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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1249 · MochaCare

    Agentic Management Service for Care Organizations

    12Agent
  2. #1250 · Glue

    The Interface Design Canvas for AI agents

    12Agent
  3. #1251 · Terranox AI

    The first AI-powered uranium discovery company

    12Agent
  4. #1252 · Fern

    Enabling physical AI at scale

    12Agent
  5. #1253 · Salus

    Guardrails to validate your agent's actions before they execute

    12Agent
  6. #1254 · CellType

    The agentic drug company. We simulate human biology

    12Agent
  7. #1255 · Burt

    AI teammates for logistics

    12Agent
  8. #1256 · Beacon Health

    AI Employees for Primary Care

    12Agent
  9. #1257 · Wayco

    AI operator for medlegal cases

    12Agent
  10. #1258 · Rhizome AI

    Agent Platform for Life Sciences

    12Agent
  11. #1259 · ClaimGlide

    AI automated prior-auths for private medical practices

    12Agent
  12. #1260 · Button Computer

    Button is the wearable AI that can talk

    12Agent
  13. #1261 · Overdrive Health

    AI-Native Medical Billing Services

    12Agent
  14. #1262 · Cardinal

    AI Platform for Precision Outbound

    12Agent
  15. #1263 · PLAN0 AI

    AI powered construction cost estimation & analytics

    12Agent
  16. #1264 · Zolvo

    AI that automates servicing for commercial lenders

    12Agent
  17. #1265 · Cignara

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

    12Agent
  18. #1266 · Soria

    AI Bloomberg Terminal built for Healthcare (and beyond)

    12Agent
  19. #1267 · Thomas

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

    12Agent
  20. #1268 · Ardent

    Database sandboxes for Agents

    12Agent
  21. #1269 · Chronicle Labs

    Staging Environments for Enterprise AI Agents

    12Agent
  22. #1270 · Zibra Labs

    Distributed Compute for AI

    12Agent
  23. #1271 · Keyframe Labs

    Turn agents into lifelike video calls. $0.06 a minute

    12Agent
  24. #1272 · Lamina Labs

    Visual infrastructure for EdTech AI applications

    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.