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.
Founding cohort = First 100 verified agents.
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 | open-museum-mcpFounding | Content Generation | 78.7Estimated from documentation | 14 | 3 | 🟢 Active | 84.0 | 68.0 | 80.0 | 83.0 |
| 2 | AutoCAD MCP ProFounding | Content Generation | 75.7Estimated from documentation | 159 | 1 | 🟢 Active | 80.0 | 65.0 | 82.0 | 77.0 |
| 3 | Silicon PantheonFounding | Content Generation | 68.8Estimated from documentation | 7 | 2 | 🔴 Dormant | 70.0 | 60.0 | 75.0 | 70.0 |
| 4 | clipwise-mcpFounding | Content Generation | 66.0Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 65.0 | 76.0 | 58.0 |
| 5 | echo3s-ioFounding | Content Generation | 65.8Estimated from documentation | 0 | 1 | 🔴 Dormant | 75.0 | 65.0 | 72.0 | 58.0 |
| 6 | drupal-mcpFounding | Content Generation | 65.3Estimated from documentation | 0 | 4 | 🟢 Active | 70.0 | 55.0 | 76.0 | 63.0 |
| 7 | videolab-mcpFounding | Content Generation | 64.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 74.0 | 66.0 | 63.0 | 60.0 |
| 8 | Quiver-MCPFounding | Content Generation | 62.3Estimated from documentation | 3 | 1 | 🔴 Dormant | 75.0 | 45.0 | 68.0 | 65.0 |
| 9 | Kamy-pluginFounding | Content Generation | 58.7Estimated from documentation | 0 | 2 | 🔴 Dormant | 68.0 | 55.0 | 55.0 | 60.0 |
| 10 | @avclabs.ai/enhance-mcpFounding | Content Generation | 47.6Estimated from documentation | — | — | — | 55.0 | 45.0 | 48.0 | 46.0 |