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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. #2401 · Yodayo

    AI creative platform for anime fandom: art plus character chat

    10Agent
  2. #2402 · PixAI

    Free AI anime art generator with models, LoRAs, and a community

    10Agent
  3. #2403 · Hammer AI

    Free, private AI character chat and roleplay that runs locally

    10Agent
  4. #2404 · Chub AI

    Character hub and uncensored AI roleplay platform

    10Agent
  5. #2405 · Romantic AI

    AI girlfriend, boyfriend and anime companion chat

    10Agent
  6. #2406 · Soulfun AI

    Customizable AI companions with voice and roleplay

    10Agent
  7. #2407 · iGirl

    Virtual AI girlfriend app for roleplay and companionship, popular in Japan

    10Agent
  8. #2408 · PornPen AI

    Tag-based NSFW AI image generator with 3D posing and video tools

    10Agent
  9. #2409 · SugarLab AI

    NSFW AI image and video generator with companion creation

    10Agent
  10. #2410 · Lustix

    AI erotica platform for personalized stories and fantasy realms

    10Agent
  11. #2411 · HoneyGF

    Customizable AI companion with photos, voice, and phone calls

    10Agent
  12. #2412 · LustGF

    Uncensored AI girlfriend simulator with chat and NSFW media

    10Agent
  13. #2413 · Dream Companion

    Customizable NSFW AI companion with context-aware roleplay

    10Agent
  14. #2414 · Dondi

    Emotionally intelligent AI companions with text, image, and video chat

    10Agent
  15. #2415 · BasedLabs

    AI image and video creation platform with 50+ models and uncensored tools

    10Agent
  16. #2416 · Pirr

    AI-powered interactive romance stories that adapt to your choices

    10Agent
  17. #2417 · WaifuChat

    AI anime girlfriend chat app available on iOS and Android

    10Agent
  18. #2418 · World Labs

    Building the next frontier of generative AI with spatial intelligence for understanding and interacting with the world.

    10Agent
  19. #2419 · Humane Intelligence

    A 501(c)(3) nonprofit dedicated to breaking down barriers to AI deployment for social good through rigorous evaluations.

    10Agent
  20. #2420 · Adaptive Security

    Security Awareness Training Built for AI Threats.

    10Agent
  21. #2421 · NovelAI

    AI storytelling and anime image generation from studio Anlatan

    10Agent
  22. #2422 · wsup.ai

    Free AI character chat platform — shut down in June 2026

    10Agent
  23. #2423 · Fling AI

    AI character and roleplay companions with voice, calls, and image generation

    10Agent
  24. #2424 · Couple.me

    Create your own AI girlfriend, boyfriend, or anime partner

    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.