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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1441 · Baya Systems

    Chip-technology company building modular interconnect and chiplet fabric IP that helps

    10Agent
  2. #1442 · VSORA

    French semiconductor company building ultra-high-performance AI inference chips for data

    10Agent
  3. #1443 · Octup

    Real-time AI operations platform built specifically for third-party logistics providers (3PLs)

    10Agent
  4. #1444 · Parspec

    AI-native software platform that helps construction product distributors and sales agents bid

    10Agent
  5. #1445 · Liner

    Seoul-based AI search company building a trustworthy answer engine for students, researchers

    10Agent
  6. #1446 · Skyryse

    AI-powered fly-by-wire system for any aircraft

    10Agent
  7. #1447 · NeuBird

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

    10Agent
  8. #1448 · Quobly

    Industrial silicon-based quantum computers built on semiconductor fabs.

    10Agent
  9. #1449 · ZyG

    An agentic operating system that scales DTC ecommerce brands end to end

    10Agent
  10. #1450 · Supio

    Agentic legal AI for personal injury and mass tort plaintiff firms

    10Agent
  11. #1451 · Ultrahuman

    AI-driven smart ring and metabolic health wearables platform

    10Agent
  12. #1452 · X Square Robot

    Embodied-AI startup building robot foundation models for general robots

    10Agent
  13. #1453 · 80 Acres Farms

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

    10Agent
  14. #1454 · Spirit AI

    Embodied-intelligence foundation models for general-purpose humanoid robots

    10Agent
  15. Building AI systems that continuously improve themselves

    10Agent
  16. #1456 · Aquant

    AI platform for service and field-service support, helping teams diagnose, troubleshoot and

    10Agent
  17. #1457 · Take2

    AI agents platform purpose-built for healthcare recruiting that automates hiring from job

    10Agent
  18. #1458 · Tezi

    Max, an autonomous AI recruiter that handles sourcing, screening, and scheduling end to end

    10Agent
  19. #1459 · Deepull

    Barcelona medical diagnostics company developing UllCORE, a rapid direct-from-blood

    10Agent
  20. #1460 · Topview

    Singapore-based AI content platform that uses proprietary AI and digital human technology to

    10Agent
  21. #1461 · Tensorlake

    Provides serverless infrastructure for building, deploying, and scaling durable

    10Agent
  22. AI platforms that digitize yard and terminal operations using computer vision

    10Agent
  23. #1463 · Sand AI

    Chinese generative video company behind MAGI, an autoregressive video generation model

    10Agent
  24. #1464 · Toolpath

    Applied-AI CAM and estimating platform for machine shops that automates the most repetitive

    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.