
#114 62.0/100 |
-16 |
65.4
→
62.0
adj -3.4
|
MCP none; 6 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 6
Tools: 3
Provenance: Unknown
|
|
Instructor
567-labs/instructor
|
#99 65.3/100 |
#109 62.7/100 |
-10 |
65.3
→
62.7
adj -2.6
|
MCP none; 5 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 5
Tools: 2
Provenance: Unknown
|
|
Google ADK (Go)
google/adk-go
|
#100 64.9/100 |
#95 64.3/100 |
+5 |
64.9
→
64.3
adj -0.6
|
MCP none; 1 external provider; tool surface declared; provenance not applicable.
MCP: None
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
Nocobase
nocobase/nocobase
|
#101 64.8/100 |
#85 67.2/100 |
+16 |
64.8
→
67.2
adj +2.4
|
MCP none; 3 external providers; tool surface declared; provenance match.
MCP: None
Deps: 3
Tools: 1
Provenance: Match
|
|
Materialize
MaterializeInc/materialize
|
#102 64.7/100 |
#98 64.0/100 |
+4 |
64.7
→
64.0
adj -0.7
|
MCP declared; 2 external providers; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
Airbyte
airbytehq/airbyte
|
#103 64.6/100 |
#90 66.0/100 |
+13 |
64.6
→
66.0
adj +1.4
|
MCP implemented; 1 external provider; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
Odysseus
pewdiepie-archdaemon/odysseus
|
#104 64.5/100 |
#115 62.0/100 |
-11 |
64.5
→
62.0
adj -2.5
|
MCP declared; 3 external providers; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 3
Tools: 4
Provenance: Not Applicable
|
|
Burr
dagworks-inc/burr
|
#105 64.5/100 |
#99 64.0/100 |
+6 |
64.5
→
64.0
adj -0.5
|
MCP none; 5 external providers; tool surface declared; provenance match.
MCP: None
Deps: 5
Tools: 4
Provenance: Match
|
|
Budibase
Budibase/budibase
|
#106 64.4/100 |
#103 63.5/100 |
+3 |
64.4
→
63.5
adj -0.9
|
MCP none; 1 external provider; tool surface declared; provenance not applicable.
MCP: None
Deps: 1
Tools: 2
Provenance: Not Applicable
|
|
Cua
trycua/cua
|
#107 64.4/100 |
#74 68.5/100 |
+33 |
64.4
→
68.5
adj +4.1
|
MCP implemented; 3 external providers; tool surface none; provenance match.
MCP: Implemented
Deps: 3
Tools: 3
Provenance: Match
|
|
MCP Registry
modelcontextprotocol/registry
|
#108 64.3/100 |
#94 64.7/100 |
+14 |
64.3
→
64.7
adj +0.4
|
MCP implemented; 1 external provider; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
Griptape
griptape-ai/griptape
|
#109 64.3/100 |
#108 62.8/100 |
+1 |
64.3
→
62.8
adj -1.5
|
MCP none; 9 external providers; tool surface declared; provenance match.
MCP: None
Deps: 9
Tools: 4
Provenance: Match
|
|
VoltAgent
VoltAgent/voltagent
|
#110 64.0/100 |
#86 67.0/100 |
+24 |
64.0
→
67.0
adj +3.0
|
MCP implemented; 4 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 4
Tools: 4
Provenance: Match
|
|
Bee Agent Framework
i-am-bee/bee-agent-framework
|
#111 63.8/100 |
#129 57.6/100 |
-18 |
63.8
→
57.6
adj -6.2
|
MCP implemented; 5 external providers; tool surface declared; provenance warning.
MCP: Implemented
Deps: 5
Tools: 3
Provenance: Warning
|
|
Open Interpreter
OpenInterpreter/open-interpreter
|
#112 63.5/100 |
#117 61.3/100 |
-5 |
63.5
→
61.3
adj -2.2
|
MCP none; 3 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Lumibot
Lumiwealth/lumibot
|
#113 62.9/100 |
#110 62.5/100 |
+3 |
62.9
→
62.5
adj -0.4
|
MCP none; 4 external providers; tool surface marketplace; provenance match.
