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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. #1201 · Bidflow

    AI Takeoffs for Electrical

    12Agent
  2. #1202 · Clara

    AI primary care doctor

    12Agent
  3. #1203 · Dayjob

    AI Agents for Industrial Logistics

    12Agent
  4. #1204 · Netter

    AI native Palantir for mid market

    12Agent
  5. #1205 · Prism

    AI-native recruiting agency

    12Agent
  6. #1206 · Framewise Health

    AI-native patient engagement

    12Agent
  7. #1207 · Modern

    AI-Native ServiceNow run by always-on AI agents

    12Agent
  8. #1208 · Panacea

    AI-Native FDA Regulatory Services

    12Agent
  9. #1209 · Datost

    The proactive AI data analyst

    12Agent
  10. #1210 · Parrot

    AI-native operating system for auto shops

    12Agent
  11. #1211 · Rudus

    AI Takeoffs for Concrete

    12Agent
  12. #1212 · Plena Health

    Plena is the AI operating system for specialty medical practices

    12Agent
  13. #1213 · Wealor

    AI-native platform for wealth managers

    12Agent
  14. #1214 · MOVEdot

    AI Agents for Hardware Engineering

    12Agent
  15. #1215 · Zavo

    AI Operating System for Restaurants

    12Agent
  16. #1216 · item

    The AI-Native CRM that works for you

    12Agent
  17. #1217 · Trelium

    The Agent to Build Your Agents

    12Agent
  18. #1218 · Mod AI

    Touchless AP Automation

    12Agent
  19. #1219 · Rovi Health

    AI healthcare concierge for employees

    12Agent
  20. #1220 · Sourcebot

    Helping humans and AI agents understand massive codebases

    12Agent
  21. #1221 · Mayflower

    AI plug-in that automates HR immigration screening and compliance

    12Agent
  22. #1222 · MarkIt

    AI Agents for Trade Compliance - Saving Companies from Tariffs

    12Agent
  23. #1223 · Inspector

    AI IDE for front-end development

    12Agent
  24. #1224 · Semble AI

    AI workflow automation for construction back-office

    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.