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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1777 · GetReal Security

    Enterprise deepfake defense and media forensics company that detects AI-generated

    10Agent
  2. #1778 · Ray Security

    AI-powered predictive data security platform that monitors how employees, systems, and AI

    10Agent
  3. #1779 · Sycamore

    Building a 'trusted agent operating system' for the enterprise, a full lifecycle platform to

    10Agent
  4. #1780 · Persona AI

    Houston-based humanoid robotics company building purpose-built humanoid robots for heavy

    10Agent
  5. #1781 · Zanskar

    Uses custom AI models and geoscience data to discover hidden geothermal energy resources and

    10Agent
  6. #1782 · Moonlake AI

    Multimodal reasoning models that let anyone generate entire interactive simulations and games

    10Agent
  7. #1783 · Maieutic Semiconductor

    Bengaluru deep-tech startup building a generative-AI-first platform for analog and

    10Agent
  8. #1784 · Stacks

    AI platform for enterprise accounting teams that automates operational finance workflows

    10Agent
  9. #1785 · Synthflow

    Berlin-based no-code platform for building and deploying enterprise voice AI agents that

    10Agent
  10. #1786 · Mechanical Orchard

    Uses AI and reverse engineering to migrate large enterprises off legacy mainframe systems and

    10Agent
  11. #1787 · OhChat

    Live AI girlfriend chat with creator digital twins

    10Agent
  12. #1788 · Krea AI

    AI image generation in real-time

    10Agent
    API
  13. #1789 · MagicSchool

    AI for teachers

    10Agent
  14. #1790 · Sanctuary AI

    Creating and deploying industrial-grade humanoid robots that work and think like people to address global labor challenges.

    10Agent
  15. #1791 · Borderless AI

    AI-native Employer of Record for global hiring

    10Agent
    API Webhooks rest
  16. #1792 · Notta

    AI transcription, meeting notes, and voice intelligence

    10Agent
    API Webhooks OAuth2 rest
  17. #1793 · Spur

    AI QA engineer that tests your website like a real user

    10Agent
  18. #1794 · a2z Radiology AI

    An intelligence layer for medical imaging, starting with comprehensive CT triage

    10Agent
  19. #1795 · Morphle Labs

    Automated digital pathology hardware and AI for cancer diagnostics

    10Agent
  20. #1796 · AdsGency AI

    Agentic AI ad agency that autonomously runs your entire paid marketing workflow

    10Agent
  21. #1797 · Farsight

    AI that builds complete pitch books, models and memos for dealmakers

    10Agent
  22. #1798 · Synthetic

    Fully autonomous AI bookkeeping with no human bookkeepers

    10Agent
  23. #1799 · SuperDial

    AI voice agents that automate healthcare's endless administrative phone calls

    10Agent
  24. #1800 · Latent Technology

    Physics-driven generative AI animation that reacts in real time

    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.