MCP: None
Deps: 4
Tools: 3
Provenance: Match
|
|
SWE-agent
princeton-nlp/SWE-agent
|
#114 62.8/100 |
#111 62.2/100 |
+3 |
62.8
→
62.2
adj -0.6
|
MCP none; 1 external provider; tool surface none; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
Pyod
yzhao062/pyod
|
#115 62.4/100 |
#77 68.1/100 |
+38 |
62.4
→
68.1
adj +5.7
|
MCP implemented; 1 external provider; tool surface none; provenance match.
MCP: Implemented
Deps: 1
Tools: 1
Provenance: Match
|
|
Model Context Protocol / MCP
modelcontextprotocol/servers
|
#116 62.2/100 |
#119 60.4/100 |
-3 |
62.2
→
60.4
adj -1.8
|
MCP implemented; 5 external providers; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 5
Tools: 5
Provenance: Not Applicable
|
|
Traceroot
traceroot-ai/traceroot
|
#117 62.2/100 |
#124 58.5/100 |
-7 |
62.2
→
58.5
adj -3.7
|
MCP none; 6 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 6
Tools: 3
Provenance: Not Applicable
|
|
Agency Swarm
VRSEN/agency-swarm
|
#118 62.1/100 |
#100 64.0/100 |
+18 |
62.1
→
64.0
adj +1.9
|
MCP implemented; 4 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 4
Tools: 2
Provenance: Match
|
|
Helicone
Helicone/helicone
|
#119 61.3/100 |
#113 62.1/100 |
+6 |
61.3
→
62.1
adj +0.8
|
MCP implemented; 7 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 7
Tools: 3
Provenance: Match
|
|
Claude Code
anthropics/claude-code
|
#120 61.2/100 |
#96 64.3/100 |
+24 |
61.2
→
64.3
adj +3.1
|
MCP none; 1 external provider; tool surface declared; provenance match.
MCP: None
Deps: 1
Tools: 2
Provenance: Match
|
|
Maxun
getmaxun/maxun
|
#121 61.0/100 |
#139 54.7/100 |
-18 |
61.0
→
54.7
adj -6.3
|
MCP declared; 2 external providers; tool surface declared; provenance warning.
MCP: Declared
Deps: 2
Tools: 5
Provenance: Warning
|
|
txtai
neuml/txtai
|
#122 60.8/100 |
#101 63.9/100 |
+21 |
60.8
→
63.9
adj +3.1
|
MCP declared; 3 external providers; tool surface none; provenance match.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Match
|
|
Rasa
RasaHQ/rasa
|
#123 60.7/100 |
#112 62.2/100 |
+11 |
60.7
→
62.2
adj +1.5
|
MCP none; 3 external providers; tool surface declared; provenance match.
MCP: None
Deps: 3
Tools: 4
Provenance: Match
|
|
Spring AI Alibaba
alibaba/spring-ai-alibaba
|
#124 60.6/100 |
#121 59.4/100 |
+3 |
60.6
→
59.4
adj -1.2
|
MCP declared; 1 external provider; tool surface extension based; provenance not applicable.
MCP: Declared
Deps: 1
Tools: 2
Provenance: Not Applicable
|
|
Verl Agent
langfengQ/verl-agent
|
#125 60.6/100 |
#141 53.3/100 |
-16 |
60.6
→
53.3
adj -7.3
|
MCP none; 2 external providers; tool surface extension based; provenance warning.
MCP: None
Deps: 2
Tools: 4
Provenance: Warning
|
|
Roo Code
RooVetGit/Roo-Code
|
#126 60.5/100 |
#128 57.8/100 |
-2 |
60.5
→
57.8
adj -2.7
|
MCP implemented; 6 external providers; tool surface marketplace; provenance unknown.
MCP: Implemented
Deps: 6
Tools: 4
Provenance: Unknown
|
|
Langroid
langroid/langroid
|
#127 60.4/100 |
#134 55.9/100 |
-7 |
60.4
→
55.9
adj -4.5
|
MCP implemented; 11 external providers; tool surface marketplace; provenance unknown.
