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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

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1873 · Brisk Teaching

    AI education platform helping teachers create materials, give feedback, and adapt instruction within Google and Microsoft tools.

    10Agent
  2. #1874 · Lattice

    Lattice is the HR platform that combines people and AI tools to help employees grow, managers lead, and companies succeed.

    10Agent
  3. #1875 · Gusto

    Payroll, HR, and benefits simplified for small and medium-sized businesses.

    10Agent
  4. #1876 · Wiz

    AI Cybersecurity for All Your Cloud and AI Applications.

    10Agent
  5. #1877 · Octane AI

    The #1 AI-powered product quiz platform for Shopify that turns browsers into buyers.

    10Agent
  6. #1878 · Nosto

    AI-powered ecommerce personalization, search, and merchandising solutions to drive sales and foster loyalty.

    10Agent
  7. #1879 · H2O.ai

    The convergence of the world's best predictive and generative AI for private, protected data.

    10Agent
  8. #1880 · Dataiku

    The platform for AI success, powered by people, orchestration, and governance, built for enterprise scale.

    10Agent
  9. #1881 · Skyryse

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

    10Agent
  10. #1882 · Artisan

    AI sales agents that automate outbound, starting with Ava

    10Agent
  11. #1883 · Robot Era

    Humanoid robots with full-body control and a vision-language-action model

    10Agent
  12. #1884 · Procode AI

    AI-powered revenue cycle management for surgical and specialty billing

    10Agent
  13. #1885 · AvatarOS

    Platform for high-end 3D AI virtual influencers with lifelike, expressive movement

    10Agent
  14. #1886 · Reckon.ai

    AI computer vision turning fridges and shelves into autonomous stores

    10Agent
  15. #1887 · Perceptic

    The AI operating system for pharmaceutical drug development

    10Agent
  16. #1888 · Hook

    AI-driven social app to legally remix and mash up your favorite songs

    10Agent
  17. #1889 · Wonder Studios

    AI-native film studio collapsing the time from idea to cinematic screen

    10Agent
  18. #1890 · Hammer AI

    Free, private AI character chat and roleplay that runs locally

    10Agent
  19. #1891 · Paradot

    AI companion with long-term memory for emotional, personalized conversations

    10Agent
  20. #1892 · Synthetic

    Fully autonomous AI bookkeeping with no human bookkeepers

    10Agent
  21. #1893 · Loman AI

    24/7 AI phone agent for restaurants that never misses a call

    10Agent
  22. #1894 · Magic Patterns

    AI design tool that turns prompts into production-ready UI for product teams

    10Agent
  23. #1895 · NovelAI

    AI storytelling and anime image generation from studio Anlatan

    10Agent
  24. #1896 · Origin Lab

    Turning video game worlds into licensed training data for AI

    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.