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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. #2497 · GPTGirlfriend

    Create and chat with customizable AI companions for roleplay and calls

    10Agent
  2. #2498 · Hakko AI

    Anime AI gaming companion with real-time screen vision and voice

    10Agent
  3. #2499 · Emochi

    Free AI character roleplay with branching interactive video stories

    10Agent
  4. #2500 · Moescape

    Anime AI art and character chat for VTuber and anime fans

    10Agent
  5. #2501 · MiocAI

    Create and chat with AI characters and generate companion images

    10Agent
  6. #2502 · FictionLab

    Free, uncensored AI roleplay with multiple character story models

    10Agent
  7. #2503 · Questie AI

    AI roleplay companions with voice chat, screen vision and memory

    10Agent
  8. #2504 · GoonGen

    Uncensored AI image and video editor with privacy-first design

    10Agent
  9. #2505 · Saylo

    Free AI character story chat with voice, video and image sharing

    10Agent
  10. #2506 · Aethris

    AI companion experience built around lifelike conversational characters

    10Agent
  11. #2507 · Lurvessa

    Create your perfect AI companion with lifelike voice and photorealistic images

    10Agent
  12. #2508 · Eromantic AI

    Create a customizable AI partner with intimate chat and explicit image generation

    10Agent
  13. #2509 · Privee AI

    Chat, roleplay, and create with thousands of AI characters across genres

    10Agent
  14. #2510 · Selira AI

    Uncensored AI companion with chat, image, and short-form video generation

    10Agent
  15. #2511 · DreamGenArt

    Uncensored browser-based AI image and video studio for adult creators

    10Agent
  16. #2512 · Mage

    Browser-based AI image and video generator with creative freedom

    10Agent
  17. #2513 · Girlfriendly AI

    Create AI characters for adult chat and roleplay

    10Agent
  18. #2514 · Oniichat

    Chat with your favourite AI waifus

    10Agent
  19. #2515 · Hi Waifu

    Your customizable AI waifu companion

    10Agent
  20. #2516 · JustModels.ai

    Create and train custom AI models with no code

    10Agent
  21. #2517 · Picasso IA

    All-in-one generative AI for images, video and more

    10Agent
  22. #2518 · Unstability AI

    Cinematic AI image generation for characters and art

    10Agent
  23. #2519 · Nakedly AI

    Fast NSFW AI image generation for adults

    10Agent
  24. #2520 · NudeAI

    Quick NSFW AI image creation for adults

    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.