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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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Showing 24 of 2668 tools.

Ranked tools

  1. #1417 · Jimini Health

    Clinician-supervised AI infrastructure for behavioral health

    10Agent
  2. #1418 · Interloom

    AI agents that learn your company's undocumented tacit knowledge

    10Agent
  3. #1419 · Knowunity

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

    10Agent
  4. #1420 · Manas AI

    AI-driven discovery of novel cancer medicines

    10Agent
  5. #1421 · Frame Security

    Human risk security against AI-driven social engineering

    10Agent
  6. #1422 · Beside

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

    10Agent
  7. #1423 · Astrocade

    AI agents that let anyone create and remix games in minutes

    10Agent
  8. #1424 · RLWRLD

    Robotics foundation models for dexterous, autonomous industrial AI

    10Agent
  9. #1425 · Ecorobotix

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

    10Agent
  10. #1426 · CampusAI

    AI upskilling platform with a virtual campus for workers and teams

    10Agent
  11. #1427 · Mandolin

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

    10Agent
  12. #1428 · Doji

    Create your AI avatar and try on designer fashion virtually

    10Agent
  13. #1429 · Archy

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

    10Agent
  14. #1430 · Maze

    AI-native cloud security platform that uses autonomous AI agents to investigate, prioritize

    10Agent
  15. #1431 · Flexion

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

    10Agent
  16. #1432 · Moonvalley

    Los Angeles-based AI research company building Marey, a production-grade generative video

    10Agent
  17. #1433 · AIsphere

    Beijing-based company behind PixVerse, a fast-growing AI video generation platform for

    10Agent
  18. #1434 · Writesonic

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

    10Agent
  19. #1435 · Copy.ai

    AI platform for go-to-market teams.

    10Agent
  20. #1436 · Luma AI

    Dream Machine — the world's most realistic AI video

    10Agent
    API Python
  21. #1437 · Sesame

    Lifelike voice companions and AI smart glasses

    10Agent
    API python
  22. #1438 · Tolan (Portola)

    Character-driven AI alien companions designed for friendship, not romance.

    10Agent
  23. #1439 · voize

    AI voice companion that handles documentation for nurses

    10Agent
  24. #1440 · Procode AI

    AI-powered revenue cycle management for surgical and specialty billing

    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.