MCP: Implemented
Deps: 11
Tools: 5
Provenance: Unknown
|
|
PrivateGPT
imartinez/privateGPT
|
#128 60.0/100 |
#136 55.7/100 |
-8 |
60.0
→
55.7
adj -4.3
|
MCP none; 6 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 6
Tools: 5
Provenance: Not Applicable
|
|
Marvin
PrefectHQ/marvin
|
#129 59.6/100 |
#125 58.4/100 |
+4 |
59.6
→
58.4
adj -1.2
|
MCP implemented; 3 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Aider
paul-gauthier/aider
|
#130 59.5/100 |
#144 52.8/100 |
-14 |
59.5
→
52.8
adj -6.7
|
MCP none; 2 external providers; tool surface declared; provenance warning.
MCP: None
Deps: 2
Tools: 3
Provenance: Warning
|
|
Atomic Agents
BrainBlend-AI/atomic-agents
|
#131 59.2/100 |
#116 61.8/100 |
+15 |
59.2
→
61.8
adj +2.6
|
MCP declared; 4 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 4
Tools: 2
Provenance: Match
|
|
Concordia
google-deepmind/concordia
|
#132 58.3/100 |
#122 59.1/100 |
+10 |
58.3
→
59.1
adj +0.8
|
MCP none; 5 external providers; tool surface declared; provenance match.
MCP: None
Deps: 5
Tools: 3
Provenance: Match
|
|
BrowserGym agents
ServiceNow/BrowserGym
|
#133 57.8/100 |
#131 57.2/100 |
+2 |
57.8
→
57.2
adj -0.6
|
MCP declared; 1 external provider; tool surface none; provenance unknown.
MCP: Declared
Deps: 1
Tools: 2
Provenance: Unknown
|
|
Infracost
infracost/infracost
|
#134 57.4/100 |
#133 56.2/100 |
+1 |
57.4
→
56.2
adj -1.2
|
MCP none; 0 external providers; tool surface extension based; provenance not applicable.
MCP: None
Tools: 2
Provenance: Not Applicable
|
|
GitHub Copilot CLI
github/copilot-cli
|
#135 57.3/100 |
#126 58.4/100 |
+9 |
57.3
→
58.4
adj +1.1
|
MCP implemented; 0 external providers; tool surface declared; provenance not applicable.
MCP: Implemented
Tools: 2
Provenance: Not Applicable
|
|
UI-TARS Desktop
bytedance/UI-TARS-desktop
|
#136 57.0/100 |
#132 56.5/100 |
+4 |
57.0
→
56.5
adj -0.5
|
MCP declared; 1 external provider; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 1
Tools: 4
Provenance: Not Applicable
|
|
ChatDev
OpenBMB/ChatDev
|
#137 56.6/100 |
#130 57.4/100 |
+7 |
56.6
→
57.4
adj +0.8
|
MCP implemented; 1 external provider; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 1
Tools: 2
Provenance: Unknown
|
|
AdalFlow
SylphAI-Inc/AdalFlow
|
#138 56.6/100 |
#137 55.6/100 |
+1 |
56.6
→
55.6
adj -1.0
|
MCP none; 6 external providers; tool surface declared; provenance match.
MCP: None
Deps: 6
Tools: 4
Provenance: Match
|
|
Junie
JetBrains/junie
|
#139 56.2/100 |
#123 58.8/100 |
+16 |
56.2
→
58.8
adj +2.6
|
MCP none; 2 external providers; tool surface declared; provenance match.
MCP: None
Deps: 2
Tools: 2
Provenance: Match
|
|
Ragas
explodinggradients/ragas
|
#140 55.9/100 |
#151 49.0/100 |
-11 |
55.9
→
49.0
adj -6.9
|
MCP none; 1 external provider; tool surface declared; provenance warning.
MCP: None
Deps: 1
Tools: 2
Provenance: Warning
|
|
UFO
microsoft/UFO
|
#141 55.6/100 |
#138 55.2/100 |
+3 |
55.6
→
55.2
adj -0.4
|
MCP implemented; 4 external providers; tool surface extension based; provenance not applicable.
MCP: Implemented
Deps: 4
Tools: 1
Provenance: Not Applicable
|
|
Letta
letta-ai/letta
|
#142 55.0/100 |
#145 51.5/100 |
-3 |
55.0
→
51.5
adj -3.5
|
MCP implemented; 8 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 8
Tools: 4
Provenance: Unknown
|
|
Coze Studio
coze-dev/coze-studio
|
#143 54.5/100 |
#140 54.6/100 |
+3 |
54.5
→
54.6
adj +0.1
|
MCP declared; 1 external provider; tool surface declared; provenance not applicable.
