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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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Filters

Showing 19 of 2443 tools.

Ranked tools

  1. #2425 · Krea AI

    AI image generation in real-time

    5Agent
    API
  2. #2426 · Udio

    Discover, create, and share music with AI.

    5Agent
  3. #2427 · Captions

    AI that edits your video like a professional would.

    5Agent
  4. #2428 · Legora

    Collaborative AI for exceptional lawyers, streamlining research, drafting, and review to deliver greater value.

    5Agent
  5. #2429 · Covariant

    AI robots that learn and generalise

    5Agent
    API
  6. #2430 · Synthesis

    Math and reasoning for ambitious kids

    5Agent
  7. #2431 · Juno

    AI tax prep platform for SMB accounting firms that automates 90% of data entry across tax returns.

    5Agent
  8. #2432 · Speak

    Learn to speak a new language with AI

    5Agent
  9. #2433 · Vapi

    Build, test and deploy voicebots in minutes rather than months

    5Agent
    OAuth2
  10. #2434 · Reliable Robotics

    Autonomous flight systems for type-certified cargo aircraft.

    5Agent
  11. #2435 · Range

    AI-powered wealth management for high-earning households, flat-fee with human advisors.

    5Agent
  12. #2436 · Reflection AI

    America's open frontier AI lab building autonomous coding agents

    4Agent
    pythontypescript
  13. #2437 · Stack AI

    No-code platform for enterprise AI agents and forms

    4Agent
  14. #2438 · Figure AI

    General-purpose humanoid robots

    2Agent
  15. #2439 · Isomorphic Labs
    2Agent
  16. #2440 · Skild AI

    Universal AI brain for any robot

    2Agent
  17. #2441 · Wayve

    Embodied intelligence for autonomous driving

    2Agent
  18. #2442 · Suno

    Make any kind of song with AI.

    2Agent
  19. #2443 · Aurora

    Delivering the benefits of self-driving technology safely, quickly, and broadly.

    2Agent

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.