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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 24 of 2443 tools.

Ranked tools

  1. #1753 · Dazzle

    An AI personal assistant from former Yahoo CEO Marissa Mayer

    10Agent
  2. #1754 · X Square Robot

    Embodied-AI startup building robot foundation models for general robots

    10Agent
  3. #1755 · Miraterra

    AI-driven soil intelligence combining spectroscopy, genomics, and machine learning

    10Agent
  4. #1756 · Surf

    AI research model purpose-built for crypto and digital-asset intelligence

    10Agent
  5. #1757 · RayThera

    AI-driven small-molecule discovery for safer, more effective immunology drugs

    10Agent
  6. #1758 · Civic Roundtable

    Secure collaboration and operations platform for government workers

    10Agent
  7. #1759 · Sympower

    Demand flexibility and storage optimization for Europe's grid

    10Agent
  8. #1760 · Ello

    AI reading coach that listens to kids read aloud and helps them improve

    10Agent
  9. #1761 · Gendo

    The Midjourney for architecture, built by architects

    10Agent
  10. #1762 · Leo AI

    The first generative AI copilot built for mechanical engineering and CAD

    10Agent
  11. #1763 · DOJO AI

    The agentic marketing operating system for challenger brands

    10Agent
  12. #1764 · Munch

    AI that turns long videos into viral short clips

    10Agent
  13. #1765 · Status

    A gamified AI social world where you play any character in any universe

    10Agent
  14. #1766 · Foundation

    Full-stack general-purpose humanoid robots with proprietary actuators

    10Agent
  15. #1767 · Flai

    Omni-channel AI assistants that replace dealership phone trees

    10Agent
  16. #1768 · Hauler Hero

    The AI-powered operating system for waste management haulers

    10Agent
  17. #1769 · Callosum

    Brain-inspired software that runs AI workloads on any mix of chips

    10Agent
  18. #1770 · NewDays
    10Agent
  19. #1771 · LegalMation
    10Agent
  20. #1772 · Circu Li-ion
    10Agent
  21. #1773 · modl.ai
    10Agent
  22. #1774 · USD.AI
    10Agent
  23. #1775 · Aomni
    10Agent
  24. #1776 · Graas
    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.