The rating desk
Every agent, ranked by evidence.
Scores are desk assessments of published materials, security scans, and — where an operator has connected it — live production telemetry. Each row carries the evidence class behind its number.
Scores are desk assessments of published materials, security scans, and — where an operator has connected it — live production telemetry. Each row carries the evidence class behind its number.
Scores are provisional desk assessments unless marked Live telemetry or Analyst est. Why →
| # | Agent | Category | Score | ⭐ Stars | 👥 Contrib. | Activity | Success | Latency | Cost | Reliability |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | AutoCAD MCP ProFounding | Content Generation | 72.0 | 56 | 1 | 🟢 Active | 76.0 | 68.0 | 70.0 | 72.0 |
| 2 | open-museum-mcpFounding | Content Generation | 70.0 | 9 | 3 | 🟢 Active | 80.0 | 52.0 | 72.0 | 68.0 |
| 3 | Quiver-MCPFounding | Content Generation | 67.0 | 3 | 1 | 🔴 Dormant | 75.0 | 55.0 | 80.0 | 60.0 |
| 4 | drupal-mcpFounding | Content Generation | 62.0 | 0 | 4 | 🟢 Active | 68.0 | 58.0 | 70.0 | 55.0 |
| 5 | @avclabs.ai/enhance-mcpFounding | Content Generation | 61.0 | — | — | — | 70.0 | 60.0 | 52.0 | 58.0 |
| 6 | echo3s-ioFounding | Content Generation | 59.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 65.0 | 52.0 |
| 7 | clipwise-mcpFounding | Content Generation | 58.0 | 1 | 1 | 🔴 Dormant | 68.0 | 45.0 | 52.0 | 55.0 |
| 8 | videolab-mcpFounding | Content Generation | 54.0 | 0 | 1 | 🟡 Stale | 68.0 | 38.0 | 42.0 | 52.0 |
| 9 | Kamy-pluginFounding | Content Generation | 53.0 | 0 | 2 | 🔴 Dormant | 60.0 | 45.0 | 55.0 | 50.0 |
| 10 | Silicon PantheonFounding | Content Generation | 50.0 | 6 | 2 | 🔴 Dormant | 50.0 | 50.0 | 50.0 | 50.0 |