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 | File Organizer MCPFounding | Multi-Step Reasoning | 82.0Estimated from documentation | 46 | 1 | 🟢 Active | 83.0 | 72.0 | 87.0 | 85.0 |
| 2 | mcp-cbr-ratesFounding | Financial Analysis | 81.9Estimated from documentation | 1 | 2 | 🟡 Stale | 80.0 | 76.0 | 93.0 | 79.0 |
| 3 | depguardFounding | Code Generation | 81.7Estimated from documentation | 15 | 3 | 🟢 Active | 87.0 | 74.0 | 83.0 | 84.0 |
| 4 | open-museum-mcpFounding | Content Generation | 78.7Estimated from documentation | 14 | 3 | 🟢 Active | 84.0 | 68.0 | 80.0 | 83.0 |
| 5 | mcp-apple-notesFounding | Multi-Step Reasoning | 78.2Estimated from documentation | 14 | 2 | 🔴 Dormant | 80.0 | 68.0 | 93.0 | 74.0 |
| 6 | attestorFounding | Code Generation | 77.2Estimated from documentation | 14 | 1 | 🟡 Stale | 80.0 | 68.0 | 75.0 | 84.0 |
| 7 | Manus MCPFounding | Multi-Step Reasoning | 76.8Estimated from documentation | 6 | 1 | 🔴 Dormant | 80.0 | 68.0 | 72.0 | 85.0 |
| 8 | claude-mcp-bridgeFounding | Code Generation | 76.7Estimated from documentation | 7 | 1 | 🟢 Active | 80.0 | 68.0 | 76.0 | 82.0 |
| 9 | @4da/mcp-serverFounding | Code Generation | 76.7Estimated from documentation | 2 | 9 | 🟢 Active | 80.0 | 70.0 | 85.0 | 74.0 |
| 10 | koreafilings-mcpFounding | Financial Analysis | 76.2Estimated from documentation | 0 | 1 | 🟡 Stale | 80.0 | 68.0 | 85.0 | 74.0 |
| 11 | multi-gmail-mcpFounding | Multi-Step Reasoning | 76.2Estimated from documentation | 19 | 2 | 🟡 Stale | 80.0 | 70.0 | 83.0 | 74.0 |
| 12 | memorywebFounding | Code Generation | 76.1Estimated from documentation | 14 | 3 | 🟢 Active | 76.0 | 68.0 | 83.0 | 77.0 |
| 13 | qbo-mcpFounding | Financial Analysis | 76.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 75.0 | 68.0 | 82.0 | 78.0 |
| 14 | AutoCAD MCP ProFounding | Content Generation | 75.7Estimated from documentation | 159 | 1 | 🟢 Active | 80.0 | 65.0 | 82.0 | 77.0 |
| 15 | EGRUL MCP ServerFounding | Legal Summarization | 75.3Estimated from documentation | 1 | 2 | 🟡 Stale | 78.0 | 68.0 | 80.0 | 76.0 |
| 16 | Axme-codeFounding | Code Generation | 75.0Estimated from documentation | 14 | 1 | 🟡 Stale | 78.0 | 68.0 | 80.0 | 75.0 |
| 17 | Agent MemoryFounding | Code Generation | 74.8Estimated from documentation | 6 | 3 | 🟢 Active | 76.0 | 70.0 | 83.0 | 72.0 |
| 18 | etsy-mcpFounding | Data Extraction | 74.7Estimated from documentation | 0 | 1 | 🔴 Dormant | 78.0 | 65.0 | 75.0 | 80.0 |
| 19 | interactive-process-mcpFounding | Code Generation | 74.3Estimated from documentation | 8 | 1 | 🔴 Dormant | 80.0 | 70.0 | 74.0 | 75.0 |
| 20 | korean-people-personaFounding | Data Extraction | 74.2Estimated from documentation | 24 | 1 | 🔴 Dormant | 80.0 | 68.0 | 80.0 | 72.0 |
| 21 | mcp-lad-lviv-uaFounding | Data Extraction | 73.5Estimated from documentation | 3 | 5 | 🟢 Active | 80.0 | 70.0 | 78.0 | 70.0 |
| 22 | Hostaway-mcpFounding | Data Extraction | 73.5Estimated from documentation | 4 | 1 | 🔴 Dormant | 75.0 | 68.0 | 80.0 | 72.0 |
| 23 | mcp-reunionFounding | Data Extraction | 73.5Estimated from documentation | 3 | 3 | 🟢 Active | 75.0 | 68.0 | 80.0 | 72.0 |
