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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #649 · Dexterity

    Physical AI for warehouse and supply chain robots

    35Agent
    python
  2. #650 · Glean

    Work AI for the entire enterprise

    35Agent
    API PythonTypeScript +2
  3. #651 · Magnific

    The AI creative platform for video, image, and audio production at any scale.

    35Agent
  4. #652 · FlexAI

    AI infrastructure that adapts as you grow, orchestrating across any cloud or hardware for faster deployment and optimal cost-performance.

    35Agent
  5. #653 · Fini

    AI Agents to Supercharge Your User Acquisition for iOS Apps.

    35Agent
  6. #654 · HUMAIN

    We build the entire AI stack: data centers, cloud, models, and applications, providing end-to-end AI solutions.

    35Agent
  7. #655 · NVIDIA Synthetic Data Generation for Agentic AI

    Accelerate the development of agentic workflows with high-quality, domain-specific synthetic data.

    35Agent
  8. #656 · Glass Health

    AI-powered ambient scribing and clinical decision support for healthcare professionals.

    35Agent
  9. #657 · Character.AI

    Chat with millions of user-created AI characters.

    35Agent
  10. #658 · Poolside

    AI platform for software engineering

    35Agent
    API
  11. #659 · GMI Cloud

    AI-native inference cloud built for production AI workloads on H100, H200 and Blackwell GPUs.

    35Agent
    API
  12. #660 · H Company

    Action-oriented agentic foundation models from Paris

    35Agent
    API Webhooks OAuth2 pythontypescript
  13. #661 · Otter.ai

    AI meeting assistant for notes, summaries, and action items.

    35Agent
  14. #662 · Cline

    Open-source autonomous AI coding agent for VS Code — bring your own model

    35Agent
  15. #663 · Recraft

    Brand-consistent AI image generation

    35Agent
    API Python
  16. #664 · Sublime Security

    Autonomous email defense for the post-LLM threat era

    35Agent
    API Webhooks OAuth2 pythongo
  17. #665 · Elicit

    AI research assistant for scientists

    35Agent
    API
  18. #666 · Rev

    #1 speech-to-text service for lawyers and beyond, combining human and AI transcription.

    35Agent
    PythonNode.js +1
  19. #667 · Tavus

    AI video personalization platform

    35Agent
    API JavaScriptPython
  20. #668 · Resemble AI

    Generative voice AI with deepfake detection

    35Agent
    API PythonNode.js +1
  21. #669 · Ambience Healthcare

    The AI operating system for healthcare

    35Agent
    API
  22. #670 · Alpaca

    Commission-free brokerage API for building AI-powered trading agents and fintech apps.

    34Agent
    API OAuth2 pythontypescript +2
  23. #671 · Collaborative Robotics (Cobot)

    Reactive collaborative robots for warehouses and hospitals

    32Agent
  24. #672 · Drata

    Trust management automation for SOC 2, ISO, HIPAA

    30Agent
    MCP

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.