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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1561 · Maisa

    Accountable, hallucination-resistant AI agents called 'Digital Workers' that automate complex

    10Agent
  2. #1562 · Neros Technologies

    American-made FPV attack drones built for mass production

    10Agent
  3. #1563 · Sinai.ai

    Egyptian education-AI company turning licensed books into interactive, AI-native reading

    10Agent
  4. #1564 · Yozo.ai

    Abu Dhabi-based startup building an AI-native revenue engine for e-commerce merchants

    10Agent
  5. #1565 · Orchid Security

    AI-powered identity security platform that uses large language models to bring clarity to

    10Agent
  6. #1566 · Twine Security

    AI 'digital employees' that autonomously execute cybersecurity work alongside human teams

    10Agent
  7. #1567 · TinyFish

    Enterprise web agents that simulate human-like browsing to automate repetitive, web-based

    10Agent
  8. #1568 · Isara

    San Francisco startup building software to coordinate thousands of specialized AI agents into

    10Agent
  9. #1569 · Aalo Atomics

    Designs mass-manufactured nuclear power plants purpose-built to power AI data centers and

    10Agent
  10. #1570 · Featherless.ai

    Serverless inference platform that hosts thousands of open-source AI models behind a single

    10Agent
  11. #1571 · Alinia AI

    Barcelona-based startup building compliance and guardrails infrastructure for enterprise AI

    10Agent
  12. #1572 · Cheehoo

    AI animation platform built to help studios and creators produce animated content faster and

    10Agent
  13. #1573 · Town

    A personalized AI assistant that acts like a chief of staff rather than a chatbot, learning

    10Agent
  14. #1574 · Zed

    The multiplayer code editor — fast, native, and AI-first from the ground up

    10Agent
    MCP
  15. #1575 · Plus AI

    AI presentation maker for Google Slides and PowerPoint

    10Agent
    OAuth2
  16. #1576 · Terray Therapeutics

    Generative AI and ultra-high-throughput chemistry for small-molecule drug discovery

    10Agent
  17. #1577 · Basata

    AI that automates referrals, scheduling, and patient intake for specialty practices

    10Agent
  18. #1578 · Blossom Health

    AI copilot and operating system for psychiatry care

    10Agent
  19. #1579 · Worktrace AI

    AI that finds and ranks automation opportunities in your workflows

    10Agent
  20. #1580 · Perfect

    Agentic AI recruiter that sources and triages candidates

    10Agent
  21. #1581 · Optiml

    Real estate decision intelligence for portfolio-level strategy

    10Agent
  22. #1582 · AI Hay

    AI-powered knowledge discovery and Q&A platform for Vietnamese users

    10Agent
  23. #1583 · Critical Loop

    Mobile microgrids that fast-track electric grid connections

    10Agent
  24. #1584 · Bone AI

    Mission-ready physical AI for defense and government

    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.