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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. #1681 · GovWell

    AI operating system for local government permitting and licensing

    10Agent
  2. #1682 · Perceptic

    The AI operating system for pharmaceutical drug development

    10Agent
  3. #1683 · Tucuvi

    Clinically validated AI voice agent for autonomous patient follow-up

    10Agent
  4. #1684 · Hook

    AI-driven social app to legally remix and mash up your favorite songs

    10Agent
  5. #1685 · Polaron

    The intelligence layer for materials science and microstructure analysis

    10Agent
  6. #1686 · Allen Control Systems

    Bullfrog turns standard weapons into AI counter-drone gun systems

    10Agent
  7. #1687 · Trent AI

    Layered, context-driven security for the agentic age

    10Agent
  8. #1688 · Paxton AI

    AI legal assistant for research, drafting and document analysis

    10Agent
  9. #1689 · Greenlite AI

    AI workforce automating KYC, AML and sanctions compliance

    10Agent
  10. #1690 · Samaya AI

    Expert AI agents that automate research for investment professionals

    10Agent
  11. #1691 · Arya

    AI relationship concierge that coaches couples right inside their text messages

    10Agent
  12. #1692 · Origin Lab

    Turning video game worlds into licensed training data for AI

    10Agent
  13. #1693 · Xpanner

    Automation-as-a-Service that retrofits construction equipment with autonomous AI

    10Agent
  14. #1694 · Unlimited Industries

    AI-native construction company for energy and data center infrastructure

    10Agent
  15. #1695 · Dazzle

    An AI personal assistant from former Yahoo CEO Marissa Mayer

    10Agent
  16. #1696 · Gyges Labs

    Maker of Halliday proactive AI glasses with an invisible display

    10Agent
  17. #1697 · Solve Intelligence

    AI copilot for patents, drafting, prosecution and litigation for IP teams worldwide.

    10Agent
  18. #1698 · AIUC

    Insurance, audits and certification for AI agents

    10Agent
  19. #1699 · Basecamp Research

    Building a GPT for biology from the planet's largest proprietary genomic dataset

    10Agent
  20. #1700 · Luca

    AI-powered K-12 learning platform for Latin American schools

    10Agent
  21. #1701 · Vimi

    Personalized AI math tutor for K-12 students, built for the curriculum

    10Agent
  22. #1702 · Freed

    AI clinician assistant that writes your notes so you can focus on patients

    10Agent
  23. #1703 · FLORA

    An infinite canvas that unifies every creative AI tool into one workflow

    10Agent
  24. #1704 · Adam

    Text-to-3D that's growing into an AI copilot for CAD workflows

    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: 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.