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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. #1561 · DEEPX
    10Agent
  2. #1562 · Xscape Photonics
    10Agent
  3. #1563 · Attentive.ai
    10Agent
  4. #1564 · Coterie Insurance
    10Agent
  5. #1565 · BackOps
    10Agent
  6. #1566 · Vooma
    10Agent
  7. #1567 · Moreh
    10Agent
  8. #1568 · Generative Bionics
    10Agent
  9. #1569 · Replika

    AI companion who cares

    10Agent
  10. #1570 · Ema

    Universal AI employee for the enterprise

    10Agent
    API Webhooks OAuth2 pythontypescript
  11. #1571 · Nirvana Insurance

    AI-powered commercial trucking insurance

    10Agent
    API Webhooks rest
  12. #1572 · Wirestock

    Premium multimodal data from a global network of creative professionals for AI training.

    10Agent
  13. #1573 · ThinkLabs AI

    Physics-informed AI that keeps power grids reliable amid surging AI demand

    10Agent
  14. #1574 · Lucio

    AI-native workspace for lawyers to draft, research, and review

    10Agent
  15. #1575 · Tucuvi

    Clinically validated AI voice agent for autonomous patient follow-up

    10Agent
  16. #1576 · Crabi

    AI-driven digital auto insurance for Mexico

    10Agent
  17. #1577 · Lumia Security

    Governance and control for enterprise AI agents

    10Agent
  18. #1578 · LeanCon

    AI-powered pre-construction engineering team for contractors and developers

    10Agent
  19. #1579 · Oboe

    AI platform that generates a full course on anything you want to learn

    10Agent
  20. #1580 · Born

    Social AI companions and virtual pets that combat loneliness

    10Agent
  21. #1581 · SwarmFarm Robotics

    Lightweight autonomous farm robots that work in coordinated fleets

    10Agent
  22. #1582 · Surgerii Robotics

    Single-port endoscopic surgical robotics built on dual continuum mechanisms

    10Agent
  23. #1583 · SPREAD
    10Agent
  24. #1584 · Casca
    10Agent

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.