Skip to main content
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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #745 · Rox

    AI agent swarms that put enterprise revenue on autopilot for the Global 2000.

    35Agent
  2. #746 · Mercury

    Radically different online business banking for startups, small businesses, and scaling companies.

    35Agent
  3. #747 · Marqo

    AI-native search and product discovery platform that optimises ecommerce conversion and revenue.

    35Agent
    Python
  4. #748 · Moveworks

    AI copilot for enterprise IT and HR

    35Agent
    API
  5. #749 · Insilico Medicine

    Accelerating drug discovery and development through generative AI and advanced bioinformatics platforms.

    35Agent
  6. #750 · Coda

    Coda is your all-in-one collaborative workspace, bringing teams and tools together for a more organized and productive workday.

    35Agent
  7. #751 · Pricefx

    Cloud-native pricing optimization with AI rebate management.

    35Agent
  8. #752 · Kensho

    AI for financial intelligence and analytics

    35Agent
    API Python
  9. #753 · Cresta

    Generative AI for the contact center

    35Agent
    API
  10. #754 · Abridge

    Enterprise-grade AI for clinical conversations, trusted by the largest healthcare systems to improve outcomes at scale.

    35Agent
  11. #755 · Vectra AI

    Cybersecurity AI that stops attacks others can’t by revealing who's doing what on your network right now.

    35Agent
  12. #756 · Domo

    Business intelligence powered by AI

    35Agent
    API JavaScript
  13. #757 · JetBrains AI Assistant

    AI inside IntelliJ, PyCharm, WebStorm — code without leaving your JetBrains IDE

    35Agent
    KotlinJava
  14. #758 · Gradient Labs

    Procedural AI agents that deliver specialist customer support for regulated industries.

    35Agent
  15. #759 · Nabla

    Smarter clinical workflows and elevated care through ambient AI, dictation, and real-time intelligence for healthcare professionals.

    35Agent
  16. #760 · Sublime Security

    Autonomous email defense for the post-LLM threat era

    35Agent
    API Webhooks OAuth2 pythongo
  17. #761 · Imagen

    Personal AI photo editing assistant for photographers

    35Agent
    API OAuth2 rest
  18. #762 · Lexion

    AI contract management for fast-moving teams

    35Agent
    API
  19. #763 · Multiverse Computing

    Pioneering the era of efficient and secure AI by empowering organisations to run production-ready AI with tailored solutions.

    35Agent
    Python
  20. #764 · Tavus

    AI video personalization platform

    35Agent
    API JavaScriptPython
  21. #765 · Ada

    AI customer service automation platform

    35Agent
    API iOS (Swift)React Native +1
  22. #766 · Gamma

    Effortless AI design for presentations, websites, and more, helping you create captivating content almost as quickly as you can think it up.

    35Agent
  23. #767 · Robin AI

    Get instant insights from your legal documents with Robin's AI-powered Legal Intelligence Platform.

    35Agent
  24. #768 · Aleph

    AI-native FP&A platform for modern finance teams

    35Agent
    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: 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.