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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1249 · Rhizome AI

    Agent Platform for Life Sciences

    12Agent
  2. #1250 · ClaimGlide

    AI automated prior-auths for private medical practices

    12Agent
  3. #1251 · Button Computer

    Button is the wearable AI that can talk

    12Agent
  4. #1252 · Overdrive Health

    AI-Native Medical Billing Services

    12Agent
  5. #1253 · Cardinal

    AI Platform for Precision Outbound

    12Agent
  6. #1254 · PLAN0 AI

    AI powered construction cost estimation & analytics

    12Agent
  7. #1255 · Zolvo

    AI that automates servicing for commercial lenders

    12Agent
  8. #1256 · Soria

    AI Bloomberg Terminal built for Healthcare (and beyond)

    12Agent
  9. #1257 · Thomas

    The first AI founder: a virtual human who runs his own companies

    12Agent
  10. #1258 · Ardent

    Database sandboxes for Agents

    12Agent
  11. #1259 · Chronicle Labs

    Staging Environments for Enterprise AI Agents

    12Agent
  12. #1260 · Zibra Labs

    Distributed Compute for AI

    12Agent
  13. #1261 · Keyframe Labs

    Turn agents into lifelike video calls. $0.06 a minute

    12Agent
  14. #1262 · Lamina Labs

    Visual infrastructure for EdTech AI applications

    12Agent
  15. #1263 · Memoir

    AI CMO for Software Companies

    12Agent
  16. #1264 · Allowance

    Scoped payment credentials for AI agents

    12Agent
  17. #1265 · Sidekick

    AI-powered SMS assistant for deskless workers

    12Agent
  18. #1266 · Standard Signal

    Hedge fund where AI researches and executes every trade

    12Agent
  19. #1267 · BioStack Platforms

    Real world training envs for healthcare AI models

    12Agent
  20. #1268 · Casey

    Casey is an AI-native commercial insurance brokerage

    12Agent
  21. #1269 · Metorial

    Agentic infrastructure to power AI-native companies

    12Agent
  22. #1270 · Denki

    The full-stack AI financial audit firm

    12Agent
  23. #1271 · Soren

    Private AI for Regulated Industries

    12Agent
  24. #1272 · Fifth Door

    Create and play games with AI

    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.