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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. #721 · NSFWLover

    Unfiltered AI girlfriend and boyfriend chat with voice and image generation

    40Agent
    API
  2. #722 · Zed

    The multiplayer code editor — fast, native, and AI-first from the ground up

    38Agent
    MCP
  3. #723 · ElevenLabs

    The most realistic AI voices for creators, developers, and enterprise.

    35Agent
    PythonTypeScript +3
  4. #724 · Swimm

    AI-powered code documentation and legacy modernization built on static analysis

    35Agent
    MCP OAuth2
  5. #725 · Ellipsis

    Platform for deploying, managing and observing AI coding agents — plus AI code review

    35Agent
    MCP OAuth2
  6. #726 · 01.AI

    Founded by Kai-Fu Lee — maker of the Yi model family.

    35Agent
    Python
  7. #727 · Findem

    Expert-labeled talent dataset for AI-powered hiring

    35Agent
    API Webhooks OAuth2 rest
  8. #728 · Smartling

    AI translation and localization platform

    35Agent
    API Webhooks OAuth2 javapython +2
  9. #729 · Leonardo.Ai

    AI-powered creative suite for image and video generation.

    35Agent
  10. #730 · Augment Code

    AI agents that understand your entire codebase, from IDE to CLI to code review.

    35Agent
    TypeScript
  11. #731 · Dexterity

    Physical AI for warehouse and supply chain robots

    35Agent
    python
  12. #732 · Runware

    One API for fast generative AI inference

    35Agent
    MCP API Webhooks OAuth2 pythonjavascript +1
  13. #733 · Aleph Alpha

    Specialised language models for a sovereign Europe, designed for real, business-critical environments and decisions.

    35Agent
  14. #734 · Scribe

    AI-generated step-by-step process documentation.

    35Agent
  15. #735 · Glean

    Work AI for the entire enterprise

    35Agent
    API PythonTypeScript +2
  16. #736 · H Company

    Action-oriented agentic foundation models from Paris

    35Agent
    API Webhooks OAuth2 pythontypescript
  17. #737 · Momentic

    AI-native automated software testing platform

    35Agent
    API Webhooks OAuth2 resttypescript
  18. #738 · GMI Cloud

    AI-native inference cloud built for production AI workloads on H100, H200 and Blackwell GPUs.

    35Agent
    API
  19. #739 · Mercury

    Radically different online business banking for startups, small businesses, and scaling companies.

    35Agent
  20. #740 · Typeface

    Personalised generative AI for brand content

    35Agent
    API JavaScript
  21. #741 · Hume AI

    Empathic AI voice and emotion intelligence

    35Agent
    API PythonTypeScript
  22. #742 · Marqo

    AI-native search and product discovery platform that optimises ecommerce conversion and revenue.

    35Agent
    Python
  23. #743 · Lightricks

    The AI technology company empowering creativity through an open ecosystem of AI tools and models.

    35Agent
  24. #744 · Insilico Medicine

    Accelerating drug discovery and development through generative AI and advanced bioinformatics platforms.

    35Agent

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.