| 24 | ControlKeelFounding | Code Generation | 73.3Estimated from documentation | 10 | 8 | 🟢 Active | 74.0 | 70.0 | 78.0 | 72.0 |
| 25 | korean-law-alio-mcpFounding | Legal Summarization | 73.2Estimated from documentation | 23 | 1 | 🟡 Stale | 80.0 | 68.0 | 76.0 | 72.0 |
| 26 | LFS MCP Documentation AssistantFounding | Code Generation | 72.8Estimated from documentation | — | — | — | 70.0 | 75.0 | 83.0 | 65.0 |
| 27 | memento-mcpFounding | Code Generation | 72.4Estimated from documentation | 2 | 3 | 🟡 Stale | 74.0 | 70.0 | 80.0 | 68.0 |
| 28 | SharkMCPFounding | Code Generation | 72.0Estimated from documentation | 76 | 1 | 🔴 Dormant | 82.0 | 70.0 | 78.0 | 65.0 |
| 29 | ctx-memoryFounding | Code Generation | 71.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 83.0 | 68.0 |
| 30 | odoo-mcpFounding | Data Extraction | 71.2Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 74.0 | 74.0 |
| 31 | KnowerageFounding | Code Generation | 71.1Estimated from documentation | 3 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 71.0 |
| 32 | Shadcn Space MCPFounding | Code Generation | 70.7Estimated from documentation | 2 | 3 | 🟢 Active | 76.0 | 68.0 | 78.0 | 65.0 |
| 33 | tailtest-clineFounding | Code Generation | 70.3Estimated from documentation | 1 | 1 | 🔴 Dormant | 72.0 | 65.0 | 78.0 | 68.0 |
| 34 | Super Productivity MCP ServerFounding | Multi-Step Reasoning | 70.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 78.0 | 80.0 | 58.0 |
| 35 | geolabel-mcpFounding | Multi-Step Reasoning | 70.2Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 72.0 | 80.0 | 62.0 |
| 36 | SocialRouter MCP ServerFounding | Data Extraction | 70.2Estimated from documentation | 1 | 1 | 🟢 Active | 74.0 | 65.0 | 76.0 | 68.0 |
| 37 | propublica-npo-mcpFounding | Financial Analysis | 70.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 78.0 | 68.0 |
| 38 | ai-memoryFounding | Code Generation | 69.8Estimated from documentation | 43 | 2 | 🔴 Dormant | 72.0 | 58.0 | 80.0 | 70.0 |
| 39 | Google Analytics MCP ServerFounding | Data Extraction | 69.5Estimated from documentation | — | — | — | 70.0 | 72.0 | 76.0 | 63.0 |
| 40 | fitbit-mcpFounding | Multi-Step Reasoning | 69.3Estimated from documentation | 2 | 4 | 🟡 Stale | 52.0 | 75.0 | 80.0 | 65.0 |
| 41 | agentvet-mcpFounding | Code Generation | 69.3Estimated from documentation | 1 | 1 | 🟡 Stale | 68.0 | 75.0 | 80.0 | 58.0 |
| 42 | stata-mcpFounding | Multi-Step Reasoning | 69.2Estimated from documentation | 7 | 1 | 🟡 Stale | 74.0 | 62.0 | 78.0 | 66.0 |
| 43 | superskills-mcpFounding | Code Generation | 69.2Estimated from documentation | — | — | — | 68.0 | 65.0 | 80.0 | 65.0 |
| 44 | sellercloud-mcpFounding | Data Extraction | 69.1Estimated from documentation | 0 | 1 | 🔴 Dormant | 72.0 | 65.0 | 73.0 | 68.0 |
| 45 | agentcast-mcpFounding | Code Generation | 68.8Estimated from documentation | 1 | 1 | 🟡 Stale | 80.0 | 74.0 | 72.0 | 58.0 |
| 46 | Silicon PantheonFounding | Content Generation | 68.8Estimated from documentation | 7 | 2 | 🔴 Dormant | 70.0 | 60.0 | 75.0 | 70.0 |
| 47 | aapl-ads-mcpFounding | Data Extraction | 68.3Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 60.0 | 80.0 | 65.0 |
