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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. #2281 · Botika

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

    10Agent
  2. #2282 · Veesual

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

    10Agent
  3. #2283 · ELSA

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

    10Agent
  4. #2284 · Hyro

    Conversational AI platform that deploys responsible AI agents to automate patient

    10Agent
  5. #2285 · beehiiv

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

    10Agent
  6. #2286 · Theneo

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

    10Agent
  7. #2287 · Autonolas

    Deploy and co-own autonomous AI agent services across multiple blockchains.

    10Agent
  8. #2288 · Asendia AI

    AI recruiters that clone your top performers for staffing agencies and enterprise.

    10Agent
  9. #2289 · Callab AI

    AI voice agents that plug into legacy on-premises PBX telephony systems without infrastructure migration.

    10Agent
  10. #2290 · Elyra

    AI voice and email agents that handle restaurant reservations and optimize table allocation in real time.

    10Agent
  11. #2291 · Openroll

    AI workforce that automates compensation, headcount, and budgeting for People and Finance teams.

    10Agent
  12. #2292 · Primer

    AI agents that deliver personalized interactive product demos to every prospect on demand.

    10Agent
  13. #2293 · Beycome

    AI-powered for-sale-by-owner real estate and title platform

    10Agent
  14. #2294 · TytoCare

    Provides FDA-cleared remote physical examination technology that lets clinicians conduct

    10Agent
  15. #2295 · LegalMation

    AI-powered platform that automates high-volume litigation and claims work for law firms

    10Agent
  16. #2296 · NatureMetrics

    Nature intelligence company that helps businesses measure, monitor, and report on biodiversity

    10Agent
  17. #2297 · modl.ai

    AI engine for game development that provides automated playtesting and QA bots which adapt to

    10Agent
  18. #2298 · Toloka

    Amsterdam-based AI data partner that supplies high-quality, human-generated data to train and

    10Agent
  19. #2299 · Counsel Health

    Physician-supervised AI care platform designed to be a responsible front door to healthcare

    10Agent
  20. #2300 · FINNY

    AI-powered prospecting and marketing platform built for financial advisors and RIAs

    10Agent
  21. #2301 · Avoma

    AI meeting assistant and revenue intelligence platform that records, transcribes, and analyzes

    10Agent
  22. #2302 · Medical Microinstruments (MMI)

    Italian surgical-robotics company behind the Symani Surgical System, the first robot

    10Agent
  23. #2303 · Diligent Robotics

    Moxi, a socially-intelligent autonomous service robot deployed in hospitals to handle

    10Agent
  24. #2304 · Genie AI

    London-based legal AI platform that helps business and legal teams draft, review, edit, and

    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.