MCP: Declared
Deps: 1
Tools: 2
Provenance: Not Applicable
|
|
Llama Guard
meta-llama/PurpleLlama
|
#144 54.1/100 |
#142 53.3/100 |
+2 |
54.1
→
53.3
adj -0.8
|
MCP none; 2 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 2
Tools: 1
Provenance: Not Applicable
|
|
TinyTroupe
microsoft/TinyTroupe
|
#145 54.0/100 |
#135 55.9/100 |
+10 |
54.0
→
55.9
adj +1.9
|
MCP none; 2 external providers; tool surface none; provenance match.
MCP: None
Deps: 2
Tools: 2
Provenance: Match
|
|
pgvector
pgvector/pgvector
|
#146 53.5/100 |
#146 51.5/100 |
0 |
53.5
→
51.5
adj -2.0
|
MCP none; 2 external providers; tool surface extension based; provenance not applicable.
MCP: None
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
Swarm by OpenAI
openai/swarm
|
#147 52.4/100 |
#147 51.0/100 |
0 |
52.4
→
51.0
adj -1.4
|
MCP none; 2 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 2
Tools: 3
Provenance: Unknown
|
|
Sotopia agents
sotopia-lab/sotopia
|
#148 52.1/100 |
#152 49.0/100 |
-4 |
52.1
→
49.0
adj -3.1
|
MCP none; 4 external providers; tool surface none; provenance unknown.
MCP: None
Deps: 4
Tools: 2
Provenance: Unknown
|
|
FastAgency
ag2ai/fastagency
|
#149 51.6/100 |
#148 50.1/100 |
+1 |
51.6
→
50.1
adj -1.5
|
MCP none; 3 external providers; tool surface declared; provenance partial.
MCP: None
Deps: 3
Tools: 4
Provenance: Partial
|
|
Superagent
homanp/superagent
|
#150 51.0/100 |
#163 45.4/100 |
-13 |
51.0
→
45.4
adj -5.6
|
MCP implemented; 3 external providers; tool surface declared; provenance warning.
MCP: Implemented
Deps: 3
Tools: 1
Provenance: Warning
|
|
Browser Use Web UI
browser-use/web-ui
|
#151 50.8/100 |
#150 49.2/100 |
+1 |
50.8
→
49.2
adj -1.6
|
MCP none; 3 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 3
Tools: 2
Provenance: Not Applicable
|
|
LLM Guard
protectai/llm-guard
|
#152 50.0/100 |
#149 49.4/100 |
+3 |
50.0
→
49.4
adj -0.6
|
MCP none; 0 external providers; tool surface declared; provenance unknown.
MCP: None
Tools: 1
Provenance: Unknown
|
|
Qwen Agent
QwenLM/Qwen-Agent
|
#153 49.8/100 |
#143 53.3/100 |
+10 |
49.8
→
53.3
adj +3.5
|
MCP implemented; 1 external provider; tool surface extension based; provenance match.
MCP: Implemented
Deps: 1
Tools: 3
Provenance: Match
|
|
GPT Pilot
Pythagora-io/gpt-pilot
|
#154 49.7/100 |
#156 47.1/100 |
-2 |
49.7
→
47.1
adj -2.6
|
MCP none; 3 external providers; tool surface marketplace; provenance unknown.
MCP: None
Deps: 3
Tools: 2
Provenance: Unknown
|
|
Tabby
TabbyML/tabby
|
#155 49.4/100 |
#157 47.0/100 |
-2 |
49.4
→
47.0
adj -2.4
|
MCP none; 2 external providers; tool surface marketplace; provenance not applicable.
MCP: None
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
AgentLite
SalesforceAIResearch/AgentLite
|
#156 49.1/100 |
#155 47.2/100 |
+1 |
49.1
→
47.2
adj -1.9
|
MCP none; 1 external provider; tool surface none; provenance unknown.
MCP: None
Deps: 1
Tools: 3
Provenance: Unknown
|
|
CrewAI tools
crewAIInc/crewAI-tools
|
#157 49.1/100 |
#175 41.6/100 |
-18 |
49.1
→
41.6
adj -7.5
|
MCP implemented; 8 external providers; tool surface declared; provenance warning.
