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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #2353 · GradeWiz

    AI teaching assistant that grades student work

    10Agent
    OAuth2
  2. #2354 · Helsing

    Helsing is a new type of defence company providing AI-enabled precision mass and autonomous systems across all domains.

    10Agent
  3. #2355 · Talkie AI

    Free AI character chat and virtual companionship

    10Agent
  4. #2356 · SproutsAI

    AI agents to identify, engage and hire talent end to end

    10Agent
  5. #2357 · Axolotl AI

    The community-standard open-source framework for LLM fine-tuning and post-training

    10Agent
    Python
  6. #2358 · OurDream AI

    Bootstrapped AI companion platform with custom images, video, voice and chat.

    10Agent
  7. #2359 · Rubii AI

    Immersive AI character roleplay with multi-model support

    10Agent
  8. #2360 · Rodin

    Rodin, by Deemos Technologies, is an AI 3D model generator that produces high-detail 3D assets

    10Agent
  9. #2361 · Base44

    AI app builder that turns plain-language prompts into fully functional apps

    10Agent
    OAuth2
  10. #2362 · ModelBest

    Tsinghua-born unicorn behind the MiniCPM efficient edge AI models

    10Agent
    Python
  11. #2363 · Latitude

    Latitude is building the next generation of AI-powered, unscripted role-playing games where every choice matters.

    10Agent
  12. #2364 · APOB AI

    AI photo generator with face swap & character creator

    10Agent
  13. #2365 · Joyland AI

    Free AI character roleplay and storytelling chat

    10Agent
  14. #2366 · Paradot

    AI companion with long-term memory for emotional, personalized conversations

    10Agent
  15. #2367 · PepHop AI

    AI character chat platform with SFW and NSFW modes and thousands of personas

    10Agent
  16. #2368 · MyBabes

    Unrestricted AI companion hub with 2K image and cinematic video generation

    10Agent
  17. #2369 · aiAllure

    Customizable AI girlfriend platform with unlimited image and video generation

    10Agent
  18. #2370 · Anything

    Turn plain English into full-stack apps, sites, and tools — formerly Create.xyz

    10Agent
    OAuth2
  19. #2371 · Janitor AI

    Free character roleplay chatbot platform with a proprietary uncensored LLM (JLLM) and 15M+ users.

    10Agent
  20. #2372 · Nomi AI

    An AI companion with memory, emotional intelligence and roleplay

    10Agent
  21. #2373 · Linky AI

    AI chatbot for virtual characters with custom companion creation and voice calls

    10Agent
  22. #2374 · Tensor.Art

    AI image generation and model-sharing community on SD and Flux

    10Agent
  23. #2375 · Replify

    AI sales and customer service suite purpose-built for gyms, health clubs and fitness studios

    10Agent
  24. #2376 · Stably AI

    AI QA engineer that writes and self-heals Playwright tests from plain English

    10Agent
    OAuth2

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.