| 48 | PulseAgentFounding | Code Generation | 68.2Estimated from documentation | 5 | 1 | 🔴 Dormant | 70.0 | 72.0 | 72.0 | 62.0 |
| 49 | MCP CMF ToolsFounding | Financial Analysis | 68.0Estimated from documentation | 2 | 1 | 🔴 Dormant | 68.0 | 62.0 | 85.0 | 60.0 |
| 50 | Strava MCP ServerFounding | Multi-Step Reasoning | 67.8Estimated from documentation | 0 | 1 | 🔴 Dormant | 74.0 | 58.0 | 78.0 | 65.0 |
| 51 | state-traceFounding | Code Generation | 67.5Estimated from documentation | — | — | — | 70.0 | 65.0 | 75.0 | 63.0 |
| 52 | FNS Check MCP ServerFounding | Legal Summarization | 67.5Estimated from documentation | 15 | 1 | 🟡 Stale | 68.0 | 63.0 | 85.0 | 58.0 |
| 53 | Lunch Money MCP ServerFounding | Financial Analysis | 66.5Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 65.0 | 75.0 | 60.0 |
| 54 | Frappe MCPFounding | Financial Analysis | 66.5Estimated from documentation | 0 | 2 | 🟢 Active | 70.0 | 65.0 | 72.0 | 62.0 |
| 55 | clipwise-mcpFounding | Content Generation | 66.0Estimated from documentation | 1 | 1 | 🔴 Dormant | 70.0 | 65.0 | 76.0 | 58.0 |
| 56 | lemon-cake-mcpFounding | Financial Analysis | 66.0Estimated from documentation | 3 | 1 | 🔴 Dormant | 62.0 | 65.0 | 78.0 | 60.0 |
| 57 | mcpkitFounding | Code Generation | 66.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 72.0 | 60.0 | 70.0 | 65.0 |
| 58 | simple_mcpFounding | Code Generation | 66.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 60.0 | 75.0 | 62.0 |
| 59 | echo3s-ioFounding | Content Generation | 65.8Estimated from documentation | 0 | 1 | 🔴 Dormant | 75.0 | 65.0 | 72.0 | 58.0 |
| 60 | mikuproject-mcpFounding | Multi-Step Reasoning | 65.5Estimated from documentation | 0 | 1 | 🟡 Stale | 68.0 | 62.0 | 75.0 | 60.0 |
| 61 | vision-mcpFounding | Multi-Step Reasoning | 65.4Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 60.0 | 88.0 | 52.0 |
| 62 | drupal-mcpFounding | Content Generation | 65.3Estimated from documentation | 0 | 4 | 🟢 Active | 70.0 | 55.0 | 76.0 | 63.0 |
| 63 | mcp-githubFounding | Code Generation | 65.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 70.0 | 55.0 | 72.0 | 65.0 |
| 64 | Perspective AIFounding | Customer Support | 64.4Estimated from documentation | 5 | 2 | 🟡 Stale | 74.0 | 60.0 | 58.0 | 68.0 |
| 65 | videolab-mcpFounding | Content Generation | 64.3Estimated from documentation | 0 | 1 | 🔴 Dormant | 74.0 | 66.0 | 63.0 | 60.0 |
| 66 | Devcon MCP Workshop 2026Founding | Multi-Step Reasoning | 64.2Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 62.0 | 63.0 | 65.0 |
| 67 | handoff-mcpFounding | Code Generation | 64.2Estimated from documentation | 1 | 1 | 🔴 Dormant | 68.0 | 65.0 | 78.0 | 52.0 |
| 68 | N8N MCP ServerFounding | Code Generation | 64.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 65.0 | 62.0 | 63.0 |
| 69 | qURLFounding | Multi-Step Reasoning | 64.0Estimated from documentation | 4 | 6 | 🟢 Active | 70.0 | 62.0 | 58.0 | 67.0 |
| 70 | baselings-mcpFounding | Financial Analysis | 63.7Estimated from documentation | 0 | 2 | 🔴 Dormant | 70.0 | 62.0 | 78.0 | 52.0 |
| 71 | SubDownloadFounding | Data Extraction | 63.5Estimated from documentation | 4 | 1 | 🔴 Dormant | 70.0 | 65.0 | 63.0 | 60.0 |