MCP: Implemented
Deps: 8
Tools: 4
Provenance: Warning
|
|
Mastra
mastra-ai/mastra
|
#158 48.8/100 |
#161 46.0/100 |
-3 |
48.8
→
46.0
adj -2.8
|
MCP declared; 5 external providers; tool surface declared; provenance unknown.
MCP: Declared
Deps: 5
Tools: 6
Provenance: Unknown
|
|
AnythingLLM
Mintplex-Labs/anything-llm
|
#159 47.5/100 |
#169 43.7/100 |
-10 |
47.5
→
43.7
adj -3.8
|
MCP declared; 9 external providers; tool surface extension based; provenance unknown.
MCP: Declared
Deps: 9
Tools: 4
Provenance: Unknown
|
|
OmniParser
microsoft/OmniParser
|
#160 47.5/100 |
#159 46.2/100 |
+1 |
47.5
→
46.2
adj -1.3
|
MCP none; 3 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 3
Tools: 1
Provenance: Not Applicable
|
|
ControlFlow
PrefectHQ/ControlFlow
|
#161 47.3/100 |
#165 45.2/100 |
-4 |
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
|
|
Daytona
daytonaio/daytona
|
#162 47.2/100 |
#162 45.7/100 |
0 |
47.2
→
45.7
adj -1.5
|
MCP implemented; 3 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 3
Tools: 4
Provenance: Unknown
|
|
opencode
sst/opencode
|
#163 47.0/100 |
#158 46.5/100 |
+5 |
47.0
→
46.5
adj -0.5
|
MCP declared; 1 external provider; tool surface declared; provenance unknown.
MCP: Declared
Deps: 1
Tools: 4
Provenance: Unknown
|
|
LlamaIndex
run-llama/llama_index
|
#164 46.7/100 |
#153 48.5/100 |
+11 |
46.7
→
48.5
adj +1.8
|
MCP declared; 3 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Match
|
|
Opik
comet-ml/opik
|
#165 46.6/100 |
#154 47.5/100 |
+11 |
46.6
→
47.5
adj +0.9
|
MCP declared; 4 external providers; tool surface declared; provenance partial.
MCP: Declared
Deps: 4
Tools: 1
Provenance: Partial
|
|
Quivr
QuivrHQ/quivr
|
#166 46.3/100 |
#168 43.9/100 |
-2 |
46.3
→
43.9
adj -2.4
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 2
Provenance: Unknown
|
|
Agent-E
EmergenceAI/agent-e
|
#167 45.7/100 |
#180 40.6/100 |
-13 |
45.7
→
40.6
adj -5.1
|
MCP none; 5 external providers; tool surface extension based; provenance not applicable.
MCP: None
Deps: 5
Tools: 5
Provenance: Not Applicable
|
|
MetaGPT
geekan/MetaGPT
|
#168 45.5/100 |
#167 44.3/100 |
+1 |
45.5
→
44.3
adj -1.2
|
MCP none; 7 external providers; tool surface none; provenance match.
MCP: None
Deps: 7
Tools: 4
Provenance: Match
|
|
RA.Aid
ai-christianson/RA.Aid
|
#169 44.6/100 |
#164 45.4/100 |
+5 |
44.6
→
45.4
adj +0.8
|
MCP declared; 5 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 5
Tools: 3
Provenance: Match
|
|
Fedml
FedML-AI/FedML
|
#170 44.3/100 |
#160 46.2/100 |
+10 |
44.3
→
46.2
adj +1.9
|
MCP none; 2 external providers; tool surface marketplace; provenance match.
MCP: None
Deps: 2
Tools: 2
Provenance: Match
|
|
UI-TARS
bytedance/UI-TARS
|
#171 43.4/100 |
#172 42.5/100 |
-1 |
43.4
→
42.5
adj -0.9
|
MCP none; 1 external provider; tool surface declared; provenance unknown.
MCP: None
Deps: 1
Tools: 2
Provenance: Unknown
|
|
OpenCUA
xlang-ai/OpenCUA
|
#172 43.1/100 |
#173 42.5/100 |
-1 |
43.1
→
42.5
adj -0.6
|
MCP none; 1 external provider; tool surface declared; provenance not applicable.
