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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 16 of 2680 tools.

Ranked tools

  1. #2665 · ClearJet

    SuperCarrier Infrastructure for Parcel Shipping, trusted by the world's biggest brands.

    5Agent
  2. #2666 · Velaura AI

    Delivering proven, breakthrough, ultra-low-power compute for cloud, edge, and physical AI applications.

    5Agent
  3. #2667 · Gatik

    The business of autonomous freight, delivering goods daily for Fortune 50 retailers and grocers.

    5Agent
  4. #2668 · Evvy

    Pioneering precision care for vaginal health through advanced microbiome testing and personalised treatment plans.

    5Agent
  5. #2669 · Impulse Space

    Unlocking efficient in-space mobility with advanced vehicles for rapid, reliable, and affordable payload transport.

    5Agent
  6. #2670 · Mueon

    Building data centre scale infrastructure for the next generation of AI workloads.

    5Agent
  7. #2671 · CesiumAstro

    Industrialising space and defence communications with advanced, mission-ready systems for space, air, and ground missions.

    5Agent
  8. #2672 · Gravis Robotics

    Autonomous Earthmoving Technology for safer sites and superhuman productivity.

    5Agent
  9. #2673 · Reflection AI

    America's open frontier AI lab building autonomous coding agents

    4Agent
    pythontypescript
  10. #2674 · Hex

    The collaborative data workspace with AI.

    4Agent
  11. #2675 · Suno

    Make any kind of song with AI.

    2Agent
  12. #2676 · Aurora

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

    2Agent
  13. #2677 · Figure AI

    General-purpose humanoid robots

    2Agent
  14. #2678 · Skild AI

    Universal AI brain for any robot

    2Agent
  15. #2679 · Wayve

    Embodied intelligence for autonomous driving

    2Agent
  16. #2680 · Isomorphic Labs

    London-based AI drug-design company spun out of Google DeepMind to reimagine the entire drug

    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: 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.