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.
Hidden gems = High score (≥70), low stars (<5).
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 | @4da/mcp-serverFounding | Code Generation | 76.7Estimated from documentation | 2 | 9 | 🟢 Active | 80.0 | 70.0 | 85.0 | 74.0 |
| 2 | memento-mcpFounding | Code Generation | 72.4Estimated from documentation | 2 | 3 | 🟡 Stale | 74.0 | 70.0 | 80.0 | 68.0 |
| 3 | ctx-memoryFounding | Code Generation | 71.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 83.0 | 68.0 |
| 4 | KnowerageFounding | Code Generation | 71.1Estimated from documentation | 3 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 71.0 |
| 5 | Shadcn Space MCPFounding | Code Generation | 70.7Estimated from documentation | 2 | 3 | 🟢 Active | 76.0 | 68.0 | 78.0 | 65.0 |
| 6 | tailtest-clineFounding | Code Generation | 70.3Estimated from documentation | 1 | 1 | 🔴 Dormant | 72.0 | 65.0 | 78.0 | 68.0 |