MCP: None
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
STORM
stanford-oval/storm
|
#173 42.2/100 |
#170 43.5/100 |
+3 |
42.2
→
43.5
adj +1.3
|
MCP none; 2 external providers; tool surface declared; provenance match.
MCP: None
Deps: 2
Tools: 3
Provenance: Match
|
|
Deep Agents
langchain-ai/deepagents
|
#174 41.9/100 |
#166 44.7/100 |
+8 |
41.9
→
44.7
adj +2.8
|
MCP implemented; 5 external providers; tool surface none; provenance match.
MCP: Implemented
Deps: 5
Tools: 4
Provenance: Match
|
|
Activepieces
activepieces/activepieces
|
#175 41.7/100 |
#182 39.9/100 |
-7 |
41.7
→
39.9
adj -1.8
|
MCP implemented; 5 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 5
Tools: 5
Provenance: Unknown
|
|
Sweep
sweepai/sweep
|
#176 41.7/100 |
#174 42.5/100 |
+2 |
41.7
→
42.5
adj +0.8
|
MCP none; 5 external providers; tool surface declared; provenance match.
MCP: None
Deps: 5
Tools: 3
Provenance: Match
|
|
Leon
leon-ai/leon
|
#177 41.5/100 |
#183 39.8/100 |
-6 |
41.5
→
39.8
adj -1.7
|
MCP none; 2 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 2
Tools: 3
Provenance: Unknown
|
|
Vellum Assistant
vellum-ai/vellum-assistant
|
#178 41.1/100 |
#184 38.9/100 |
-6 |
41.1
→
38.9
adj -2.2
|
MCP none; 3 external providers; tool surface declared; provenance unknown.
MCP: None
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Agenta
Agenta-AI/agenta
|
#179 40.7/100 |
#171 43.3/100 |
+8 |
40.7
→
43.3
adj +2.6
|
MCP declared; 4 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 4
Tools: 2
Provenance: Match
|
|
Lingxi
lingxi-agent/Lingxi
|
#180 40.5/100 |
#186 38.1/100 |
-6 |
40.5
→
38.1
adj -2.4
|
MCP none; 2 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 2
Tools: 2
Provenance: Not Applicable
|
|
agentmemory
rohitg00/agentmemory
|
#181 40.0/100 |
#181 40.0/100 |
0 |
40.0
→
40.0
adj +0.0
|
MCP implemented; 6 external providers; tool surface marketplace; provenance match.
MCP: Implemented
Deps: 6
Tools: 5
Provenance: Match
|
|
Continue
continuedev/continue
|
#182 39.7/100 |
#199 32.3/100 |
-17 |
39.7
→
32.3
adj -7.4
|
MCP declared; 4 external providers; tool surface marketplace; provenance warning.
MCP: Declared
Deps: 4
Tools: 3
Provenance: Warning
|
|
PromptFlow
microsoft/promptflow
|
#183 39.3/100 |
#176 41.5/100 |
+7 |
39.3
→
41.5
adj +2.2
|
MCP none; 2 external providers; tool surface marketplace; provenance match.
MCP: None
Deps: 2
Tools: 1
Provenance: Match
|
|
TruLens
truera/trulens
|
#184 39.0/100 |
#178 41.1/100 |
+6 |
39.0
→
41.1
adj +2.1
|
MCP declared; 5 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 5
Tools: 2
Provenance: Match
|
|
Devika
stitionai/devika
|
#185 38.8/100 |
#190 36.3/100 |
-5 |
38.8
→
36.3
adj -2.5
|
MCP none; 3 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 3
Tools: 4
Provenance: Not Applicable
|
|
Eliza
elizaOS/eliza
|
#186 38.5/100 |
#194 34.4/100 |
-8 |
38.5
→
34.4
adj -4.1
|
MCP declared; 5 external providers; tool surface extension based; provenance unknown.
MCP: Declared
Deps: 5
Tools: 5
Provenance: Unknown
|
|
PraisonAI
MervinPraison/PraisonAI
|
#187 38.1/100 |
#185 38.3/100 |
+2 |
38.1
→
38.3
adj +0.2
|
MCP implemented; 9 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 9
Tools: 5
Provenance: Match
|
|
CodeWhale
Hmbown/CodeWhale
|
#188 38.0/100 |
#177 41.5/100 |
+11 |
38.0
→
41.5
adj +3.5
|
MCP declared; 1 external provider; tool surface extension based; provenance match.
