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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #961 · Humoniq

    AI-Native BPO for travel & transport

    12Agent
  2. #962 · Embedder

    AI Agents for Firmware

    12Agent
  3. #963 · Verne Robotics

    AI models that teach robots new skills in hours

    12Agent
  4. #964 · Novaflow

    The AI data analyst for biology labs

    12Agent
  5. #965 · OnDeck AI

    Analyze any footage, without training a model

    12Agent
  6. #966 · Char

    The AI notepad that knows and works for you

    12Agent
  7. #967 · Avent

    AI agents for industrial commerce

    12Agent
  8. #968 · Modelence

    The full-stack platform for agentic development

    12Agent
  9. #969 · Tesora

    Frontier AI for Actuaries

    12Agent
  10. #970 · Imprezia

    The World's First AI Ad Network

    12Agent
  11. #971 · Design Arena

    World's largest crowdsourced benchmark for AI-generated design

    12Agent
  12. #972 · EffiGov

    The AI OS for Cities

    12Agent
  13. #973 · RowFlow

    Replacing forms with AI conversations

    12Agent
  14. #974 · TectoAI

    A Platform for AI Governance

    12Agent
  15. #975 · stagewise

    The Open Source Agentic IDE

    12Agent
  16. #976 · Flywheel AI

    Waymo for excavators

    12Agent
  17. #977 · Okibi

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

    12Agent
  18. #978 · Eden

    AI sales practice using your real deals

    12Agent
  19. #979 · CareSwift

    AI scribe for Ambulance Reports

    12Agent
  20. #980 · DeepAware AI

    Robots, parts & RL environments - delivered in 72 hrs or pickup in SF

    12Agent
  21. #981 · Stockline

    AI-native ERP for food wholesalers

    12Agent
  22. #982 · Magnitude

    The best coding agent for open models

    12Agent
  23. #983 · Frizzle

    AI Grading for Teachers

    12Agent
  24. #984 · Alter

    Secure access control and authorization platform for agent workflows

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.