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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. #1105 · Janet AI

    The AI-Native Product Management System

    12Agent
  2. #1106 · NOSO LABS

    Build AI agents for field technicians to diagnose and sell 10x better

    12Agent
  3. #1107 · Modelence

    The full-stack platform for agentic development

    12Agent
  4. #1108 · Nautilus

    AI platform to grow and to optimize car washes

    12Agent
  5. #1109 · Tesora

    Frontier AI for Actuaries

    12Agent
  6. #1110 · Design Arena

    World's largest crowdsourced benchmark for AI-generated design

    12Agent
  7. #1111 · EffiGov

    The AI OS for Cities

    12Agent
  8. #1112 · Outrove

    Ultra-realistic AI Recruiter

    12Agent
  9. #1113 · RowFlow

    Replacing forms with AI conversations

    12Agent
  10. #1114 · TectoAI

    A Platform for AI Governance

    12Agent
  11. #1115 · stagewise

    The Open Source Agentic IDE

    12Agent
  12. #1116 · Flywheel AI

    Waymo for excavators

    12Agent
  13. #1117 · Okibi

    Build AI coworkers using natural language, it's Lovable for agents

    12Agent
  14. #1118 · Eden

    AI sales practice using your real deals

    12Agent
  15. #1119 · CareSwift

    AI scribe for Ambulance Reports

    12Agent
  16. #1120 · DeepAware AI

    Robots, parts & RL environments - delivered in 72 hrs or pickup in SF

    12Agent
  17. #1121 · Stockline

    AI-native ERP for food wholesalers

    12Agent
  18. #1122 · Magnitude

    The best coding agent for open models

    12Agent
  19. #1123 · Frizzle

    AI Grading for Teachers

    12Agent
  20. #1124 · Alter

    Secure access control and authorization platform for agent workflows

    12Agent
  21. #1125 · Cyberdesk

    Self learning computer use agent for developers

    12Agent
  22. #1126 · Orange Slice

    Agentic sales enrichment spreadsheet

    12Agent
  23. #1127 · Lotas

    AI for Data Science and 3D

    12Agent
  24. #1128 · Lark

    The E2E testing layer for AI-driven development

    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.