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 | mcp-cbr-ratesFounding | Financial Analysis | 81.9Estimated from documentation | 1 | 2 | 🟡 Stale | 80.0 | 76.0 | 93.0 | 79.0 |
| 2 | koreafilings-mcpFounding | Financial Analysis | 76.2Estimated from documentation | 0 | 1 | 🟡 Stale | 80.0 | 68.0 | 85.0 | 74.0 |
| 3 | qbo-mcpFounding | Financial Analysis | 76.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 75.0 | 68.0 | 82.0 | 78.0 |
| 4 | propublica-npo-mcpFounding | Financial Analysis | 70.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 68.0 |
| 5 | MCP CMF ToolsFounding | Financial Analysis | 68.0Estimated from documentation | 2 | 1 | 🔴 Dormant | 68.0 | 62.0 | 85.0 | 60.0 |
| 6 | Lunch Money MCP ServerFounding | Financial Analysis | 66.5Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 75.0 | 60.0 |
| 7 | Frappe MCPFounding | Financial Analysis | 66.5Estimated from documentation | 0 | 2 | 🟢 Active | 70.0 | 65.0 | 72.0 | 62.0 |
| 8 | lemon-cake-mcpFounding | Financial Analysis | 66.0Estimated from documentation | 3 | 1 | 🔴 Dormant | 62.0 | 65.0 | 78.0 | 60.0 |
| 9 | baselings-mcpFounding | Financial Analysis | 63.7Estimated from documentation | 0 | 2 | 🔴 Dormant | 70.0 | 62.0 | 78.0 | 52.0 |
| 10 | tradier-mcpFounding | Financial Analysis | 58.5Estimated from documentation | 0 | 2 | 🔴 Dormant | 70.0 | 55.0 | 60.0 | 55.0 |
| 11 | Sahmk MCPFounding | Financial Analysis | 47.0Estimated from documentation | — | — | — | 50.0 | 45.0 | 50.0 | 45.0 |