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 | File Organizer MCPFounding | Multi-Step Reasoning | 82.0Estimated from documentation | 46 | 1 | 🟢 Active | 83.0 | 72.0 | 87.0 | 85.0 |
| 2 | mcp-apple-notesFounding | Multi-Step Reasoning | 78.2Estimated from documentation | 14 | 2 | 🔴 Dormant | 80.0 | 68.0 | 93.0 | 74.0 |
| 3 | Manus MCPFounding | Multi-Step Reasoning | 76.8Estimated from documentation | 6 | 1 | 🔴 Dormant | 80.0 | 68.0 | 72.0 | 85.0 |
| 4 | multi-gmail-mcpFounding | Multi-Step Reasoning | 76.2Estimated from documentation | 19 | 2 | 🟡 Stale | 80.0 | 70.0 | 83.0 | 74.0 |
| 5 | Super Productivity MCP ServerFounding | Multi-Step Reasoning | 70.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 78.0 | 80.0 | 58.0 |
| 6 | geolabel-mcpFounding | Multi-Step Reasoning | 70.2Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 72.0 | 80.0 | 62.0 |
| 7 | fitbit-mcpFounding | Multi-Step Reasoning | 69.3Estimated from documentation | 2 | 4 | 🟡 Stale | 52.0 | 75.0 | 80.0 | 65.0 |
| 8 | stata-mcpFounding | Multi-Step Reasoning | 69.2Estimated from documentation | 7 | 1 | 🟡 Stale | 74.0 | 62.0 | 78.0 | 66.0 |
| 9 | Strava MCP ServerFounding | Multi-Step Reasoning | 67.8Estimated from documentation | 0 | 1 | 🔴 Dormant | 74.0 | 58.0 | 78.0 | 65.0 |
| 10 | mikuproject-mcpFounding | Multi-Step Reasoning | 65.5Estimated from documentation | 0 | 1 | 🟡 Stale | 68.0 | 62.0 | 75.0 | 60.0 |
| 11 | vision-mcpFounding | Multi-Step Reasoning | 65.4Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 60.0 | 88.0 | 52.0 |
| 12 | Devcon MCP Workshop 2026Founding | Multi-Step Reasoning | 64.2Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 62.0 | 63.0 | 65.0 |
| 13 | qURLFounding | Multi-Step Reasoning | 64.0Estimated from documentation | 4 | 6 | 🟢 Active | 70.0 | 62.0 | 58.0 | 67.0 |
| 14 | hevy-mcpFounding | Multi-Step Reasoning | 62.0Estimated from documentation | 0 | 2 | 🟡 Stale | 70.0 | 55.0 | 78.0 | 52.0 |
| 15 | sharp-on-fhir-mcpFounding | Multi-Step Reasoning | 61.0Estimated from documentation | — | — | — | 70.0 | 55.0 | 60.0 | 62.0 |
| 16 | Hotkeyless AHK MCPFounding | Multi-Step Reasoning | 59.3Estimated from documentation | 2 | 1 | 🟡 Stale | 62.0 | 58.0 | 72.0 | 50.0 |
| 17 | patsnap-biology-modalityFounding | Multi-Step Reasoning | 58.0Estimated from documentation | 69 | 6 | 🟡 Stale | 65.0 | 55.0 | 50.0 | 63.0 |
| 18 | mcp-hermesFounding | Multi-Step Reasoning | 57.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 65.0 | 52.0 | 70.0 | 48.0 |
| 19 | Fundry DDQ | Multi-Step Reasoning | 55.8Estimated from documentation | — | — | — | 70.0 | 42.0 | 55.0 | 60.0 |
| 20 | hr-faq-ragFounding | Multi-Step Reasoning | 55.5Estimated from documentation | — | — | — | 70.0 | 45.0 | 58.0 | 55.0 |
| 21 | Ask Fundry | Multi-Step Reasoning | 54.5Estimated from documentation | — | — | — | 65.0 | 52.0 | 50.0 | 55.0 |
| 22 | netbox-mcpFounding | Multi-Step Reasoning | 54.1Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 45.0 | 58.0 | 52.0 |