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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1105 · Epicenter

    ChatGPT's memory feature in an open, portable format

    12Agent
  2. #1106 · Riverbank

    AI-native Red Teaming and Offensive Security

    12Agent
  3. #1107 · Preseen

    The AI forecasting company for global macro events

    12Agent
  4. #1108 · Pleom

    Agentic Business Intelligence

    12Agent
  5. #1109 · Proliferate

    Manage a team of agents from your desktop

    12Agent
  6. #1110 · Cohesive

    The agentic CRM for blue-collar services

    12Agent
  7. #1111 · Sureform

    Real-world data for multimodal and embodied AI

    12Agent
  8. #1112 · Pillar

    Automated commodity and currency hedging for companies with physical commodity risk

    12Agent
  9. #1113 · MochaCare

    Agentic Management Service for Care Organizations

    12Agent
  10. #1114 · Glue

    The Interface Design Canvas for AI agents

    12Agent
  11. #1115 · Terranox AI

    The first AI-powered uranium discovery company

    12Agent
  12. #1116 · CellType

    The agentic drug company. We simulate human biology

    12Agent
  13. #1117 · Burt

    AI teammates for logistics

    12Agent
  14. #1118 · Beacon Health

    AI Employees for Primary Care

    12Agent
  15. #1119 · Cardinal

    AI Platform for Precision Outbound

    12Agent
  16. #1120 · Clara

    AI primary care doctor

    12Agent
  17. #1121 · PLAN0 AI

    AI powered construction cost estimation & analytics

    12Agent
  18. #1122 · Imperfect

    AI coach for athletes with real lives and epic goals

    12Agent
  19. #1123 · Zolvo

    AI that automates servicing for commercial lenders

    12Agent
  20. #1124 · Cignara

    AI agents for sales & customer support at large Fortune 500 companies

    12Agent
  21. #1125 · Amboras

    Let AI sell your stuff on autopilot

    12Agent
  22. #1126 · Soria

    AI Bloomberg Terminal built for Healthcare (and beyond)

    12Agent
  23. #1127 · Arden

    AI agents that automate SOX control testing

    12Agent
  24. #1128 · Chronicle Labs

    Staging Environments for Enterprise AI Agents

    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.