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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
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1465 · Banani

    AI copilot that generates UI designs from text prompts

    10Agent
    OAuth2
  2. #1466 · Hazel

    AI procurement software for government

    10Agent
    OAuth2
  3. #1467 · Andy AI

    AI clinical documentation for home health

    10Agent
    OAuth2
  4. #1468 · GradeWiz

    AI teaching assistant that grades student work

    10Agent
    OAuth2
  5. #1469 · InspectMind AI

    AI copilot for construction plan review and reports

    10Agent
    OAuth2
  6. #1470 · Anything

    Turn plain English into full-stack apps, sites, and tools — formerly Create.xyz

    10Agent
    OAuth2
  7. #1471 · Stably AI

    AI QA engineer that writes and self-heals Playwright tests from plain English

    10Agent
    OAuth2
  8. #1472 · Nous Research

    Open-source AI lab building decentralized models, agents, and training

    10Agent
    API pythontypescript
  9. #1473 · Artisan

    AI sales agents that automate outbound, starting with Ava

    10Agent
  10. #1474 · GridCARE

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

    10Agent
  11. #1475 · Jazz

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

    10Agent
  12. #1476 · AI² Robotics

    Embodied-AI humanoid robots and VLA models for industrial automation

    10Agent
  13. #1477 · Overland AI

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

    10Agent
  14. #1478 · Praktika

    AI avatar tutors for natural, conversational language learning

    10Agent
  15. #1479 · Axiom Math

    AI mathematician that generates and proves new mathematical knowledge

    10Agent
  16. #1480 · Dyna Robotics

    Robotic foundation models for commercial-grade general-purpose robots

    10Agent
  17. #1481 · Rhoda AI

    Robot intelligence trained from millions of videos for the real world

    10Agent
  18. #1482 · Compa

    AI compensation intelligence platform that gives companies real-time market pay data and tools

    10Agent
  19. #1483 · C the Signs

    AI platform that identifies patients at risk of cancer at the earliest, most curable stage

    10Agent
  20. #1484 · Vidyard

    Video platform for sales and marketing that has added AI Avatars letting users generate

    10Agent
  21. #1485 · Color Health

    Reinventing cancer care with direct clinical access, speed, and expert support for better outcomes and lower costs.

    10Agent
  22. #1486 · Toma

    AI voice agents for car dealerships

    10Agent
    API Webhooks rest
  23. #1487 · Envive AI

    Reinforcement-learning intelligence layer for e-commerce conversion

    10Agent
  24. #1488 · Neko Health

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

    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.