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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. #697 · Precip

    High-precision AI weather models

    40Agent
    API
  2. #698 · Perceptron AI

    Foundation models for real-time multimodal intelligence in the physical world

    40Agent
    API
  3. #699 · ZeroEntropy

    High-accuracy retrieval API for LLMs and AI agents

    40Agent
    API
  4. #700 · Otera

    Agentic automation platform for complex, knowledge-intensive enterprise processes

    40Agent
    API
  5. #701 · Prefactor

    Agent observability and evaluation that scores every production run in real time

    40Agent
    API
  6. #702 · Seedance

    ByteDance's AI video generation model with native audio and multi-shot output

    40Agent
    API
  7. #703 · Wrtn Technologies

    Wrtn Technologies is a leading South Korean AI company providing a suite of AI-powered services for both consumers and businesses.

    40Agent
  8. #704 · Chai AI

    Social AI platform for chatting with AI characters

    40Agent
    API
  9. #705 · Publora

    One publishing API and MCP server that posts to 10 social platforms

    40Agent
    API
  10. #706 · DeepJudge

    Precision AI Search for legal teams, instantly accessing your firm's full institutional knowledge.

    40Agent
  11. #707 · Elai

    AI avatar video generation for corporate learning, acquired by Panopto

    40Agent
    API
  12. #708 · Supertone

    HYBE-backed AI voice technology for music, film, and games

    40Agent
    API
  13. #709 · Nametag

    Identity verification built for account protection and deepfake-resistant helpdesk verification

    40Agent
    API
  14. #710 · Landingi

    No-code landing page builder for digital marketers

    40Agent
    API
  15. #711 · Token Metrics

    AI-powered crypto investment research and analytics

    40Agent
    API
  16. #712 · CustomCat

    Print-on-demand fulfillment for ecommerce entrepreneurs

    40Agent
    API
  17. #713 · Moosend

    Affordable email marketing and automation platform

    40Agent
    API
  18. #714 · Beautiful.ai

    AI presentation software with Smart Slides that design themselves

    40Agent
    API
  19. #715 · QuantPilot

    Agentic AI platform that turns plain-language ideas into autonomous crypto trading strategies.

    40Agent
  20. #716 · Bluerails

    Discovery and payment infrastructure so AI agents can find, act on and pay businesses

    40Agent
    API
  21. #717 · Falcon LLM (Technology Innovation Institute)

    Making advanced AI accessible and available to everyone, everywhere through a family of powerful, efficient, and ethical large language models.

    40Agent
    Python
  22. #718 · Cosine AI

    Hand off complex coding tasks without sacrificing maintainability or visibility.

    40Agent
  23. #719 · DeepMode

    Train your own AI clone and generate uncensored images and video

    40Agent
    API
  24. #720 · NSFWLover

    Unfiltered AI girlfriend and boyfriend chat with voice and image generation

    40Agent
    API

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.