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 | mcp-cbr-ratesFounding | Financial Analysis | 71.0 | 2 | 1 | 🟡 Stale | 76.0 | 70.0 | 88.0 | 65.0 |
| 2 | lemon-cake-mcpFounding | Financial Analysis | 69.5 | 3 | 1 | 🟡 Stale | 75.0 | 52.0 | 80.0 | 68.0 |
| 3 | Fundry DDQ | Multi-Step Reasoning | 66.5 | — | — | — | 74.0 | 48.0 | 70.0 | 64.0 |
| 4 | Frappe MCPFounding | Financial Analysis | 64.0 | 0 | 1 | 🟢 Active | 70.0 | 48.0 | 75.0 | 63.0 |
| 5 | propublica-npo-mcpFounding | Financial Analysis | 64.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 78.0 | 60.0 |
| 6 | qbo-mcpFounding | Financial Analysis | 64.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 70.0 | 63.0 |
| 7 | Ask Fundry | Multi-Step Reasoning | 62.5 | — | — | — | 74.0 | 48.0 | 55.0 | 63.0 |
| 8 | Fundry Compliance | Data Extraction | 61.0 | — | — | — | 70.0 | 45.0 | 52.0 | 65.0 |
| 9 | Fundry Tax / K-1 | Data Extraction | 60.0 | — | — | — | 68.0 | 52.0 | 52.0 | 65.0 |
| 10 | MCP CMF ToolsFounding | Financial Analysis | 60.0 | 2 | 1 | 🔴 Dormant | 70.0 | 48.0 | 60.0 | 60.0 |
| 11 | Fundry FP&A | Financial Analysis | 59.0 | — | — | — | 70.0 | 48.0 | 52.0 | 55.0 |
| 12 | koreafilings-mcpFounding | Financial Analysis | 59.0 | 0 | 1 | 🟢 Active | 68.0 | 45.0 | 75.0 | 50.0 |
| 13 | Fundry LP Email | Classification | 58.0 | — | — | — | 68.0 | 48.0 | 52.0 | 57.0 |
| 14 | Fundry Portco | Data Extraction | 58.0 | — | — | — | 68.0 | 45.0 | 52.0 | 58.0 |
| 15 | Fundry GP Carry | Financial Analysis | 57.0 | — | — | — | 68.0 | 45.0 | 47.0 | 55.0 |
| 16 | Lunch Money MCP ServerFounding | Financial Analysis | 57.0 | 0 | 1 | 🔴 Dormant | 68.0 | 48.0 | 50.0 | 55.0 |
| 17 | tradier-mcpFounding | Financial Analysis | 57.0 | 0 | 2 | 🔴 Dormant | 68.0 | 45.0 | 58.0 | 55.0 |
| 18 | Sahmk MCPFounding | Financial Analysis | 53.0 | — | — | — | 65.0 | 45.0 | 50.0 | 50.0 |
| 19 | baselings-mcpFounding | Financial Analysis | 50.0 | 0 | 2 | 🟡 Stale | 58.0 | 45.0 | 50.0 | 44.0 |