| 72 | Hostkit MCPFounding | Data Extraction | 62.8Estimated from documentation | — | — | — | 70.0 | 55.0 | 63.0 | 65.0 |
| 73 | GetMonitor MCP ServerFounding | Customer Support | 62.5Estimated from documentation | 0 | 1 | 🟡 Stale | 68.0 | 60.0 | 65.0 | 60.0 |
| 74 | Quiver-MCPFounding | Content Generation | 62.3Estimated from documentation | 3 | 1 | 🔴 Dormant | 75.0 | 45.0 | 68.0 | 65.0 |
| 75 | hevy-mcpFounding | Multi-Step Reasoning | 62.0Estimated from documentation | 0 | 2 | 🟡 Stale | 70.0 | 55.0 | 78.0 | 52.0 |
| 76 | MinuetFounding | Code Generation | 62.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 55.0 | 75.0 | 55.0 |
| 77 | compare-mcpFounding | Code Generation | 61.8Estimated from documentation | 2 | 1 | 🟢 Active | 70.0 | 63.0 | 58.0 | 60.0 |
| 78 | linkedin-campaign-manager-mcpFounding | Data Extraction | 61.2Estimated from documentation | — | — | — | 68.0 | 55.0 | 72.0 | 55.0 |
| 79 | sharp-on-fhir-mcpFounding | Multi-Step Reasoning | 61.0Estimated from documentation | — | — | — | 70.0 | 55.0 | 60.0 | 62.0 |
| 80 | claude-operatorFounding | Code Generation | 60.5Estimated from documentation | 0 | 2 | 🟡 Stale | 68.0 | 62.0 | 55.0 | 60.0 |
| 81 | MCP Test Failure Analysis ServerFounding | Code Generation | 60.1Estimated from documentation | 0 | 2 | 🔴 Dormant | 68.0 | 55.0 | 72.0 | 52.0 |
| 82 | claw-tsaverFounding | Code Generation | 59.8Estimated from documentation | 1 | 2 | 🔴 Dormant | 65.0 | 55.0 | 82.0 | 45.0 |
| 83 | Remote MCP ServerFounding | Code Generation | 59.5Estimated from documentation | 0 | 1 | 🔴 Dormant | 62.0 | 70.0 | 75.0 | 40.0 |
| 84 | highgo-mcpFounding | Data Extraction | 59.4Estimated from documentation | 0 | 2 | 🔴 Dormant | 68.0 | 52.0 | 72.0 | 52.0 |
| 85 | Hotkeyless AHK MCPFounding | Multi-Step Reasoning | 59.3Estimated from documentation | 2 | 1 | 🟡 Stale | 62.0 | 58.0 | 72.0 | 50.0 |
| 86 | Kamy-pluginFounding | Content Generation | 58.7Estimated from documentation | 0 | 2 | 🔴 Dormant | 68.0 | 55.0 | 55.0 | 60.0 |
| 87 | tradier-mcpFounding | Financial Analysis | 58.5Estimated from documentation | 0 | 2 | 🔴 Dormant | 70.0 | 55.0 | 60.0 | 55.0 |
| 88 | patsnap-biology-modalityFounding | Multi-Step Reasoning | 58.0Estimated from documentation | 69 | 6 | 🟡 Stale | 65.0 | 55.0 | 50.0 | 63.0 |
| 89 | miniMCPFounding | Data Extraction | 57.5Estimated from documentation | 0 | 1 | 🔴 Dormant | 62.0 | 55.0 | 82.0 | 40.0 |
| 90 | mcp-hermesFounding | Multi-Step Reasoning | 57.0Estimated from documentation | 0 | 1 | 🔴 Dormant | 65.0 | 52.0 | 70.0 | 48.0 |
| 91 | hubspot-mcpFounding | Data Extraction | 56.4Estimated from documentation | — | — | — | 70.0 | 48.0 | 57.0 | 56.0 |
| 92 | redteam-mcpFounding | Code Generation | 56.0Estimated from documentation | 2 | 1 | 🟡 Stale | 62.0 | 50.0 | 74.0 | 45.0 |
| 93 | hr-faq-ragFounding | Multi-Step Reasoning | 55.5Estimated from documentation | — | — | — | 70.0 | 45.0 | 58.0 | 55.0 |
| 94 | meok-mcp-injection-scan-mcpFounding | Code Generation | 54.5Estimated from documentation | 0 | 2 | 🟢 Active | 65.0 | 45.0 | 50.0 | 60.0 |
| 95 | netbox-mcpFounding | Multi-Step Reasoning | 54.1Estimated from documentation | 0 | 1 | 🔴 Dormant | 68.0 | 45.0 | 58.0 | 52.0 |