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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. #1225 · RealRoots

    AI social app for women

    12Agent
  2. #1226 · Acrely

    Enterprise Voice Agents

    12Agent
  3. #1227 · Locata

    AI Referral Automation for Primary Care Clinics

    12Agent
  4. #1228 · Convexia

    The world's first AI-maximalist pharma company

    12Agent
  5. #1229 · Lanesurf

    Voice AI for booking freight

    12Agent
  6. #1230 · Pingo AI

    AI companion that helps you learn languages

    12Agent
  7. #1231 · Maximal

    Maximal is a planning agent for commercial truck fleets

    12Agent
  8. #1232 · Minimal AI

    AI Agents for E-commerce Customer Support

    12Agent
  9. #1233 · ProcIndex

    AI Agents for Accounting Operations

    12Agent
  10. #1234 · GoRiff

    Personalized AI Stories with Music

    12Agent
  11. #1235 · Comena

    AI agents for distributors and manufacturers to automate order entry

    12Agent
  12. #1236 · Fulcrum

    The agentic debugger for AI systems

    12Agent
  13. #1237 · IronLedger.ai

    AI-enabled Corporate Cards and Invoice Processing for Real Estate

    12Agent
  14. #1238 · Skope

    AI Agents for Law Firms

    12Agent
  15. #1239 · Panels

    Audio Data for AI Labs

    12Agent
  16. #1240 · Datafruit

    The AI workspace for software implementations

    12Agent
  17. #1241 · Playgent

    Sandboxes for AI agents

    12Agent
  18. #1242 · Liva AI

    Audio & Video Data

    12Agent
  19. #1243 · Dyspatch

    AI Email Production - Emails on brand, guaranteed to work, fast

    12Agent
  20. #1244 · Cohesive

    The agentic CRM for blue-collar services

    12Agent
  21. #1245 · Fixture

    An AI-first CRM built for Startups

    12Agent
  22. #1246 · Patientdesk.ai

    AI front & back office agent for dental practices

    12Agent
  23. #1247 · GrazeMate

    Robot Cowboys that Herd Cattle with AI Drones

    12Agent
  24. #1248 · BeeSafe AI

    Frontier AI Defenses for Social Engineering Attacks

    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.