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 | attestorFounding | Code Generation | 81.0 | 14 | 1 | 🔴 Dormant | 87.0 | 74.0 | 68.0 | 91.0 |
| 2 | depguardFounding | Code Generation | 78.0 | 15 | 3 | 🟢 Active | 76.0 | 70.0 | 85.0 | 82.0 |
| 3 | agentvet-mcpFounding | Code Generation | 77.5 | 1 | 1 | 🟡 Stale | 80.0 | 74.0 | 78.0 | 78.0 |
| 4 | mcp-apple-notesFounding | Multi-Step Reasoning | 77.5 | 12 | 2 | 🟡 Stale | 76.0 | 78.0 | 94.0 | 70.0 |
| 5 | EGRUL MCP ServerFounding | Legal Summarization | 75.0 | 2 | 2 | 🟢 Active | 75.0 | 84.0 | 90.0 | 68.0 |
| 6 | memento-mcpFounding | Code Generation | 73.0 | 2 | 3 | 🟡 Stale | 75.0 | 70.0 | 80.0 | 65.0 |
| 7 | AutoCAD MCP ProFounding | Content Generation | 72.0 | 66 | 1 | 🟢 Active | 76.0 | 68.0 | 70.0 | 72.0 |
| 8 | File Organizer MCPFounding | Multi-Step Reasoning | 72.0 | 43 | 1 | 🟢 Active | 76.0 | 70.0 | 68.0 | 74.0 |
| 9 | ctx-memoryFounding | Code Generation | 71.0 | 0 | 1 | 🟡 Stale | 70.0 | 72.0 | 82.0 | 62.0 |
| 10 | etsy-mcpFounding | Data Extraction | 71.0 | 0 | 1 | 🔴 Dormant | 75.0 | 62.0 | 74.0 | 74.0 |
| 11 | mcp-cbr-ratesFounding | Financial Analysis | 71.0 | 2 | 1 | 🟡 Stale | 76.0 | 70.0 | 88.0 | 65.0 |
| 12 | mcp-githubFounding | Code Generation | 71.0 | 0 | 1 | 🔴 Dormant | 75.0 | 60.0 | 74.0 | 73.0 |
| 13 | Axme-codeFounding | Code Generation | 70.0 | 14 | 1 | 🟢 Active | 70.0 | 60.0 | 75.0 | 72.0 |
| 14 | LFS MCP Documentation AssistantFounding | Code Generation | 70.0 | — | — | — | 70.0 | 80.0 | 88.0 | 65.0 |
| 15 | open-museum-mcpFounding | Content Generation | 70.0 | 10 | 3 | 🟢 Active | 80.0 | 52.0 | 72.0 | 68.0 |
| 16 | lemon-cake-mcpFounding | Financial Analysis | 69.5 | 3 | 1 | 🟡 Stale | 75.0 | 52.0 | 80.0 | 68.0 |
| 17 | ControlKeelFounding | Code Generation | 69.0 | 11 | 4 | 🟢 Active | 75.0 | 45.0 | 70.0 | 78.0 |
| 18 | fitbit-mcpFounding | Multi-Step Reasoning | 69.0 | 2 | 4 | 🟢 Active | 70.0 | 65.0 | 73.0 | 68.0 |
| 19 | ai-memoryFounding | Code Generation | 68.0 | 43 | 2 | 🔴 Dormant | 70.0 | 65.0 | 80.0 | 60.0 |
| 20 | GetMonitor MCP ServerFounding | Customer Support | 68.0 | 0 | 1 | 🟢 Active | 72.0 | 50.0 | 73.0 | 70.0 |
| 21 | N8N MCP ServerFounding | Code Generation | 68.0 | 0 | 1 | 🔴 Dormant | 75.0 | 70.0 | 55.0 | 72.0 |
| 22 | sitemdFounding | Code Generation | 68.0 | 9 | 1 | 🟡 Stale | 68.0 | 65.0 | 82.0 | 60.0 |
| 23 | state-traceFounding | Code Generation | 68.0 | — | — | — | 70.0 | 65.0 | 78.0 | 63.0 |
| 24 | PulseAgentFounding | Code Generation | 67.0 | 5 | 1 | 🔴 Dormant | 70.0 | 65.0 | 48.0 | 74.0 |
| 25 | Quiver-MCPFounding | Content Generation | 67.0 | 3 | 1 | 🔴 Dormant | 75.0 | 55.0 | 80.0 | 60.0 |
