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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. #1537 · Accrual

    AI-native platform unifying tax prep and review for accounting firms

    10Agent
  2. #1538 · Donut Labs

    The agentic crypto browser that automates on-chain trading

    10Agent
  3. #1539 · Artificial Agency

    AI behavior engine that makes video game NPCs feel alive and reactive

    10Agent
  4. #1540 · Astrocade

    AI agents that let anyone create and remix games in minutes

    10Agent
  5. #1541 · XPANCEO

    Building the world's first multifunctional AI smart contact lens

    10Agent
  6. #1542 · Afresh

    AI platform for fresh food ordering, inventory, and supply chain in grocery

    10Agent
  7. #1543 · Kittl

    AI-first browser design platform built between Canva and Adobe

    10Agent
  8. #1544 · Netic

    An autonomous AI growth engine for home services businesses

    10Agent
  9. #1545 · Novee

    AI penetration testing that thinks like a real attacker

    10Agent
  10. #1546 · Lassie

    AI agents that run the back office of small businesses end-to-end

    10Agent
  11. #1547 · Ensocell

    Cambridge, UK biotech that integrates single-cell and spatial genomics with AI to discover

    10Agent
  12. #1548 · Gracia AI

    London-based startup building the first full-stack infrastructure for 4D Gaussian Splatting

    10Agent
  13. #1549 · Bloks

    AI-powered productivity assistant that captures and organizes meeting notes, then surfaces

    10Agent
  14. #1550 · HammerAI

    Free, private AI character chat that runs locally or in the cloud

    10Agent
  15. #1551 · Mentium

    AI-native platform that builds digital workers for freight brokerages and the wider logistics

    10Agent
  16. #1552 · NexDash

    Building Europe's first Neo-Carrier, an AI-driven, fully electric road freight network

    10Agent
  17. #1553 · Skymizer

    Taiwanese company building AI compiler technology and IP for efficient edge inference

    10Agent
  18. #1554 · Solena Materials

    Imperial College London spinout using AI and synthetic biology to design a new class of

    10Agent
  19. #1555 · Success.co

    Next-gen software to run the EOS business operating system

    10Agent
    OAuth2
  20. #1556 · Quizlet

    Master any subject with interactive flashcards, practice tests, and AI-powered study activities.

    10Agent
  21. #1557 · Amperos Health

    AI agents for healthcare denial management and revenue recovery

    10Agent
  22. #1558 · Agency

    Agentic AI for customer success and customer experience

    10Agent
  23. #1559 · Jimini Health

    Clinician-supervised AI infrastructure for behavioral health

    10Agent
  24. #1560 · Interloom

    AI agents that learn your company's undocumented tacit knowledge

    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.