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. #1105 · Eden

    AI sales practice using your real deals

    12Agent
  2. #1106 · CareSwift

    AI scribe for Ambulance Reports

    12Agent
  3. #1107 · DeepAware AI

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

    12Agent
  4. #1108 · Stockline

    AI-native ERP for food wholesalers

    12Agent
  5. #1109 · Magnitude

    The best coding agent for open models

    12Agent
  6. #1110 · Frizzle

    AI Grading for Teachers

    12Agent
  7. #1111 · Alter

    Secure access control and authorization platform for agent workflows

    12Agent
  8. #1112 · Cyberdesk

    Self learning computer use agent for developers

    12Agent
  9. #1113 · Orange Slice

    Agentic sales enrichment spreadsheet

    12Agent
  10. #1114 · Lotas

    AI for Data Science and 3D

    12Agent
  11. #1115 · Lark

    The E2E testing layer for AI-driven development

    12Agent
  12. #1116 · LLM Stats

    Independent AI evaluations lab

    12Agent
  13. #1117 · Closera

    AI Shopping Agent for Your Ecommerce Store

    12Agent
  14. #1118 · Meteor

    An AI-Native Browser

    12Agent
  15. #1119 · Samora AI

    Multilingual voice agents that outperform humans

    12Agent
  16. #1120 · Balance

    Full-Stack AI Accounting

    12Agent
  17. #1121 · Oximy

    See and control all AI activity across your enterprise

    12Agent
  18. #1122 · Caretta

    Realtime AI for Sales Calls

    12Agent
  19. #1123 · Prana

    An AI primary care doctor in your pocket

    12Agent
  20. #1124 · ARC Prize Foundation

    AI benchmarks that measure general intelligence and inspire new ideas

    12Agent
  21. #1125 · Fed10

    AI Agents for Government Affairs

    12Agent
  22. #1126 · Robby

    AI agents that grow revenue for home services businesses

    12Agent
  23. #1127 · Hex Security

    Agentic Offensive Security at Scale

    12Agent
  24. #1128 · Perfectly

    The AI-native Recruiting OS

    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.