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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #913 · Trigo

    AI-powered grocery digitization with autonomous checkout.

    15Agent
  2. #914 · Lofty

    AI CRM and marketing platform for real estate agents.

    15Agent
  3. #915 · Eve Legal

    The proactive AI workforce for plaintiff law firms, transforming operations from intake to litigation.

    15Agent
  4. #916 · Robovision

    Robovision provides Industrial Vision Intelligence Infrastructure to monitor, control, and standardize vision systems for outcome assurance at scale.

    15Agent
  5. #917 · Unstructured

    Transform complex, unstructured data into clean, structured data for GenAI applications, securely and continuously.

    15Agent
  6. #918 · Codeium

    Free AI coding superpower for every developer

    13Agent
  7. #919 · Ironclad

    AI-powered contract management

    12Agent
  8. #920 · Uplane

    Replace marketing agencies with AI

    12Agent
  9. #921 · Bolna AI

    Voice AI to enable India's next billion

    12Agent
  10. #922 · Brickanta

    Agentic AI for Society Builders

    12Agent
  11. #923 · Tasklet

    The cloud agent operating system for knowledge work

    12Agent
  12. #924 · General Legal

    The AI native law firm for growth stage companies

    12Agent
  13. #925 · Multifactor

    Zero-trust authentication, authorization, and auditing for AI agents

    12Agent
  14. #926 · KERNEL

    Crazy fast, open source infra for AI agents to use the Internet

    12Agent
  15. #927 · Knowlify

    The AI Explainer Video Maker

    12Agent
  16. #928 · Luminal

    Making AI run fast on any hardware

    12Agent
  17. #929 · Astor

    AI advisor for retail investors

    12Agent
  18. #930 · The Prompting Company

    We help products get mentioned in ChatGPT

    12Agent
  19. #931 · Socratix AI

    AI coworkers for fraud and risk teams

    12Agent
  20. #932 · Veria Labs

    Continuous AI pentesting that finds and fixes vulnerabilities

    12Agent
  21. #933 · Flick

    Figma + Cursor, for AI Filmmaking

    12Agent
  22. #934 · Freya

    Voice AI for Enterprises

    12Agent
  23. #935 · Wafer

    AI that makes AI fast

    12Agent
  24. #936 · Nozomio

    product lab solving context in ai

    12Agent

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.