| 26 | Fundry DDQ | Multi-Step Reasoning | 66.5 | — | — | — | 74.0 | 48.0 | 70.0 | 64.0 |
| 27 | aapl-ads-mcpFounding | Data Extraction | 66.0 | 1 | 1 | 🔴 Dormant | 70.0 | 48.0 | 75.0 | 65.0 |
| 28 | agentcast-mcpFounding | Code Generation | 66.0 | 1 | 1 | 🟡 Stale | 78.0 | 55.0 | 52.0 | 74.0 |
| 29 | KnowerageFounding | Code Generation | 66.0 | 3 | 1 | 🔴 Dormant | 68.0 | 72.0 | 82.0 | 58.0 |
| 30 | claude-mcp-bridgeFounding | Code Generation | 65.0 | 6 | 1 | 🟢 Active | 70.0 | 55.0 | 52.0 | 75.0 |
| 31 | FNS Check MCP ServerFounding | Legal Summarization | 65.0 | 15 | 1 | 🟢 Active | 75.0 | 45.0 | 70.0 | 62.0 |
| 32 | linkedin-campaign-manager-mcpFounding | Data Extraction | 65.0 | — | — | — | 75.0 | 45.0 | 68.0 | 62.0 |
| 33 | mcpkitFounding | Code Generation | 65.0 | 0 | 1 | 🟡 Stale | 74.0 | 50.0 | 65.0 | 70.0 |
| 34 | meok-mcp-injection-scan-mcpFounding | Code Generation | 65.0 | 0 | 2 | 🟡 Stale | 80.0 | 45.0 | 48.0 | 72.0 |
| 35 | Super Productivity MCP ServerFounding | Multi-Step Reasoning | 65.0 | 0 | 1 | 🔴 Dormant | 70.0 | 78.0 | 55.0 | 62.0 |
| 36 | Frappe MCPFounding | Financial Analysis | 64.0 | 0 | 1 | 🟡 Stale | 70.0 | 48.0 | 75.0 | 63.0 |
| 37 | mcp-lad-lviv-uaFounding | Data Extraction | 64.0 | 3 | 4 | 🟢 Active | 70.0 | 65.0 | 73.0 | 55.0 |
| 38 | propublica-npo-mcpFounding | Financial Analysis | 64.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 78.0 | 60.0 |
| 39 | qbo-mcpFounding | Financial Analysis | 64.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 70.0 | 63.0 |
| 40 | simple_mcpFounding | Code Generation | 64.0 | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 76.0 | 55.0 |
| 41 | stata-mcpFounding | Multi-Step Reasoning | 64.0 | 7 | 1 | 🟢 Active | 68.0 | 52.0 | 75.0 | 60.0 |
| 42 | claude-operatorFounding | Code Generation | 63.0 | 0 | 1 | 🔴 Dormant | 75.0 | 55.0 | 48.0 | 70.0 |
| 43 | claw-tsaverFounding | Code Generation | 63.0 | 1 | 2 | 🔴 Dormant | 72.0 | 48.0 | 82.0 | 52.0 |
| 44 | Google Analytics MCP ServerFounding | Data Extraction | 63.0 | — | — | — | 70.0 | 65.0 | 73.0 | 52.0 |
| 45 | hr-faq-ragFounding | Multi-Step Reasoning | 63.0 | — | — | — | 70.0 | 48.0 | 58.0 | 65.0 |
| 46 | interactive-process-mcpFounding | Code Generation | 63.0 | 8 | 1 | 🔴 Dormant | 70.0 | 65.0 | 55.0 | 60.0 |
| 47 | miniMCPFounding | Data Extraction | 63.0 | 0 | 1 | 🔴 Dormant | 62.0 | 70.0 | 88.0 | 52.0 |
| 48 | sellercloud-mcpFounding | Data Extraction | 63.0 | 0 | 1 | 🔴 Dormant | 68.0 | 65.0 | 72.0 | 55.0 |
| 49 | Shadcn Space MCPFounding | Code Generation | 63.0 | 3 | 3 | 🟡 Stale | 70.0 | 63.0 | 72.0 | 55.0 |
