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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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #2209 · Eko Health

    Makes FDA-cleared digital stethoscopes paired with AI that helps clinicians detect heart and

    10Agent
  2. #2210 · Ellipsis Health

    Uses patented vocal biomarker technology to assess mental and behavioral health from the sound

    10Agent
  3. #2211 · Acurion

    San Diego precision oncology company developing AI-powered image analysis that extracts

    10Agent
  4. #2212 · Soundful

    AI music-generation platform that lets creators produce royalty-free, original tracks across

    10Agent
  5. #2213 · RoEx

    AI-powered audio production company offering automated mixing and mastering for musicians

    10Agent
  6. #2214 · Tuney

    AI music platform that lets media professionals edit, remix, and generate music for content

    10Agent
  7. #2215 · Volley

    AI gaming company that builds voice-controlled games played on smart TVs, speakers, and

    10Agent
  8. #2216 · Meticulous

    Automated front-end testing tool that builds and maintains a comprehensive test suite without

    10Agent
  9. #2217 · Fonoa

    AI tax operating system that automates tax determination, ID validation, e-invoicing, and

    10Agent
  10. #2218 · Botika

    AI photo generation platform that creates studio-quality fashion model imagery without

    10Agent
  11. #2219 · Veesual

    AI virtual try-on and styling platform for fashion retailers that lets shoppers see clothing

    10Agent
  12. #2220 · ELSA

    (English Language Speech Assistant) is an AI-powered app that helps non-native speakers

    10Agent
  13. #2221 · Hyro

    Conversational AI platform that deploys responsible AI agents to automate patient

    10Agent
  14. #2222 · beehiiv

    Newsletter and email publishing platform built for creators and media companies, combining

    10Agent
  15. #2223 · Theneo

    AI-powered platform for creating beautiful, intelligent API documentation and developer

    10Agent
  16. #2224 · Ashby

    All-in-one, AI-powered recruiting platform that combines applicant tracking, sourcing, CRM

    10Agent
  17. Biotech advancing best-in-class bispecific antibody therapies for eye disease, using AI and

    10Agent
  18. #2226 · Sumble

    AI-powered knowledge-graph platform that maps which technologies, projects, and people exist

    10Agent
  19. #2227 · Fractile

    UK-based semiconductor startup building in-memory compute chips that radically accelerate

    10Agent
  20. #2228 · Xscape Photonics

    Silicon photonics startup building multi-wavelength laser and optical interconnect technology

    10Agent
  21. #2229 · Hailo

    Israeli AI chip company building energy-efficient processors that bring deep learning and

    10Agent
  22. Honeycomb is an AI-native insurer for multifamily and commercial properties such as apartment

    10Agent
  23. #2231 · Liner

    Seoul-based AI search company building a trustworthy answer engine for students, researchers

    10Agent
  24. #2232 · Mythic

    Analog compute-in-memory chips for power-efficient edge AI

    10Agent
    Mythic SDK

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.