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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. #2521 · JustModels.ai

    Create and train custom AI models with no code

    10Agent
  2. #2522 · Picasso IA

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

    10Agent
  3. #2523 · Unstability AI

    Cinematic AI image generation for characters and art

    10Agent
  4. #2524 · Nakedly AI

    Fast NSFW AI image generation for adults

    10Agent
  5. #2525 · NudeAI

    Quick NSFW AI image creation for adults

    10Agent
  6. #2526 · Pornify

    NSFW AI image generation and adult character chat

    10Agent
  7. #2527 · Soulkyn AI

    Uncensored AI companion platform with self-owned models

    10Agent
  8. #2528 · PixelBunny

    Pay-as-you-go multi-model AI image and video studio with no subscription

    10Agent
  9. #2529 · HoneyChat

    Telegram-native AI companion with memory, photos, voice and video clips

    10Agent
  10. #2530 · ChatSweetie

    Free AI girlfriend, boyfriend and anime companion chat with image generation

    10Agent
  11. #2531 · SweetGirl

    Lean browser-based AI companion focused on realistic chat and image generation

    10Agent
  12. #2532 · SweetDream

    Customizable AI girlfriends and boyfriends with memory, images and video

    10Agent
  13. #2533 · Foxy AI

    AI girlfriend platform for personalized 24/7 companion conversations

    10Agent
  14. #2534 · NSFWGirlfriend

    Adult AI companion chat with custom characters and image generation

    10Agent
  15. #2535 · PocketGirl AI

    Customizable AI girlfriend for chat and personalized companionship

    10Agent
  16. #2536 · Cuties AI

    Adult AI companion platform with deep customization and image generation

    10Agent
  17. #2537 · Kissable

    AI companion app with persistent memory, couple photos and voice messaging

    10Agent
  18. #2538 · Bonza Chat

    Uncensored AI girlfriend chat with custom companions and image generation

    10Agent
  19. #2539 · PixelDojo

    All-in-one AI studio to create, animate, edit and upscale images and video

    10Agent
  20. #2540 · Weifu AI

    Anime AI girlfriend chat app with 100+ characters and instant translation

    10Agent
  21. #2541 · ChatFAI

    Chat with fictional and historical characters using AI

    10Agent
  22. #2542 · Heat AI

    Anime-style AI girlfriend chatbot with adaptive conversations

    10Agent
  23. #2543 · Aimy

    Anime-style AI chat companion for casual conversation and roleplay

    10Agent
  24. #2544 · SpicyAI

    No-filter NSFW AI chat and AI girlfriend with voice, image and video

    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.