| 50 | SubDownloadFounding | Data Extraction | 63.0 | 4 | 1 | 🔴 Dormant | 68.0 | 65.0 | 72.0 | 55.0 |
| 51 | vision-mcpFounding | Multi-Step Reasoning | 63.0 | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 75.0 | 52.0 |
| 52 | Ask Fundry | Multi-Step Reasoning | 62.5 | — | — | — | 74.0 | 48.0 | 55.0 | 63.0 |
| 53 | Agent MemoryFounding | Code Generation | 62.0 | 4 | 2 | 🟢 Active | 68.0 | 65.0 | 70.0 | 55.0 |
| 54 | drupal-mcpFounding | Content Generation | 62.0 | 0 | 4 | 🟢 Active | 68.0 | 58.0 | 70.0 | 55.0 |
| 55 | hevy-mcpFounding | Multi-Step Reasoning | 62.0 | 0 | 2 | 🟢 Active | 70.0 | 48.0 | 72.0 | 55.0 |
| 56 | MinuetFounding | Code Generation | 62.0 | 0 | 1 | 🟡 Stale | 68.0 | 55.0 | 72.0 | 55.0 |
| 57 | @avclabs.ai/enhance-mcpFounding | Content Generation | 61.0 | — | — | — | 70.0 | 60.0 | 52.0 | 58.0 |
| 58 | Fundry Compliance | Data Extraction | 61.0 | — | — | — | 70.0 | 45.0 | 52.0 | 65.0 |
| 59 | geolabel-mcpFounding | Multi-Step Reasoning | 61.0 | 1 | 1 | 🔴 Dormant | 68.0 | 55.0 | 80.0 | 52.0 |
| 60 | sharp-on-fhir-mcpFounding | Multi-Step Reasoning | 61.0 | — | — | — | 68.0 | 55.0 | 55.0 | 63.0 |
| 61 | mcp-reunionFounding | Data Extraction | 60.5 | 2 | 3 | 🟢 Active | 70.0 | 48.0 | 65.0 | 55.0 |
| 62 | @4da/mcp-serverFounding | Code Generation | 60.0 | 2 | 9 | 🟢 Active | 70.0 | 48.0 | 52.0 | 66.0 |
| 63 | Fundry Tax / K-1 | Data Extraction | 60.0 | — | — | — | 68.0 | 52.0 | 52.0 | 65.0 |
| 64 | handoff-mcpFounding | Code Generation | 60.0 | 1 | 1 | 🔴 Dormant | 68.0 | 58.0 | 63.0 | 52.0 |
| 65 | highgo-mcpFounding | Data Extraction | 60.0 | 0 | 2 | 🔴 Dormant | 70.0 | 50.0 | 52.0 | 60.0 |
| 66 | Hostaway-mcpFounding | Data Extraction | 60.0 | 3 | 1 | 🔴 Dormant | 70.0 | 50.0 | 55.0 | 65.0 |
| 67 | korean-law-alio-mcpFounding | Legal Summarization | 60.0 | 15 | 1 | 🟡 Stale | 70.0 | 45.0 | 48.0 | 65.0 |
| 68 | MCP CMF ToolsFounding | Financial Analysis | 60.0 | 2 | 1 | 🔴 Dormant | 70.0 | 48.0 | 60.0 | 60.0 |
| 69 | MCP Test Failure Analysis ServerFounding | Code Generation | 60.0 | 0 | 2 | 🔴 Dormant | 70.0 | 50.0 | 50.0 | 65.0 |
| 70 | Remote MCP ServerFounding | Code Generation | 60.0 | 0 | 1 | 🔴 Dormant | 70.0 | 80.0 | 88.0 | 38.0 |
| 71 | SharkMCPFounding | Code Generation | 60.0 | 74 | 1 | 🔴 Dormant | 68.0 | 50.0 | 65.0 | 55.0 |
| 72 | superskills-mcpFounding | Code Generation | 60.0 | 1 | 1 | 🔴 Dormant | 62.0 | 58.0 | 72.0 | 52.0 |
| 73 | tailtest-clineFounding | Code Generation | 60.0 | 1 | 1 | 🔴 Dormant | 68.0 | 52.0 | 45.0 | 65.0 |
| 74 | echo3s-ioFounding | Content Generation | 59.0 | 0 | 1 | 🔴 Dormant | 70.0 | 48.0 | 65.0 | 52.0 |
| 75 | Fundry FP&A | Financial Analysis | 59.0 | — | — | — | 70.0 | 48.0 | 52.0 | 55.0 |
