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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. #2425 · wsup.ai

    Free AI character chat platform — shut down in June 2026

    10Agent
  2. #2426 · BidX

    AI PPC automation for Amazon and Walmart marketplace ads

    10Agent
    OAuth2
  3. #2427 · Blaize

    Power-efficient edge AI chips and software for physical AI

    10Agent
    Picasso
  4. #2428 · Fling AI

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

    10Agent
  5. #2429 · Couple.me

    Create your own AI girlfriend, boyfriend, or anime partner

    10Agent
  6. #2430 · Mozn

    Launch your website, mobile app, and administrative system for charities in just 3 steps, without coding.

    10Agent
  7. #2431 · FantasyGF

    Create your own uncensored AI Girlfriend with customizable looks and personality, featuring chat, voice, image, and video interactions.

    10Agent
  8. #2432 · CraveU AI

    Unfiltered AI character chat, roleplay and image generation

    10Agent
  9. #2433 · DreamHoney

    An AI companion that checks in on you and is always there

    10Agent
  10. #2434 · Flirton

    Chat and roleplay with customizable AI characters for free

    10Agent
  11. #2435 · DreamGen

    Uncensored AI roleplay and story generation you direct

    10Agent
  12. #2436 · PornWorks AI

    AI NSFW art generator for explicit images and video

    10Agent
  13. #2437 · JuicyChat AI

    Unfiltered NSFW character chat with AI girlfriends

    10Agent
  14. #2438 · Eromify

    AI influencer generator for models, images and videos

    10Agent
  15. #2439 · ThotChat

    Personalized AI girlfriend companion that adapts to you

    10Agent
  16. #2440 · Sweet Chat

    Meet your AI girlfriend for genuine companionship

    10Agent
  17. #2441 · Flipped.Chat

    AI character chat with voice calls, images, and video

    10Agent
  18. #2442 · AICupid

    Uncensored AI girlfriend and boyfriend chat with media

    10Agent
  19. #2443 · RolePlayHub

    Affordable browser-based AI roleplay with custom characters

    10Agent
  20. #2444 · SecretWaifu

    Cinematic 3D AI anime girlfriend with VR support

    10Agent
  21. #2445 · MAGI AI

    Free uncensored AI companion and image-to-video generator

    10Agent
  22. #2446 · Aiko

    3D animated AI girlfriend game with voice and memory

    10Agent
  23. #2447 · Infatuated.AI

    AI girlfriend chat with images, video, and voice

    10Agent
  24. #2448 · Unstable Diffusion

    Uncensored AI image generator for SFW and NSFW art

    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.