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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #673 · Upwind

    Runtime-first cloud security platform

    40Agent
  2. #674 · Mirelo

    AI that generates and syncs sound effects for video automatically

    40Agent
    API
  3. #675 · Trustfull

    Real-time AI fraud prevention from digital signals and OSINT

    40Agent
    API
  4. #676 · Procure AI

    AI-native procurement automation with 40+ autonomous agents

    40Agent
    API
  5. #677 · Aiello

    AI voice assistants and agents for hotels

    40Agent
    API
  6. #678 · Hunty

    AI recruiting assistant that interviews and screens candidates 24/7

    40Agent
    API
  7. #679 · The Brief

    AI ad agency that creates, launches, and optimizes ads at scale

    40Agent
    API
  8. #680 · Circleback

    AI-powered meeting notes, action items, and automations for every call

    40Agent
    API
  9. #681 · Quandri

    AI renewal intelligence for insurance brokerages

    40Agent
    API
  10. #682 · Sonauto

    Turn any idea into a full song in seconds with AI

    40Agent
    API
  11. #683 · Dexter Energy

    AI forecasts and trading signals for short-term power markets

    40Agent
    API
  12. #684 · Vizard

    Turn long videos into short clips ready to share

    40Agent
    API
  13. #685 · Schematic

    Ship any pricing model — let developers implement monetization once so GTM teams can iterate without code changes

    40Agent
    API pythontypescript +6
  14. #686 · Layer AI

    AI creative OS for game and entertainment studios to make assets at scale

    40Agent
    API
  15. #687 · VoiceLine

    Voice-first AI platform that turns field conversations into CRM data

    40Agent
    API
  16. #688 · Uthana

    Foundation models for human motion and 3D character animation

    40Agent
    API
  17. #689 · Prescient AI

    AI media measurement and budget optimization for omnichannel brands

    40Agent
    API
  18. #690 · GoodFit

    The intelligence layer for modern go-to-market data

    40Agent
    API
  19. #691 · Pibit AI

    AI underwriting automation for commercial P&C insurers

    40Agent
    API
  20. #692 · CodeAnt AI

    Agentic AI code review and application security across 30+ languages

    40Agent
    API
  21. #693 · InsightFinder

    AI-driven reliability and observability for IT systems and AI agents

    40Agent
    API
  22. #694 · Telmai

    Open-architecture, AI-driven data observability

    40Agent
    API
  23. #695 · Unosecur

    AI-driven identity security for human and non-human identities

    40Agent
    API
  24. #696 · Braintrust

    The AI observability platform for building quality AI products at scale.

    40Agent

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.