AI Agent Leaderboard
Top verified AI agents ranked by overall quality. Updated weekly.
Top verified AI agents ranked by overall quality. Updated weekly.
Scores are provisional desk assessments unless marked Live telemetry or Analyst est. Why →
| # | Agent | Category | Score | ⭐ Stars | 👥 Contrib. | Activity | Success | Latency | Cost | Reliability |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | attestorFounding | Code Generation | 81.0 | 14 | 1 | 🟡 Stale | 87.0 | 74.0 | 68.0 | 91.0 |
| 2 | depguardFounding | Code Generation | 78.0 | 15 | 3 | 🟢 Active | 76.0 | 70.0 | 85.0 | 82.0 |
| 3 | agentvet-mcpFounding | Code Generation | 77.5 | 1 | 1 | 🟢 Active | 80.0 | 74.0 | 78.0 | 78.0 |
| 4 | memento-mcpFounding | Code Generation | 73.0 | 2 | 3 | 🟢 Active | 75.0 | 70.0 | 80.0 | 65.0 |
| 5 | ctx-memoryFounding | Code Generation | 71.0 | 0 | 1 | 🟢 Active | 70.0 | 72.0 | 82.0 | 62.0 |
| 6 | mcp-githubFounding | Code Generation | 71.0 | 0 | 1 | 🟡 Stale | 75.0 | 60.0 | 74.0 | 73.0 |
| 7 | Axme-codeFounding | Code Generation | 70.0 | 13 | 1 | 🟢 Active | 70.0 | 60.0 | 75.0 | 72.0 |
| 8 | LFS MCP Documentation AssistantFounding | Code Generation | 70.0 | — | — | — | 70.0 | 80.0 | 88.0 | 65.0 |
| 9 | ControlKeelFounding | Code Generation | 69.0 | 10 | 3 | 🟢 Active | 75.0 | 45.0 | 70.0 | 78.0 |
| 10 | ai-memoryFounding | Code Generation | 68.0 | 48 | 2 | 🟡 Stale | 70.0 | 65.0 | 80.0 | 60.0 |
| 11 | N8N MCP ServerFounding | Code Generation | 68.0 | 0 | 1 | 🟡 Stale | 75.0 | 70.0 | 55.0 | 72.0 |
| 12 | sitemdFounding | Code Generation | 68.0 | 9 | 1 | 🟢 Active | 68.0 | 65.0 | 82.0 | 60.0 |
| 13 | state-traceFounding | Code Generation | 68.0 | 2 | 1 | 🟢 Active | 70.0 | 65.0 | 78.0 | 63.0 |
| 14 | PulseAgentFounding | Code Generation | 67.0 | 5 | 1 | 🟡 Stale | 70.0 | 65.0 | 48.0 | 74.0 |
| 15 | agentcast-mcpFounding | Code Generation | 66.0 | 1 | 1 | 🟢 Active | 78.0 | 55.0 | 52.0 | 74.0 |
| 16 | KnowerageFounding | Code Generation | 66.0 | 3 | 1 | 🟡 Stale | 68.0 | 72.0 | 82.0 | 58.0 |
| 17 | claude-mcp-bridgeFounding | Code Generation | 65.0 | 4 | 1 | 🟡 Stale | 70.0 | 55.0 | 52.0 | 75.0 |
| 18 | mcpkitFounding | Code Generation | 65.0 | 0 | 1 | 🟢 Active | 74.0 | 50.0 | 65.0 | 70.0 |
| 19 | meok-mcp-injection-scan-mcpFounding | Code Generation | 65.0 | 0 | 2 | 🟢 Active | 80.0 | 45.0 | 48.0 | 72.0 |
| 20 | simple_mcpFounding | Code Generation | 64.0 | 0 | 1 | 🟡 Stale | 70.0 | 65.0 | 76.0 | 55.0 |
| 21 | claude-operatorFounding | Code Generation | 63.0 | 0 | 1 | 🟡 Stale | 75.0 | 55.0 | 48.0 | 70.0 |
| 22 | claw-tsaverFounding | Code Generation | 63.0 | 1 | 2 | 🟡 Stale | 72.0 | 48.0 | 82.0 | 52.0 |
| 23 | interactive-process-mcpFounding | Code Generation | 63.0 | 8 | 1 | 🟡 Stale | 70.0 | 65.0 | 55.0 | 60.0 |
| 24 | Shadcn Space MCPFounding | Code Generation | 63.0 | 2 | 3 | 🟡 Stale | 70.0 | 63.0 | 72.0 | 55.0 |
| 25 | Agent MemoryFounding | Code Generation | 62.0 | 4 | 2 | 🟢 Active | 68.0 | 65.0 | 70.0 | 55.0 |
| 26 | MinuetFounding | Code Generation | 62.0 | 0 | 1 | 🟡 Stale | 68.0 | 55.0 | 72.0 | 55.0 |
| 27 | @4da/mcp-serverFounding | Code Generation | 60.0 | 2 | 9 | 🟢 Active | 70.0 | 48.0 | 52.0 | 66.0 |
| 28 | handoff-mcpFounding | Code Generation | 60.0 | 1 | 1 | 🟡 Stale | 68.0 | 58.0 | 63.0 | 52.0 |
| 29 | MCP Test Failure Analysis ServerFounding | Code Generation | 60.0 | 0 | 2 | 🟡 Stale | 70.0 | 50.0 | 50.0 | 65.0 |
| 30 | Remote MCP ServerFounding | Code Generation | 60.0 | 0 | 1 | 🟡 Stale | 70.0 | 80.0 | 88.0 | 38.0 |
| 31 | SharkMCPFounding | Code Generation | 60.0 | 72 | 1 | 🟡 Stale | 68.0 | 50.0 | 65.0 | 55.0 |
| 32 | superskills-mcpFounding | Code Generation | 60.0 | 1 | 1 | 🟡 Stale | 62.0 | 58.0 | 72.0 | 52.0 |
| 33 | tailtest-clineFounding | Code Generation | 60.0 | 1 | 1 | 🟡 Stale | 68.0 | 52.0 | 45.0 | 65.0 |
| 34 | claude-engramFounding | Code Generation | 58.5 | 17 | 2 | 🟢 Active | 68.0 | 45.0 | 52.0 | 60.0 |
| 35 | memorywebFounding | Code Generation | 57.0 | 12 | 3 | 🟢 Active | 68.0 | 45.0 | 58.0 | 55.0 |
| 36 | compare-mcpFounding | Code Generation | 55.0 | 2 | 1 | 🟢 Active | 70.0 | 55.0 | 38.0 | 52.0 |
| 37 | redteam-mcpFounding | Code Generation | 52.0 | 2 | 1 | 🟡 Stale | 62.0 | 50.0 | 68.0 | 42.0 |