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 | mcp-cbr-ratesFounding | Financial Analysis | 81.9Estimated from documentation | 1 | 2 | 🟡 Stale | 80.0 | 76.0 | 93.0 | 79.0 |
| 2 | @4da/mcp-serverFounding | Code Generation | 76.7Estimated from documentation | 2 | 9 | 🟢 Active | 80.0 | 70.0 | 85.0 | 74.0 |
| 3 | koreafilings-mcpFounding | Financial Analysis | 76.2Estimated from documentation | 0 | 1 | 🟡 Stale | 80.0 | 68.0 | 85.0 | 74.0 |
| 4 | qbo-mcpFounding | Financial Analysis | 76.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 75.0 | 68.0 | 82.0 | 78.0 |
| 5 | EGRUL MCP ServerFounding | Legal Summarization | 75.3Estimated from documentation | 1 | 2 | 🟡 Stale | 78.0 | 68.0 | 80.0 | 76.0 |
| 6 | etsy-mcpFounding | Data Extraction | 74.7Estimated from documentation | 0 | 1 | 🔴 Dormant | 78.0 | 65.0 | 75.0 | 80.0 |
| 7 | mcp-lad-lviv-uaFounding | Data Extraction | 73.5Estimated from documentation | 3 | 5 | 🟢 Active | 80.0 | 70.0 | 78.0 | 70.0 |
| 8 | Hostaway-mcpFounding | Data Extraction | 73.5Estimated from documentation | 4 | 1 | 🔴 Dormant | 75.0 | 68.0 | 80.0 | 72.0 |
| 9 | mcp-reunionFounding | Data Extraction | 73.5Estimated from documentation | 3 | 3 | 🟢 Active | 75.0 | 68.0 | 80.0 | 72.0 |
| 10 | memento-mcpFounding | Code Generation | 72.4Estimated from documentation | 2 | 3 | 🟡 Stale | 74.0 | 70.0 | 80.0 | 68.0 |
| 11 | ctx-memoryFounding | Code Generation | 71.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 83.0 | 68.0 |
| 12 | odoo-mcpFounding | Data Extraction | 71.2Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 74.0 | 74.0 |
| 13 | KnowerageFounding | Code Generation | 71.1Estimated from documentation | 3 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 71.0 |
| 14 | Shadcn Space MCPFounding | Code Generation | 70.7Estimated from documentation | 2 | 3 | 🟢 Active | 76.0 | 68.0 | 78.0 | 65.0 |
| 15 | tailtest-clineFounding | Code Generation | 70.3Estimated from documentation | 1 | 1 | 🔴 Dormant | 72.0 | 65.0 | 78.0 | 68.0 |
| 16 | Super Productivity MCP ServerFounding | Multi-Step Reasoning | 70.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 78.0 | 80.0 | 58.0 |
| 17 | geolabel-mcpFounding | Multi-Step Reasoning | 70.2Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 72.0 | 80.0 | 62.0 |
| 18 | SocialRouter MCP ServerFounding | Data Extraction | 70.2Estimated from documentation | 1 | 1 | 🟢 Active | 74.0 | 65.0 | 76.0 | 68.0 |
| 19 | propublica-npo-mcpFounding | Financial Analysis | 70.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 68.0 |