MCP: Declared
Deps: 1
Tools: 3
Provenance: Match
|
|
OpenSSA
aitomatic/openssa
|
#189 38.0/100 |
#179 40.9/100 |
+10 |
38.0
→
40.9
adj +2.9
|
MCP none; 2 external providers; tool surface none; provenance match.
MCP: None
Deps: 2
Tools: 2
Provenance: Match
|
|
Webarena
web-arena-x/webarena
|
#190 37.5/100 |
#193 35.3/100 |
-3 |
37.5
→
35.3
adj -2.2
|
MCP none; 1 external provider; tool surface declared; provenance not applicable.
MCP: None
Deps: 1
Tools: 3
Provenance: Not Applicable
|
|
JARVIS / HuggingGPT
microsoft/JARVIS
|
#191 37.4/100 |
#191 36.1/100 |
0 |
37.4
→
36.1
adj -1.3
|
MCP none; 1 external provider; tool surface none; provenance not applicable.
MCP: None
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
LocalAI
mudler/LocalAI
|
#192 37.0/100 |
#189 36.8/100 |
+3 |
37.0
→
36.8
adj -0.2
|
MCP implemented; 3 external providers; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 3
Tools: 3
Provenance: Not Applicable
|
|
OpenHuman
tinyhumansai/openhuman
|
#193 36.6/100 |
#201 30.8/100 |
-8 |
36.6
→
30.8
adj -5.8
|
MCP declared; 1 external provider; tool surface declared; provenance warning.
MCP: Declared
Deps: 1
Tools: 6
Provenance: Warning
|
|
SwarmZero
swarmzero/swarmzero
|
#194 36.6/100 |
#192 36.0/100 |
+2 |
36.6
→
36.0
adj -0.6
|
MCP none; 8 external providers; tool surface none; provenance match.
MCP: None
Deps: 8
Tools: 2
Provenance: Match
|
|
Kimi Code
MoonshotAI/kimi-code
|
#195 34.9/100 |
#196 34.0/100 |
-1 |
34.9
→
34.0
adj -0.9
|
MCP declared; 0 external providers; tool surface marketplace; provenance not applicable.
MCP: Declared
Tools: 3
Provenance: Not Applicable
|
|
BeeAI Framework
i-am-bee/beeai-framework
|
#196 34.9/100 |
#187 37.7/100 |
+9 |
34.9
→
37.7
adj +2.8
|
MCP implemented; 5 external providers; tool surface declared; provenance match.
MCP: Implemented
Deps: 5
Tools: 3
Provenance: Match
|
|
AgentOps
agentops-ai/agentops
|
#197 34.8/100 |
#188 36.9/100 |
+9 |
34.8
→
36.9
adj +2.1
|
MCP declared; 3 external providers; tool surface declared; provenance match.
MCP: Declared
Deps: 3
Tools: 2
Provenance: Match
|
|
Bolt
stackblitz/bolt.new
|
#198 34.8/100 |
#203 28.6/100 |
-5 |
34.8
→
28.6
adj -6.2
|
MCP none; 1 external provider; tool surface none; provenance warning.
MCP: None
Deps: 1
Tools: 4
Provenance: Warning
|
|
Open Operator
browserbase/open-operator
|
#199 34.5/100 |
#200 31.9/100 |
-1 |
34.5
→
31.9
adj -2.6
|
MCP none; 3 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 3
Tools: 2
Provenance: Not Applicable
|
|
Agent Laboratory
SamuelSchmidgall/AgentLaboratory
|
#200 34.0/100 |
#198 32.7/100 |
+2 |
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
|
#201 32.8/100 |
#202 30.2/100 |
-1 |
32.8
→
30.2
adj -2.6
|
MCP none; 3 external providers; tool surface marketplace; provenance unknown.
MCP: None
Deps: 3
Tools: 2
Provenance: Unknown
|
|
Lagent
InternLM/lagent
|
#202 31.9/100 |
#195 34.3/100 |
+7 |
31.9
→
34.3
adj +2.4
|
MCP none; 1 external provider; tool surface none; provenance match.
