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 | 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 |