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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #1657 · Wexler

    AI fact intelligence and real-time fact-checking for complex litigation.

    10Agent
  2. #1658 · 14.ai

    AI-native customer support agency replacing support teams for startups

    10Agent
  3. #1659 · Vultron

    Agentic AI operating system for federal contractors and proposals

    10Agent
  4. #1660 · Contoro Robotics

    AI-powered robots for autonomous trailer and container unloading

    10Agent
  5. #1661 · Oboe

    AI platform that generates a full course on anything you want to learn

    10Agent
  6. #1662 · SchoolAI

    Safe, student-centered AI tools for teachers and classrooms

    10Agent
  7. #1663 · AlertD

    Agentic AI for SRE and DevOps that surfaces AWS insights in plain language

    10Agent
  8. #1664 · Hestus

    An AI copilot that automates the most tedious parts of CAD

    10Agent
  9. #1665 · Noetik

    Multimodal virtual-cell foundation models for precision oncology

    10Agent
  10. #1666 · Devotion

    AI-powered influencer marketing for high-volume creator programs

    10Agent
  11. #1667 · Gizmo

    Get addicted to learning with AI flashcards and gamified quizzes

    10Agent
  12. #1668 · First Voyage

    Momo: a digital pet that helps you build habits and self-care

    10Agent
  13. #1669 · GridBank

    Turn the everyday videos in your camera roll into passive income

    10Agent
  14. #1670 · Capstan Medical

    Robotic and catheter-delivered implants for minimally invasive heart valve repair

    10Agent
  15. #1671 · XCath

    Next-generation endovascular robotics and steerable neurovascular guidewires

    10Agent
  16. #1672 · Walla

    AI-powered studio performance software for boutique fitness

    10Agent
  17. #1673 · NewDays

    Seattle-based cognitive health company that uses generative AI to treat people with mild

    10Agent
  18. #1674 · Crimson

    AI platform purpose-built for complex litigation and arbitration, designed to act as an AI

    10Agent
  19. #1675 · Gale

    Tech platform that automates business immigration for US employers, starting with the H-1B visa

    10Agent
  20. #1676 · Vesence

    AI agent platform for law firms that reviews documents, emails and projects directly inside

    10Agent
  21. #1677 · Rebel Audio

    AI-native podcast hosting and production platform that radically simplifies creating

    10Agent
  22. #1678 · Tofu

    AI-powered omnichannel marketing platform that helps B2B teams create, personalize, and

    10Agent
  23. #1679 · Graas

    Singapore-based 'predictive AI for e-commerce' platform that helps online brands grow

    10Agent
  24. #1680 · Doss

    AI-native operations cloud that adds an intelligent inventory and operations layer on top of

    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.