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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. #2377 · Topaz Labs

    Professional-grade photo and video editing powered by AI.

    10Agent
  2. #2378 · Harrison.ai

    Global leaders in AI-powered radiology and medical imaging, unlocking infinite medical capacity for healthcare systems worldwide.

    10Agent
  3. #2379 · ML6

    Europe's AI Engineering Powerhouse, partnering with bold leaders to turn cutting-edge AI into lasting business impact.

    10Agent
  4. #2380 · Muah AI

    Uncensored AI companion app notable for its September 2024 data breach and CSAM-prompt controversy.

    10Agent
  5. #2381 · Sakura AI

    Anime-style AI character chat and roleplay

    10Agent
  6. #2382 · Dittin AI

    Uncensored NSFW AI character chat and image generation

    10Agent
  7. #2383 · PolyBuzz

    Chat with 20M+ AI characters for free

    10Agent
  8. #2384 · LusyChat

    Unfiltered NSFW AI chat with deep character customization

    10Agent
  9. #2385 · Kalon AI

    Photorealistic AI companion with voice, memory, and image generation

    10Agent
  10. #2386 · Erogen

    Immersive AI companions and roleplay with custom character creation

    10Agent
  11. #2387 · Saucepan

    Unlimited, unfiltered AI companions with community-created characters

    10Agent
  12. #2388 · Nastia AI

    Uncensored AI companion with chat, voice and image generation

    10Agent
  13. #2389 · ZenCreator

    Uncensored AI image and video generator for adult content creators

    10Agent
  14. #2390 · OtherHalf AI

    Immersive 3D anime AI companions with voice and expressive avatars

    10Agent
  15. #2391 · Secret Desires AI

    Premium AI companion with voice calls, memory, and contextual images

    10Agent
  16. #2392 · Xoul

    Immersive AI roleplay and storytelling with millions of custom characters

    10Agent
  17. #2393 · Creamify

    Uncensored and private AI image and video generation platform

    10Agent
  18. #2394 · TranscendAP

    AI-driven accounts payable automation platform that streamlines invoice processing, approval

    10Agent
  19. #2395 · Luvr AI

    Chat, call and create images with AI companions

    10Agent
  20. #2396 · Hiro Finance

    AI personal finance copilot acquired by OpenAI to power ChatGPT financial agents.

    10Agent
  21. #2397 · CharaxAI

    AI girlfriend chat with anime characters and a companion generator

    10Agent
  22. #2398 · FLIRTcam

    AI virtual girlfriends and boyfriends for 24/7 chat and video

    10Agent
  23. #2399 · DreamBF

    AI boyfriend chatbot with customization, voice messages, and roleplay

    10Agent
  24. #2400 · Charstar

    AI character chat with custom personalities, backstories, and speaking styles

    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.