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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1441 · Sona
    10Agent
  2. #1442 · Supernormal
    10Agent
  3. #1443 · Arcade
    10Agent
  4. #1444 · SiMa.ai
    10Agent
  5. #1445 · ClaimSorted
    10Agent
  6. #1446 · Infinigence AI
    10Agent
  7. #1447 · Nexthop AI
    10Agent
  8. #1448 · Chai Discovery

    Engineering better molecules using artificial intelligence for drug-like antibody design against challenging targets with atomic precision.

    10Agent
  9. #1449 · Hiro Finance

    AI personal finance copilot acquired by OpenAI to power ChatGPT financial agents.

    10Agent
  10. #1450 · SpAItial

    Spatial foundation models that generate full, coherent 3D environments from a prompt

    10Agent
  11. #1451 · NeuBird

    Hawkeye, an agentic AI SRE that autonomously diagnoses and resolves production issues

    10Agent
  12. #1452 · Knowunity

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

    10Agent
  13. #1453 · CyberRidge

    Photonic encryption that hides data as optical noise, quantum-resistant by design

    10Agent
  14. #1454 · Manas AI

    AI-driven discovery of novel cancer medicines

    10Agent
  15. #1455 · Allen Control Systems

    Bullfrog turns standard weapons into AI counter-drone gun systems

    10Agent
  16. #1456 · Evertune

    The marketing platform for brand discovery and visibility in AI search

    10Agent
  17. #1457 · Superpower

    AI health super app with 100+ biomarker testing and a 24/7 AI health advisor

    10Agent
  18. #1458 · All3

    AI architecture and construction robotics to triple building productivity

    10Agent
  19. #1459 · Ultrahuman

    AI-driven smart ring and metabolic health wearables platform

    10Agent
  20. #1460 · Lindus Health

    The anti-CRO running radically faster, AI-enabled clinical trials end to end

    10Agent
  21. #1461 · GridBeyond

    AI platform to manage distributed and flexible energy resources

    10Agent
  22. #1462 · Tandem Health

    AI-native operating system for clinical workflows, starting with an ambient scribe

    10Agent
  23. #1463 · Noetik

    Multimodal virtual-cell foundation models for precision oncology

    10Agent
  24. #1464 · Spirit AI

    Embodied-intelligence foundation models for general-purpose humanoid robots

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.