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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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Showing 24 of 2668 tools.

Ranked tools

  1. #1345 · X Square Robot

    Embodied-AI startup building robot foundation models for general robots

    10Agent
  2. #1346 · 80 Acres Farms

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

    10Agent
  3. #1347 · Metafoodx

    AI 3D food scanning to cut commercial kitchen waste and ensure compliance

    10Agent
  4. #1348 · Spirit AI

    Embodied-intelligence foundation models for general-purpose humanoid robots

    10Agent
  5. #1349 · Recursive Superintelligence

    Building AI systems that continuously improve themselves

    10Agent
  6. #1350 · Carbon Robotics

    AI-powered LaserWeeder for sustainable farming

    10Agent
  7. #1351 · Artisan

    AI sales agents that automate outbound, starting with Ava

    10Agent
  8. #1352 · NeuBird

    Hawkeye, an agentic AI SRE that autonomously diagnoses and resolves production issues

    10Agent
  9. #1353 · GridCARE

    Physics-based AI that unlocks hidden power-grid capacity to accelerate AI data centers

    10Agent
  10. #1354 · Jazz

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

    10Agent
  11. #1355 · AI² Robotics

    Embodied-AI humanoid robots and VLA models for industrial automation

    10Agent
  12. #1356 · Overland AI

    Off-road ground autonomy for military vehicles in GPS-denied terrain

    10Agent
  13. #1357 · Supio

    Agentic legal AI for personal injury and mass tort plaintiff firms

    10Agent
  14. #1358 · Axiom Math

    AI mathematician that generates and proves new mathematical knowledge

    10Agent
  15. #1359 · Ultrahuman

    AI-driven smart ring and metabolic health wearables platform

    10Agent
  16. #1360 · Dyna Robotics

    Robotic foundation models for commercial-grade general-purpose robots

    10Agent
  17. #1361 · Rhoda AI

    Robot intelligence trained from millions of videos for the real world

    10Agent
  18. #1362 · Toma

    AI voice agents for car dealerships

    10Agent
    API Webhooks rest
  19. #1363 · Cleerly

    FDA-cleared AI imaging platform that analyzes coronary CT scans to detect and characterize heart disease earlier.

    10Agent
  20. #1364 · Envive AI

    Reinforcement-learning intelligence layer for e-commerce conversion

    10Agent
  21. #1365 · Bold Security

    Edge-AI endpoint security that turns every device into an active agent

    10Agent
  22. #1366 · David AI

    The data layer for next-generation audio and voice AI models

    10Agent
  23. #1367 · Emerald AI

    Turns AI data centers into flexible grid assets that ease power demand

    10Agent
  24. #1368 · Tandem Health

    AI-native operating system for clinical workflows, starting with an ambient scribe

    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: 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.