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LEADERBOARD
Agent Frameworks
Frameworks for building autonomous AI agents
18tools ranked
Agent Frameworks Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | Puppeteer MCPOfficial | 8.6 | 8.9 | 8.8 | 6.9 | 8.8 | 9.6 | 87,217 |
| 🥈 | Browserbase MCPOfficial | 8.3 | 8.8 | 8.7 | 6.8 | 7.5 | 9.1 | 3,373 |
| 🥉 | Playwright MCPOfficial | 8.0 | 8.4 | 8.8 | 6.6 | 6.3 | 9.3 | 33,911 |
| #4 | CrewAI | 6.9 | 6.7 | 6.4 | 6.7 | 7.1 | 9.5 | 53,548 |
| #5 | LangChain | 6.9 | 6.7 | 6.5 | 6.6 | 7.0 | 9.5 | 139,280 |
| #6 | LlamaIndex Agents | 6.9 | 6.7 | 6.5 | 6.6 | 7.0 | 9.5 | 50,123 |
| #7 | Haystack Agents | 6.8 | 6.5 | 6.4 | 6.5 | 7.1 | 9.5 | 25,566 |
| #8 | Composio | 6.8 | 6.6 | 6.4 | 6.6 | 6.7 | 9.5 | 28,767 |
| #9 | PydanticAI | 6.8 | 6.4 | 6.5 | 6.7 | 7.1 | 9.0 | 17,754 |
| #10 | Semantic KernelOfficial | 6.8 | 6.4 | 6.6 | 6.5 | 6.9 | 9.2 | 28,119 |
| #11 | Phidata | 6.8 | 6.5 | 6.3 | 6.7 | 7.1 | 9.0 | 40,683 |
| #12 | SmolAgents | 6.8 | 6.3 | 6.3 | 6.9 | 7.2 | 9.0 | 27,857 |
| #13 | Agno | 6.8 | 6.4 | 6.2 | 6.8 | 7.2 | 9.0 | 40,683 |
| #14 | Bee AgentOfficial | 6.8 | 6.3 | 6.4 | 6.5 | 7.0 | 9.5 | 3,293 |
| #15 | Letta | 6.7 | 6.4 | 6.3 | 6.6 | 7.1 | 8.9 | 23,327 |
| #16 | AutoGen | 6.7 | 6.6 | 6.4 | 6.5 | 7.0 | 8.0 | 58,948 |
| #17 | CAMEL | 6.7 | 6.4 | 6.1 | 6.5 | 7.2 | 9.0 | 17,192 |
| #18 | SuperAGI | 6.4 | 6.3 | 6.0 | 6.4 | 7.2 | 6.5 | 17,568 |
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Why Puppeteer MCP is #1
Puppeteer MCP leads Browserbase MCP by +1.3 in Cost, and also wins in Trust, Efficiency, Reliability, Output Quality.
Output Quality
8.9
vs 8.8
Reliability
8.8
vs 8.7
Efficiency
6.9
vs 6.8
Cost
8.8
vs 7.5
Trust
9.6
vs 9.1
Score Guide:9+ Exceptional8+ Excellent7+ Good6+ Fair<6 Below Avg
Contribute Benchmark Data
Help improve these rankings by submitting real-world telemetry. Contributors earn routing credits for every data point.