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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. #1561 · Knowunity

    AI learning companion built by and for students, 20M+ users

    10Agent
  2. #1562 · Emergent

    Agentic vibe-coding platform that builds full apps from natural language

    10Agent
  3. #1563 · Genesis Molecular AI

    Generative AI for small-molecule drug discovery

    10Agent
  4. #1564 · Manas AI

    AI-driven discovery of novel cancer medicines

    10Agent
  5. #1565 · Mitra Chem

    AI-driven battery materials lab compressing cathode R&D timelines

    10Agent
  6. #1566 · Frame Security

    Human risk security against AI-driven social engineering

    10Agent
  7. #1567 · Agentio

    AI-native platform for creator-led advertising on YouTube and Instagram

    10Agent
  8. #1568 · Beside

    An AI receptionist for the real economy that never misses a call

    10Agent
  9. #1569 · RLWRLD

    Robotics foundation models for dexterous, autonomous industrial AI

    10Agent
  10. #1570 · Halter

    AI-powered smart collars and virtual fencing for cattle ranches and dairy farms

    10Agent
  11. #1571 · Ecorobotix

    AI Plant-by-Plant precision sprayers that cut herbicide use by up to 95%

    10Agent
  12. #1572 · Emerald AI

    Turns AI data centers into flexible grid assets that ease power demand

    10Agent
  13. #1573 · CampusAI

    AI upskilling platform with a virtual campus for workers and teams

    10Agent
  14. #1574 · Mandolin

    AI agents that automate specialty drug access and buy-and-bill workflows

    10Agent
  15. #1575 · Doji

    Create your AI avatar and try on designer fashion virtually

    10Agent
  16. #1576 · Status

    A gamified AI social world where you play any character in any universe

    10Agent
  17. #1577 · Archy

    The all-in-one cloud platform that puts dental practices on autopilot

    10Agent
  18. #1578 · Apex Space

    Productized satellite buses manufactured at scale

    10Agent
  19. #1579 · Pathos AI

    Patient-centric, AI-powered drug development company focused on accelerating cancer therapies

    10Agent
  20. #1580 · Flexion

    Zurich-based robotics-intelligence startup building the 'brain' for humanoid robots rather

    10Agent
  21. #1581 · ValkaAI

    Czech startup building a real-time interactive AI video platform that lets businesses deploy

    10Agent
  22. #1582 · Backyard AI

    Unfiltered text and voice chats with AI characters and lorebooks

    10Agent
  23. #1583 · eNOugh

    London-based safety-technology startup building an AI-powered wearable personal safety device

    10Agent
  24. #1584 · Writesonic

    AI writer, editor, and SEO tool for content teams.

    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.