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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2680 tools.

Ranked tools

  1. #2617 · Mathpresso (QANDA)

    Democratizing personalized education globally through AI technology.

    5Agent
  2. #2618 · EdgeCortix

    Energy-efficient AI processors purpose-built for edge generative AI

    5Agent
    API
  3. #2619 · Apptronik

    Building general-purpose humanoid robots to dramatically improve the way humans live and work.

    5Agent
  4. #2620 · Inbolt

    Real-time 3D vision and AI for industrial robot guidance

    5Agent
  5. #2621 · CrushOn AI

    Experience unfiltered, spicy AI character chat with no content restrictions.

    5Agent
  6. #2622 · Mind Robotics

    Building intelligent robotics for industrial deployment, starting with the factory floor.

    5Agent
  7. #2623 · Magic

    Building frontier code models to automate software engineering and research.

    5Agent
  8. #2624 · Imperagen

    Closed-loop, AI-guided enzyme engineering for improved and production-ready enzyme designs.

    5Agent
  9. #2625 · AI Labs (Curriculum Associates)

    Advancing responsible AI to help teachers meet the needs of every student through ethical, human-centered solutions.

    5Agent
  10. #2626 · SpicyChat AI

    Free uncensored AI character roleplay platform by NextDay AI, with 100M+ registered users.

    5Agent
  11. #2627 · GoLove AI

    Multi-mode AI companion platform by Cyprus-based 404 Intelligence Ltd with chat, voice, image, and video.

    5Agent
  12. #2628 · Secrets.ai

    Privacy-focused 18+ AI companion platform with realistic girlfriend chat, images, and video.

    5Agent
  13. #2629 · BeforeSunset AI

    Personalized AI daily planning that suits your life

    5Agent
  14. #2630 · Lovescape

    Cyprus-based AI companion platform focused on emotional intelligence and romance.

    5Agent
  15. #2631 · Joi AI

    Bootstrapped AI-companion app for chat, photos and voice with custom characters.

    5Agent
    API
  16. #2632 · DreamGF

    Create and chat with a personalized AI girlfriend via voice, text, and photos.

    5Agent
  17. #2633 · HeraHaven

    Customizable AI girlfriend platform with long-term memory and image generation

    5Agent
  18. #2634 · Tensordyne

    Tensordyne builds next-generation Generative AI inference systems for data centres, re-engineering AI math and redefining inference.

    5Agent
  19. #2635 · Vozo AI

    Translate every layer of your video: voice, subtitles, lip-sync, and on-screen text

    5Agent
  20. #2636 · Async

    The only AI Video Editor you need to create and edit videos effortlessly by chatting with AI.

    5Agent
    JavaScriptPython
  21. #2637 · Seduced

    AI image and video generator built for adult content

    5Agent
  22. #2638 · Swipey AI

    Your official AI Girlfriend platform for chat, voice, and NSFW interactions.

    5Agent
  23. #2639 · Lex

    Collaborative documents with powerful AI editing tools to help you write something great today.

    5Agent
  24. #2640 · Bahasa AI

    Your AI Assistant for everyday tasks, offering chat, image, and PDF analysis.

    5Agent

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.