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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

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Showing 24 of 2443 tools.

Ranked tools

  1. #1321 · Cera

    AI-powered home healthcare that predicts and prevents health deterioration.

    10Agent
  2. #1322 · Jazz

    AI-powered data loss prevention that understands intent, context and risk

    10Agent
  3. #1323 · Accrual

    AI-native platform unifying tax prep and review for accounting firms

    10Agent
  4. #1324 · NVision

    Quantum-enhanced MRI that images disease metabolism in real time

    10Agent
  5. #1325 · AI² Robotics

    Embodied-AI humanoid robots and VLA models for industrial automation

    10Agent
  6. #1326 · Traversal

    The AI SRE agent that finds root causes in complex production systems

    10Agent
  7. #1327 · Blue Water Autonomy

    Building the world's most capable fully autonomous warships

    10Agent
  8. #1328 · Lawhive

    Online legal marketplace with an AI paralegal for consumers and SMEs

    10Agent
  9. #1329 · Agentio

    AI-native platform for creator-led advertising on YouTube and Instagram

    10Agent
  10. #1330 · Axiom Math

    AI mathematician that generates and proves new mathematical knowledge

    10Agent
  11. #1331 · Artificial Agency

    AI behavior engine that makes video game NPCs feel alive and reactive

    10Agent
  12. #1332 · Tidalwave

    Agentic AI for mortgage origination and borrower onboarding

    10Agent
  13. #1333 · Luxury Presence

    AI-powered marketing and CRM platform for real estate agents

    10Agent
  14. #1334 · 80 Acres Farms

    AI- and robotics-enabled vertical indoor farms growing fresh produce year-round

    10Agent
  15. #1335 · Definely

    AI-powered contract drafting and review built into the lawyer's workflow.

    10Agent
  16. #1336 · Excelsior Sciences

    Novel modular chemistry that machines can run and AI can learn from

    10Agent
  17. #1337 · Freeform

    AI-driven laser metal additive manufacturing at production scale

    10Agent
  18. #1338 · AiDASH

    Satellite + AI to protect grids and infrastructure from climate risk

    10Agent
  19. #1339 · Yoodli

    AI roleplay and communication coaching for experiential learning

    10Agent
  20. #1340 · Thoughtful AI

    Human-capable AI agents that automate healthcare revenue cycle management end to end

    10Agent
  21. #1341 · Rembrand

    AI in-content advertising that places brands inside video

    10Agent
  22. #1342 · Archy

    The all-in-one cloud platform that puts dental practices on autopilot

    10Agent
  23. #1343 · Rhoda AI

    Robot intelligence trained from millions of videos for the real world

    10Agent
  24. #1344 · Foundation Health
    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.