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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1009 · Aemon

    The Forward-Deployed AI Research Engineer

    12Agent
  2. #1010 · 21st

    Infrastructure and UI building blocks for the agentic internet

    12Agent
  3. #1011 · Docura Health

    AI-Native Med-Legal Firm

    12Agent
  4. #1012 · Oxus

    AI-powered automation for internal audit workflows

    12Agent
  5. #1013 · Wideframe

    AI coworker for video editors to ship more video faster

    12Agent
  6. #1014 · Carrot Labs

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

    12Agent
  7. #1015 · Rubric AI

    Reasoning and verification infra for AI

    12Agent
  8. #1016 · Supafax

    AI assistant for your email and calendar

    12Agent
  9. #1017 · Copperlane

    Agentic Mortgage Origination

    12Agent
  10. #1018 · Canary

    The first AI QA engineer that understands your code

    12Agent
  11. #1019 · Sila

    AI Work Messaging & Collaboration Platform

    12Agent
  12. #1020 · Moda

    The monitoring layer your AI agents need

    12Agent
  13. #1021 · Crow

    AI for Commercial Real Estate

    12Agent
  14. #1022 · Polymath

    Simulation environments to train & evaluate long-horizon AI agents

    12Agent
  15. #1023 · Mendral

    AI DevOps Engineer

    12Agent
  16. #1024 · Fenrock AI

    AI agents for banking back office

    12Agent
  17. #1025 · Cardboard

    Agentic video editor

    12Agent
  18. #1026 · Proximitty

    AI operating system for commercial loans

    12Agent
  19. #1027 · Unisson

    AI agents that automate B2B software implementation

    12Agent
  20. #1028 · IncidentFox

    AI SRE agent that triages, coordinates, and fixes production incidents

    12Agent
  21. #1029 · Confluence Labs

    AI models that learn from experience

    12Agent
  22. #1030 · Ventura

    AI Workforce for Distributors and Manufacturers

    12Agent
  23. #1031 · Orthogonal

    Agentic Payments for APIs

    12Agent
  24. #1032 · MouseCat

    AI-powered fraud investigations

    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.