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.
Trending = 10+ GitHub stars.
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 | File Organizer MCPFounding | Multi-Step Reasoning | 82.0Estimated from documentation | 46 | 1 | 🟢 Active | 83.0 | 72.0 | 87.0 | 85.0 |
| 2 | depguardFounding | Code Generation | 81.7Estimated from documentation | 15 | 3 | 🟢 Active | 87.0 | 74.0 | 83.0 | 84.0 |
| 3 | open-museum-mcpFounding | Content Generation | 78.7Estimated from documentation | 14 | 3 | 🟢 Active | 84.0 | 68.0 | 80.0 | 83.0 |
| 4 | mcp-apple-notesFounding | Multi-Step Reasoning | 78.2Estimated from documentation | 14 | 2 | 🔴 Dormant | 80.0 | 68.0 | 93.0 | 74.0 |
| 5 | attestorFounding | Code Generation | 77.2Estimated from documentation | 14 | 1 | 🟡 Stale | 80.0 | 68.0 | 75.0 | 84.0 |
| 6 | multi-gmail-mcpFounding | Multi-Step Reasoning | 76.2Estimated from documentation | 19 | 2 | 🟡 Stale | 80.0 | 70.0 | 83.0 | 74.0 |
| 7 | memorywebFounding | Code Generation | 76.1Estimated from documentation | 14 | 3 | 🟢 Active | 76.0 | 68.0 | 83.0 | 77.0 |
| 8 | AutoCAD MCP ProFounding | Content Generation | 75.7Estimated from documentation | 159 | 1 | 🟢 Active | 80.0 | 65.0 | 82.0 | 77.0 |
| 9 | Axme-codeFounding | Code Generation | 75.0Estimated from documentation | 14 | 1 | 🟡 Stale | 78.0 | 68.0 | 80.0 | 75.0 |
| 10 | korean-people-personaFounding | Data Extraction | 74.2Estimated from documentation | 24 | 1 | 🔴 Dormant | 80.0 | 68.0 | 80.0 | 72.0 |
| 11 | ControlKeelFounding | Code Generation | 73.3Estimated from documentation | 10 | 8 | 🟢 Active | 74.0 | 70.0 | 78.0 | 72.0 |
| 12 | korean-law-alio-mcpFounding | Legal Summarization | 73.2Estimated from documentation | 23 | 1 | 🟡 Stale | 80.0 | 68.0 | 76.0 | 72.0 |
| 13 | SharkMCPFounding | Code Generation | 72.0Estimated from documentation | 76 | 1 | 🔴 Dormant | 82.0 | 70.0 | 78.0 | 65.0 |
| 14 | ai-memoryFounding | Code Generation | 69.8Estimated from documentation | 43 | 2 | 🔴 Dormant | 72.0 | 58.0 | 80.0 | 70.0 |
| 15 | FNS Check MCP ServerFounding | Legal Summarization | 67.5Estimated from documentation | 15 | 1 | 🟡 Stale | 68.0 | 63.0 | 85.0 | 58.0 |
| 16 | patsnap-biology-modalityFounding | Multi-Step Reasoning | 58.0Estimated from documentation | 69 | 6 | 🟡 Stale | 65.0 | 55.0 | 50.0 | 63.0 |