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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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Showing 24 of 2443 tools.

Ranked tools

  1. #817 · ARC Prize Foundation

    AI benchmarks that measure general intelligence and inspire new ideas

    12Agent
  2. #818 · Corvera

    The context layer for AI-native CPG brands

    12Agent
  3. #819 · Ritivel

    AI-native platform for Life-Sciences Documentation

    12Agent
  4. #820 · Sponge

    Financial infrastructure for the agent economy

    12Agent
  5. #821 · CodeWisp

    Anyone can create real games with AI

    12Agent
  6. #822 · Aemon

    The Forward-Deployed AI Research Engineer

    12Agent
  7. #823 · 21st

    Infrastructure and UI building blocks for the agentic internet

    12Agent
  8. #824 · LegalOS

    The AI-Native Immigration Law Firm

    12Agent
  9. #825 · 10x Science

    The AI-native platform for next-generation protein characterization

    12Agent
  10. #826 · Docura Health

    AI-Native Med-Legal Firm

    12Agent
  11. #827 · Valgo

    Insurance risk layer for physical AI

    12Agent
  12. #828 · FullSeam

    AI agents for corporate accounting teams

    12Agent
  13. #829 · Wideframe

    AI coworker for video editors to ship more video faster

    12Agent
  14. #830 · Carrot Labs

    AI Cost Management: Track and attribute AI spend across every provider

    12Agent
  15. #831 · Rubric AI

    Reasoning and verification infra for AI

    12Agent
  16. #832 · Supafax

    AI assistant for your email and calendar

    12Agent
  17. #833 · Copperlane

    Agentic Mortgage Origination

    12Agent
  18. #834 · Canary

    The first AI QA engineer that understands your code

    12Agent
  19. #835 · Sila

    AI Work Messaging & Collaboration Platform

    12Agent
  20. #836 · Moda

    The monitoring layer your AI agents need

    12Agent
  21. #837 · The Token Company

    Compression middleware that improves LLM outputs

    12Agent
  22. #838 · Crow

    AI for Commercial Real Estate

    12Agent
  23. #839 · Polymath

    Simulation environments to train & evaluate long-horizon AI agents

    12Agent
  24. #840 · Mendral

    AI DevOps Engineer

    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: 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.