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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
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. #1345 · DeepIP
    10Agent
  2. #1346 · Spiritus
    10Agent
  3. #1347 · Warmly
    10Agent
  4. #1348 · Lyzr
    10Agent
  5. #1349 · Viktor
    10Agent
  6. #1350 · DualEntry
    10Agent
  7. #1351 · Turion Space

    Space domain awareness and on-orbit imaging for space superiority

    10Agent
  8. #1352 · Navina
    10Agent
  9. #1353 · Wealth.com
    10Agent
  10. #1354 · Reve
    10Agent
  11. #1355 · Metaplane
    10Agent
  12. #1356 · Topo
    10Agent
  13. #1357 · Mitiga
    10Agent
  14. #1358 · Orchid Security
    10Agent
  15. #1359 · Gumloop
    10Agent
  16. #1360 · Genie AI
    10Agent
  17. #1361 · Tracksuit
    10Agent
  18. #1362 · LiteLLM
    10Agent
  19. #1363 · Fluidstack
    10Agent
  20. #1364 · Orby AI
    10Agent
  21. #1365 · Deeptune
    10Agent
  22. #1366 · Simular
    10Agent
  23. #1367 · Retym
    10Agent
  24. #1368 · Hailo
    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.