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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. #361 · Nscale

    European sovereign AI infrastructure

    43Agent
    API
  2. #362 · Inflection AI

    Personal AI for everyone

    43Agent
    API
  3. #363 · MultiOn

    AI agent that takes actions on the web

    42Agent
    API pythontypescript
  4. #364 · Thinking Machines Lab

    Frontier AI research lab building customizable, multimodal models

    41Agent
    API python
  5. #365 · Lambda

    GPU cloud for AI teams

    41Agent
    API Python
  6. #366 · Upwind

    Runtime-first cloud security platform

    40Agent
  7. #367 · Grammarly

    AI writing assistant for individuals and teams.

    40Agent
    API OAuth2 JavaScript
  8. #368 · Baichuan AI

    Empowering the world with knowledge and professional services through breakthrough language AI.

    40Agent
    API
  9. #369 · Watershed

    Enterprise sustainability platform for carbon accounting and ESG reporting

    40Agent
    API
  10. #370 · Torq

    Agentic AI platform for the autonomous SOC

    40Agent
    API
  11. #371 · Harmonic

    Mathematical superintelligence with hallucination-free, verified reasoning

    40Agent
    API
  12. #372 · Oasis Security

    Agentic access management to secure AI agents and non-human identities

    40Agent
    API
  13. #373 · OpusClip

    Turn long videos into viral short clips with AI

    40Agent
    API
  14. #374 · StackAdapt

    AI-powered programmatic advertising platform

    40Agent
    API
  15. #375 · Sylvera

    Carbon credit ratings and market intelligence powered by AI and geospatial data

    40Agent
    API
  16. #376 · Astrix Security

    Identity security for AI agents and non-human identities

    40Agent
    API
  17. #377 · Canary Technologies

    Hospitality AI platform for 20,000+ hotels worldwide

    40Agent
    API
  18. #378 · Federato

    Agentic AI platform for the full insurance policy lifecycle

    40Agent
    API
  19. #379 · Cyberhaven

    AI-powered data protection built on data lineage and behavioral analysis

    40Agent
    API
  20. #380 · Augury

    AI-driven machine health and production health for industrial reliability

    40Agent
    API
  21. #381 · Akur8

    Transparent machine-learning insurance pricing and reserving

    40Agent
    API
  22. #382 · Dexory

    Autonomous robots and AI that turn warehouses into real-time digital twins

    40Agent
    API
  23. #383 · Alaan

    AI-powered spend management and corporate cards for MENA finance teams

    40Agent
    API
  24. #384 · OX Security

    Active ASPM platform securing apps from AI-assisted code to runtime

    40Agent
    API

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.