Scores are desk assessments of published materials; security scans are shown separately, and no score here uses production telemetry. Each row carries the evidence class behind its number.
Last update: 19 October 2026. Scores are re-assessed every week against each agent's public materials; changes of more than 5 points are checked by a person before they publish. We are not adding new agents right now.
Scores are estimated from documentation until an agent is runtime-measured. Methodology v2.6.0 rev 1.27.
Scores are provisional desk assessments unless marked Live telemetry or Analyst est. Why →
| # | Agent | Category | Score | ⭐ Stars | 👥 Contrib. | Activity | Success | Latency | Cost | Reliability |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | depguardFounding | Code Generation | 81.7Estimated from documentation | 15 | 3 | 🟢 Active | 87.0 | 74.0 | 83.0 | 84.0 |
| 2 | attestorFounding | Code Generation | 77.2Estimated from documentation | 14 | 1 | 🟡 Stale | 80.0 | 68.0 | 75.0 | 84.0 |
| 3 | claude-mcp-bridgeFounding | Code Generation | 76.7Estimated from documentation | 7 | 1 | 🟢 Active | 80.0 | 68.0 | 76.0 | 82.0 |
| 4 | @4da/mcp-serverFounding | Code Generation | 76.7Estimated from documentation | 2 | 9 | 🟢 Active | 80.0 | 70.0 | 85.0 | 74.0 |
| 5 | memorywebFounding | Code Generation | 76.1Estimated from documentation | 14 | 3 | 🟢 Active | 76.0 | 68.0 | 83.0 | 77.0 |
| 6 | Axme-codeFounding | Code Generation | 75.0Estimated from documentation | 14 | 1 | 🟡 Stale | 78.0 | 68.0 | 80.0 | 75.0 |
| 7 | Agent MemoryFounding | Code Generation | 74.8Estimated from documentation | 6 | 3 | 🟢 Active | 76.0 | 70.0 | 83.0 | 72.0 |
| 8 | interactive-process-mcpFounding | Code Generation | 74.3Estimated from documentation | 8 | 1 | 🔴 Dormant | 80.0 | 70.0 | 74.0 | 75.0 |
| 9 | ControlKeelFounding | Code Generation | 73.3Estimated from documentation | 10 | 8 | 🟢 Active | 74.0 | 70.0 | 78.0 | 72.0 |
| 10 | LFS MCP Documentation AssistantFounding | Code Generation | 72.8Estimated from documentation | — | — | — | 70.0 | 75.0 | 83.0 | 65.0 |
| 11 | memento-mcpFounding | Code Generation | 72.4Estimated from documentation | 2 | 3 | 🟡 Stale | 74.0 | 70.0 | 80.0 | 68.0 |
| 12 | SharkMCPFounding | Code Generation | 72.0Estimated from documentation | 76 | 1 | 🔴 Dormant | 82.0 | 70.0 | 78.0 | 65.0 |
| 13 | ctx-memoryFounding | Code Generation | 71.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 83.0 | 68.0 |
| 14 | KnowerageFounding | Code Generation | 71.1Estimated from documentation | 3 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 71.0 |
| 15 | Shadcn Space MCPFounding | Code Generation | 70.7Estimated from documentation | 2 | 3 | 🟢 Active | 76.0 | 68.0 | 78.0 | 65.0 |
| 16 | tailtest-clineFounding | Code Generation | 70.3Estimated from documentation | 1 | 1 | 🔴 Dormant | 72.0 | 65.0 | 78.0 | 68.0 |
| 17 | ai-memoryFounding | Code Generation | 69.8Estimated from documentation | 43 | 2 | 🔴 Dormant | 72.0 | 58.0 | 80.0 | 70.0 |
| 18 | agentvet-mcpFounding | Code Generation | 69.3Estimated from documentation | 1 | 1 | 🟡 Stale | 68.0 | 75.0 | 80.0 | 58.0 |
| 19 | superskills-mcpFounding | Code Generation | 69.2Estimated from documentation | — | — | — | 68.0 | 65.0 | 80.0 | 65.0 |
| 20 | agentcast-mcpFounding | Code Generation | 68.8Estimated from documentation | 1 | 1 | 🟡 Stale | 80.0 | 74.0 | 72.0 | 58.0 |
| 21 | PulseAgentFounding | Code Generation | 68.2Estimated from documentation | 5 | 1 | 🔴 Dormant | 70.0 | 72.0 | 72.0 | 62.0 |
| 22 | state-traceFounding | Code Generation | 67.5Estimated from documentation | — | — | — | 70.0 | 65.0 | 75.0 | 63.0 |
| 23 | mcpkitFounding | Code Generation | 66.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 72.0 | 60.0 | 70.0 | 65.0 |
| 24 | simple_mcpFounding | Code Generation | 66.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 60.0 | 75.0 | 62.0 |
| 25 | mcp-githubFounding | Code Generation | 65.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 55.0 | 72.0 | 65.0 |
| 26 | handoff-mcpFounding | Code Generation | 64.2Estimated from documentation | 1 | 1 | 🔴 Dormant | 68.0 | 65.0 | 78.0 | 52.0 |
| 27 | N8N MCP ServerFounding | Code Generation | 64.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 65.0 | 62.0 | 63.0 |
| 28 | MinuetFounding | Code Generation | 62.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 55.0 | 75.0 | 55.0 |
| 29 | compare-mcpFounding | Code Generation | 61.8Estimated from documentation | 2 | 1 | 🟢 Active | 70.0 | 63.0 | 58.0 | 60.0 |
| 30 | claude-operatorFounding | Code Generation | 60.5Estimated from documentation | 0 | 2 | 🟡 Stale | 68.0 | 62.0 | 55.0 | 60.0 |
| 31 | MCP Test Failure Analysis ServerFounding | Code Generation | 60.1Estimated from documentation | 0 | 2 | 🔴 Dormant | 68.0 | 55.0 | 72.0 | 52.0 |
| 32 | claw-tsaverFounding | Code Generation | 59.8Estimated from documentation | 1 | 2 | 🔴 Dormant | 65.0 | 55.0 | 82.0 | 45.0 |
| 33 | Remote MCP ServerFounding | Code Generation | 59.5Estimated from documentation | 0 | 1 | 🔴 Dormant | 62.0 | 70.0 | 75.0 | 40.0 |
| 34 | redteam-mcpFounding | Code Generation | 56.0Estimated from documentation | 2 | 1 | 🟡 Stale | 62.0 | 50.0 | 74.0 | 45.0 |
| 35 | meok-mcp-injection-scan-mcpFounding | Code Generation | 54.5Estimated from documentation | 0 | 2 | 🟢 Active | 65.0 | 45.0 | 50.0 | 60.0 |
| 36 | claude-engramFounding | Code Generation | 53.0Estimated from documentation | — | — | — | 68.0 | 42.0 | 52.0 | 55.0 |
| 37 | sitemdFounding | Code Generation | 40.3Estimated from documentation | 9 | 1 | 🟢 Active | 30.0 | 45.0 | 70.0 | 20.0 |