| 76 | hubspot-mcpFounding | Data Extraction | 59.0 | — | — | — | 70.0 | 48.0 | 52.0 | 58.0 |
| 77 | koreafilings-mcpFounding | Financial Analysis | 59.0 | 0 | 1 | 🟡 Stale | 68.0 | 45.0 | 75.0 | 50.0 |
| 78 | Manus MCPFounding | Multi-Step Reasoning | 59.0 | 5 | 1 | 🔴 Dormant | 68.0 | 48.0 | 48.0 | 62.0 |
| 79 | multi-gmail-mcpFounding | Multi-Step Reasoning | 59.0 | 18 | 2 | 🟢 Active | 68.0 | 48.0 | 58.0 | 58.0 |
| 80 | SocialRouter MCP ServerFounding | Data Extraction | 59.0 | 1 | 1 | 🟢 Active | 70.0 | 48.0 | 52.0 | 55.0 |
| 81 | claude-engramFounding | Code Generation | 58.5 | 16 | 2 | 🟢 Active | 68.0 | 45.0 | 52.0 | 60.0 |
| 82 | clipwise-mcpFounding | Content Generation | 58.0 | 1 | 1 | 🔴 Dormant | 68.0 | 45.0 | 52.0 | 55.0 |
| 83 | Fundry LP Email | Classification | 58.0 | — | — | — | 68.0 | 48.0 | 52.0 | 57.0 |
| 84 | Fundry Portco | Data Extraction | 58.0 | — | — | — | 68.0 | 45.0 | 52.0 | 58.0 |
| 85 | odoo-mcpFounding | Data Extraction | 58.0 | 0 | 1 | 🔴 Dormant | 68.0 | 48.0 | 52.0 | 60.0 |
| 86 | Strava MCP ServerFounding | Multi-Step Reasoning | 57.5 | 0 | 1 | 🔴 Dormant | 68.0 | 55.0 | 52.0 | 55.0 |
| 87 | Fundry GP Carry | Financial Analysis | 57.0 | — | — | — | 68.0 | 45.0 | 47.0 | 55.0 |
| 88 | korean-people-personaFounding | Data Extraction | 57.0 | 22 | 1 | 🟡 Stale | 68.0 | 48.0 | 52.0 | 55.0 |
| 89 | Lunch Money MCP ServerFounding | Financial Analysis | 57.0 | 0 | 1 | 🔴 Dormant | 68.0 | 48.0 | 50.0 | 55.0 |
| 90 | memorywebFounding | Code Generation | 57.0 | 12 | 3 | 🟢 Active | 68.0 | 45.0 | 58.0 | 55.0 |
| 91 | netbox-mcpFounding | Multi-Step Reasoning | 57.0 | 0 | 1 | 🔴 Dormant | 68.0 | 48.0 | 50.0 | 55.0 |
| 92 | tradier-mcpFounding | Financial Analysis | 57.0 | 0 | 2 | 🔴 Dormant | 68.0 | 45.0 | 58.0 | 55.0 |
| 93 | Devcon MCP Workshop 2026Founding | Multi-Step Reasoning | 56.0 | 0 | 1 | 🔴 Dormant | 62.0 | 50.0 | 48.0 | 60.0 |
| 94 | compare-mcpFounding | Code Generation | 55.0 | 2 | 1 | 🟢 Active | 70.0 | 55.0 | 38.0 | 52.0 |
| 95 | Hostkit MCPFounding | Data Extraction | 55.0 | 0 | 1 | 🟢 Active | 65.0 | 50.0 | 55.0 | 50.0 |
| 96 | patsnap-biology-modalityFounding | Multi-Step Reasoning | 55.0 | 111 | 6 | 🟢 Active | 62.0 | 50.0 | 48.0 | 58.0 |
| 97 | Perspective AIFounding | Customer Support | 55.0 | 5 | 1 | 🔴 Dormant | 68.0 | 45.0 | 48.0 | 52.0 |
| 98 | videolab-mcpFounding | Content Generation | 54.0 | 0 | 1 | 🔴 Dormant | 68.0 | 38.0 | 42.0 | 52.0 |
| 99 | Kamy-pluginFounding | Content Generation | 53.0 | 0 | 2 | 🔴 Dormant | 60.0 | 45.0 | 55.0 | 50.0 |
| 100 | Sahmk MCPFounding | Financial Analysis | 53.0 | — | — | — | 65.0 | 45.0 | 50.0 | 50.0 |