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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1273 · Pathos AI
    10Agent
  2. #1274 · Regal AI
    10Agent
  3. #1275 · TrueFoundry
    10Agent
  4. #1276 · Ashby
    10Agent
  5. #1277 · Genesis Therapeutics
    10Agent
  6. #1278 · AIsphere
    10Agent
  7. #1279 · Onyx
    10Agent
  8. #1280 · Sema4.ai
    10Agent
  9. #1281 · Town
    10Agent
  10. #1282 · Fractile
    10Agent
  11. #1283 · Crescendo

    AI-native contact center blending agents and humans

    10Agent
    API Webhooks OAuth2 pythontypescript
  12. #1284 · Bioptimus

    Building the first universal AI foundation model for biology.

    10Agent
  13. #1285 · Neko Health

    AI-powered full-body health scans for preventive medicine.

    10Agent
  14. #1286 · qbiq

    AI that generates optimized floor plans, 3D tours and CAD models in minutes

    10Agent
  15. #1287 · Xpanner

    Automation-as-a-Service that retrofits construction equipment with autonomous AI

    10Agent
  16. #1288 · Afresh

    AI platform for fresh food ordering, inventory, and supply chain in grocery

    10Agent
  17. #1289 · FLORA

    An infinite canvas that unifies every creative AI tool into one workflow

    10Agent
  18. #1290 · Edison Scientific

    AI scientist that compresses months of research into a single day

    10Agent
  19. #1291 · VideaHealth

    FDA-cleared dental AI that detects disease on X-rays in real time

    10Agent
  20. #1292 · MatX

    Chips built from the ground up for frontier large language models

    10Agent
  21. #1293 · Sensi.AI
    10Agent
  22. #1294 · NatureMetrics
    10Agent
  23. #1295 · Tofu
    10Agent
  24. #1296 · Pixis
    10Agent

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.