MCP: None
Deps: 1
Tools: 2
Provenance: Match
|
|
BabyAGI
yoheinakajima/babyagi
|
#203 31.7/100 |
#197 33.8/100 |
+6 |
31.7
→
33.8
adj +2.1
|
MCP none; 1 external provider; tool surface declared; provenance match.
MCP: None
Deps: 1
Tools: 2
Provenance: Match
|
|
OpenManus
FoundationAgents/OpenManus
|
#204 28.9/100 |
#209 23.0/100 |
-5 |
28.9
→
23.0
adj -5.9
|
MCP declared; 3 external providers; tool surface none; provenance warning.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Warning
|
|
Agency Agents
msitarzewski/agency-agents
|
#205 27.5/100 |
#205 25.6/100 |
0 |
27.5
→
25.6
adj -1.9
|
MCP declared; 3 external providers; tool surface marketplace; provenance not applicable.
MCP: Declared
Deps: 3
Tools: 3
Provenance: Not Applicable
|
|
mcp-agent
lastmile-ai/mcp-agent
|
#206 26.9/100 |
#206 25.2/100 |
0 |
26.9
→
25.2
adj -1.7
|
MCP implemented; 4 external providers; tool surface declared; provenance unknown.
MCP: Implemented
Deps: 4
Tools: 3
Provenance: Unknown
|
|
InsForge
InsForge/InsForge
|
#207 25.5/100 |
#204 25.8/100 |
+3 |
25.5
→
25.8
adj +0.3
|
MCP implemented; 2 external providers; tool surface declared; provenance not applicable.
MCP: Implemented
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
PearAI
trypear/pearai-master
|
#208 25.3/100 |
#207 25.0/100 |
+1 |
25.3
→
25.0
adj -0.3
|
MCP none; 1 external provider; tool surface none; provenance not applicable.
MCP: None
Deps: 1
Tools: 1
Provenance: Not Applicable
|
|
TEN Framework
TEN-framework/ten-framework
|
#209 25.1/100 |
#210 22.9/100 |
-1 |
25.1
→
22.9
adj -2.2
|
MCP none; 1 external provider; tool surface extension based; provenance not applicable.
MCP: None
Deps: 1
Tools: 2
Provenance: Not Applicable
|
|
AIlice
myshell-ai/AIlice
|
#210 25.0/100 |
#208 23.5/100 |
+2 |
25.0
→
23.5
adj -1.5
|
MCP implemented; 3 external providers; tool surface extension based; provenance unknown.
MCP: Implemented
Deps: 3
Tools: 3
Provenance: Unknown
|
|
Plandex
plandex-ai/plandex
|
#211 23.6/100 |
#211 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
|
|
Agent-S
simular-ai/Agent-S
|
#212 21.0/100 |
#212 17.9/100 |
0 |
21.0
→
17.9
adj -3.1
|
MCP none; 4 external providers; tool surface none; provenance not applicable.
MCP: None
Deps: 4
Tools: 2
Provenance: Not Applicable
|
|
auto-deep-researcher-24x7
Xiangyue-Zhang/auto-deep-researcher-24x7
|
#213 20.0/100 |
#213 17.3/100 |
0 |
20.0
→
17.3
adj -2.7
|
MCP none; 2 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 2
Tools: 3
Provenance: Not Applicable
|
|
MolmoWeb
allenai/molmoweb
|
#214 17.6/100 |
#216 13.9/100 |
-2 |
17.6
→
13.9
adj -3.7
|
MCP none; 4 external providers; tool surface declared; provenance not applicable.
MCP: None
Deps: 4
Tools: 3
Provenance: Not Applicable
|
|
MindSearch
InternLM/MindSearch
|
#215 16.8/100 |
#215 14.9/100 |
0 |
16.8
→
14.9
adj -1.9
|
MCP none; 1 external provider; tool surface none; provenance not applicable.
MCP: None
Deps: 1
Tools: 3
Provenance: Not Applicable
|
|
Antigravity CLI
google-antigravity/antigravity-cli
|
#216 16.4/100 |
#214 15.8/100 |
+2 |
16.4
→
15.8
adj -0.6
|
MCP none; 0 external providers; tool surface declared; provenance not applicable.
MCP: None
Tools: 1
Provenance: Not Applicable
|