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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. #2305 · Baya Systems

    Chip-technology company building modular interconnect and chiplet fabric IP that helps

    10Agent
  2. #2306 · VSORA

    French semiconductor company building ultra-high-performance AI inference chips for data

    10Agent
  3. #2307 · ClaimSorted

    AI-native third-party claims administrator (TPA) that pairs a market-leading human claims team

    10Agent
  4. #2308 · Findigs

    AI-native leasing decisioning platform that automates rental application screening and

    10Agent
  5. #2309 · Attentive.ai

    Attentive.ai, the company behind Beam AI, automates construction takeoffs using AI and

    10Agent
  6. #2310 · Flippa

    Marketplace to buy and sell online businesses and websites

    10Agent
    OAuth2
  7. #2311 · Hadrian

    Factories of the Future to Reindustrialize America, powered by AI for autonomous manufacturing and inspection.

    10Agent
  8. #2312 · Hypeo AI

    AI influencer marketing for the MENA region and beyond

    10Agent
  9. #2313 · Bronze

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

    10Agent
  10. #2314 · Maxima

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

    10Agent
  11. #2315 · Adfin

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

    10Agent
  12. #2316 · Casca

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

    10Agent
  13. #2317 · Hyperbots

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

    10Agent
  14. #2318 · Mega

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

    10Agent
  15. #2319 · Humanz

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

    10Agent
  16. #2320 · FarmQA

    Digital agronomy platform for agronomists, crop consultants and ag retailers

    10Agent
  17. #2321 · Vimcal

    AI-powered calendar and scheduling app built for the speed needs of founders, executives, and

    10Agent
  18. #2322 · Capitalize

    AI-powered commercial real estate data platform that connects brokers and lenders with

    10Agent
  19. #2323 · Friday Harbor

    AI-powered mortgage origination platform that brings real-time underwriting intelligence to

    10Agent
  20. #2324 · LayerX

    AI back-office automation for Japan's paper-heavy enterprises

    10Agent
  21. #2325 · Botify AI

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

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

    10Agent
  23. #2327 · Omneky

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

    10Agent
  24. #2328 · Singulate

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