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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #985 · Cyberdesk

    Self learning computer use agent for developers

    12Agent
  2. #986 · Orange Slice

    Agentic sales enrichment spreadsheet

    12Agent
  3. #987 · Lotas

    AI for Data Science and 3D

    12Agent
  4. #988 · Lark

    The E2E testing layer for AI-driven development

    12Agent
  5. #989 · ContextFort

    Visibility and Controls for Browser Agents

    12Agent
  6. #990 · LLM Stats

    Independent AI evaluations lab

    12Agent
  7. #991 · Closera

    AI Shopping Agent for Your Ecommerce Store

    12Agent
  8. #992 · Meteor

    An AI-Native Browser

    12Agent
  9. #993 · Sira

    AI Native Rippling for Deskless Workers

    12Agent
  10. #994 · Samora AI

    Multilingual voice agents that outperform humans

    12Agent
  11. #995 · Patientdesk.ai

    AI front & back office agent for dental practices

    12Agent
  12. #996 · Overshoot

    AI Infra for real-time vision applications

    12Agent
  13. #997 · Vector Legal

    The premier AI-native law firm & legal operating system for Startups

    12Agent
  14. #998 · Balance

    Full-Stack AI Accounting

    12Agent
  15. #999 · Constellation Space

    AI operating system for mega-scale satellite networks

    12Agent
  16. #1000 · Caretta

    Realtime AI for Sales Calls

    12Agent
  17. #1001 · Chamber

    The AIOps Agent for ML Teams

    12Agent
  18. #1002 · Prana

    An AI primary care doctor in your pocket

    12Agent
  19. #1003 · Compresr

    LLM context compression for better accuracy

    12Agent
  20. #1004 · GrazeMate

    Robot Cowboys that Herd Cattle with AI Drones

    12Agent
  21. #1005 · BeeSafe AI

    Frontier AI Defenses for Social Engineering Attacks

    12Agent
  22. #1006 · Fed10

    AI Agents for Government Affairs

    12Agent
  23. #1007 · Robby

    AI agents that grow revenue for home services businesses

    12Agent
  24. #1008 · Pax Historia

    The first AI-powered grand strategy platform

    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.