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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1081 · Sciloop

    Expert STEM reasoning data for frontier AI labs

    12Agent
  2. #1082 · Lakonia

    Delivering AI-powered situational awareness in tactical environments

    12Agent
  3. #1083 · Nessie

    A shared context layer for you, your team, and your agents

    12Agent
  4. #1084 · Hypercubic

    AI to maintain and modernize COBOL

    12Agent
  5. #1085 · Risely AI

    AI agents that automate administrative work across college campuses

    12Agent
  6. #1086 · Finto

    AI accounting for enterprise finance teams

    12Agent
  7. #1087 · Humoniq

    AI-Native BPO for travel & transport

    12Agent
  8. #1088 · Embedder

    AI Agents for Firmware

    12Agent
  9. #1089 · Verne Robotics

    AI models that teach robots new skills in hours

    12Agent
  10. #1090 · Novaflow

    The AI data analyst for biology labs

    12Agent
  11. #1091 · OnDeck AI

    Analyze any footage, without training a model

    12Agent
  12. #1092 · Char

    The AI notepad that knows and works for you

    12Agent
  13. #1093 · Janet AI

    The AI-Native Product Management System

    12Agent
  14. #1094 · NOSO LABS

    Build AI agents for field technicians to diagnose and sell 10x better

    12Agent
  15. #1095 · Modelence

    The full-stack platform for agentic development

    12Agent
  16. #1096 · Nautilus

    AI platform to grow and to optimize car washes

    12Agent
  17. #1097 · Tesora

    Frontier AI for Actuaries

    12Agent
  18. #1098 · EffiGov

    The AI OS for Cities

    12Agent
  19. #1099 · Outrove

    Ultra-realistic AI Recruiter

    12Agent
  20. #1100 · RowFlow

    Replacing forms with AI conversations

    12Agent
  21. #1101 · TectoAI

    A Platform for AI Governance

    12Agent
  22. #1102 · stagewise

    The Open Source Agentic IDE

    12Agent
  23. #1103 · Flywheel AI

    Waymo for excavators

    12Agent
  24. #1104 · Okibi

    Build AI coworkers using natural language, it's Lovable for agents

    12Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.