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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. #1633 · Qeen.ai

    Autonomous AI agents that run content, marketing and conversational sales for ecommerce brands

    10Agent
  2. #1634 · Filed

    AI that automates the full lifecycle of tax returns

    10Agent
  3. #1635 · Reveal HealthTech

    Healthcare AI specialist building clinical trial and workflow automation products

    10Agent
  4. #1636 · Jack & Jill

    Conversational AI recruiters for job seekers and employers

    10Agent
  5. #1637 · Endra

    AI that automates mechanical, electrical, and plumbing design for buildings

    10Agent
  6. #1638 · All3

    AI architecture and construction robotics to triple building productivity

    10Agent
  7. #1639 · Luxury Presence

    AI-powered marketing and CRM platform for real estate agents

    10Agent
  8. #1640 · Kana

    Flexible AI agents for marketing operations and campaign execution

    10Agent
  9. #1641 · AfterQuery

    Expert reasoning datasets and benchmarks for frontier AI

    10Agent
  10. #1642 · Even Realities

    Camera-free smart glasses with a HUD display and AI assistant

    10Agent
  11. #1643 · Vuelo

    AI-native travel booking and payments platform

    10Agent
  12. #1644 · Harper

    AI-native commercial insurance brokerage for SMBs

    10Agent
  13. #1645 · Surf

    AI research model purpose-built for crypto and digital-asset intelligence

    10Agent
  14. #1646 · GridBeyond

    AI platform to manage distributed and flexible energy resources

    10Agent
  15. #1647 · Magma Math

    K-12 math platform where students show their thinking, powered by AI

    10Agent
  16. #1648 · Thoughtful AI

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

    10Agent
  17. #1649 · Gendo

    The Midjourney for architecture, built by architects

    10Agent
  18. #1650 · Autoscience

    Automating AI research with autonomous AI scientists

    10Agent
  19. #1651 · Born

    Social AI companions and virtual pets that combat loneliness

    10Agent
  20. #1652 · Surgerii Robotics

    Single-port endoscopic surgical robotics built on dual continuum mechanisms

    10Agent
  21. #1653 · Mendaera

    Handheld robotics and AI to bring precision to mainstream medical procedures

    10Agent
  22. #1654 · Mura

    AI that automates order-to-cash for commercial field service

    10Agent
  23. #1655 · Loti AI

    AI likeness protection that detects and removes deepfakes of you

    10Agent
  24. #1656 · Apoha

    AI for molecular behavior — the next data class after sequence and structure

    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.