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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

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #2329 · Flex

    All-in-one AI-powered financial platform for mid-sized businesses, unifying private credit

    10Agent
  2. AI-powered financial planning platform that helps advisors deliver personalized, real-time

    10Agent
  3. #2331 · Kick

    AI-native bookkeeping platform that automates accounting for small businesses and accounting

    10Agent
  4. #2332 · VODA.ai

    AI decision-support platform for water utilities that predicts pipe failures and prioritizes

    10Agent
  5. #2333 · Wirestock

    Premium multimodal data from a global network of creative professionals for AI training.

    10Agent
  6. #2334 · Hypeo AI

    AI influencer marketing for the MENA region and beyond

    10Agent
  7. #2335 · Bronze

    AI music-technology company built around a generative, interactive audio engine that lets

    10Agent
  8. #2336 · Maxima

    AI-native accounting automation platform that deploys autonomous agents to handle the

    10Agent
  9. #2337 · Adfin

    London-based fintech building an agentic money-movement platform that helps businesses

    10Agent
  10. #2338 · Casca

    (Cascading AI) is an AI-native loan origination system that automates small business and

    10Agent
  11. #2339 · Hyperbots

    Agentic AI platform that builds deployment-ready co-pilots for finance and accounting

    10Agent
  12. #2340 · Mega

    AI growth engine for small and mid-sized businesses that replaces traditional marketing

    10Agent
  13. #2341 · Humanz

    AI-powered influencer marketing platform that helps brands discover creators, run campaigns

    10Agent
  14. #2342 · FarmQA

    Digital agronomy platform for agronomists, crop consultants and ag retailers

    10Agent
  15. #2343 · Botify AI

    Create and chat with AI companions and characters from Ex-Human

    10Agent
  16. An AI agent called Lyra that autonomously manages influencer marketing campaigns end to end

    10Agent
  17. #2345 · Omneky

    AI-powered advertising platform that generates high-performing image, video, and UGC-style ad

    10Agent
  18. #2346 · Singulate

    Generative AI email marketing platform that lets B2B marketers segment audiences and

    10Agent
  19. #2347 · Common Room

    An AI-native GTM platform that powers pipeline generation with precise buyer intelligence.

    10Agent
  20. #2348 · ClimateAi

    Minimize climate risk and maximize future opportunities with hyper-local, AI-powered climate insights for food and agriculture.

    10Agent
  21. #2349 · Mind Robotics

    Building intelligent robotics for industrial deployment, starting with the factory floor.

    10Agent
  22. #2350 · Tortus

    UK-based clinical AI company building an AI co-pilot, branded OSLER, that automates clinical

    10Agent
  23. #2351 · Brand.AI

    AI brand management platform that makes brand guidelines and strategy machine-readable so AI

    10Agent
  24. #2352 · Midjourney

    Independent AI image generation lab.

    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.