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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. #1849 · Trax

    Trax revolutionizes retail through AI-driven data, delivering real-time insights for enhanced retail execution and consumer engagement.

    10Agent
  2. #1850 · Insider One

    The leading Agentic Customer Engagement Platform for continuous AI decisioning and autonomous end-to-end engagement.

    10Agent
  3. #1851 · VinAI

    Bringing tomorrow's AI solutions to today's challenges, enhancing safety and intelligence in automotive and beyond.

    10Agent
  4. #1852 · SandboxAQ

    Transforming the world with AI and advanced computing, applying quantitative AI to solve complex challenges in various industries.

    10Agent
  5. #1853 · Sixfold

    Sixfold is the AI brain that handles the heavy lifting in insurance submissions, empowering underwriters to build more profitable portfolios.

    10Agent
  6. #1854 · Machina Labs

    Intelligent, agile, software-defined manufacturing that turns design intent into precise metal structures in days.

    10Agent
  7. #1855 · Maven AGI

    Enterprise AI agent platform for customer experience that delivers exceptional service at every touchpoint.

    10Agent
  8. #1856 · Cyera

    AI-Native Data Security for Cloud, SaaS, On-Prem, and AI environments.

    10Agent
  9. #1857 · Reach Security

    Proactively identify and remediate security control misconfigurations to close gaps faster than AI-powered attacks.

    10Agent
  10. #1858 · Prophet Security

    Empower your SOC with a fleet of autonomous AI agents that accelerates Tier 1, Tier 2, and Tier 3 tasks.

    10Agent
  11. Security Awareness Training Built for AI Threats.

    10Agent
  12. #1860 · Sardine

    The top agentic risk platform for real-time fraud prevention, AML compliance, and AI-driven attack protection.

    10Agent
  13. #1861 · Credo AI

    One platform to discover, assess, and govern every AI agent, model, and application — continuously and in context.

    10Agent
  14. #1862 · Replo

    Go from product to store to sale—all with one AI-powered solution for e-commerce.

    10Agent
  15. #1863 · Latitude

    Latitude is building the next generation of AI-powered, unscripted role-playing games where every choice matters.

    10Agent
  16. #1864 · Charisma.ai

    Immersive conversational AI for online training and campaigns.

    10Agent
  17. #1865 · Wysa

    Wysa offers anonymous, evidence-based AI mental health support for individuals, teams, and health systems.

    10Agent
  18. #1866 · Spring Health

    Easy and affordable mental health care that meets you in the middle of the mess.

    10Agent
  19. #1867 · Polycam

    AI reality capture for professionals across any device, for any user, and any project.

    10Agent
  20. #1868 · Tripo

    Generate production-ready 3D models from text, images, or sketches in seconds with AI-powered tools.

    10Agent
  21. #1869 · Fliki

    Transform text into stunning videos with lifelike AI voices and dynamic AI video clips.

    10Agent
  22. #1870 · Equals

    Equals is the first new spreadsheet in 20 years, engineered for AI and designed for trust.

    10Agent
  23. #1871 · Karat

    The world's leader in technical interviewing, transforming organizations for the Human + AI era.

    10Agent
  24. #1872 · K Health

    K Health's AI Physician Mode integrates with top health systems to provide superior primary care with 24/7 access.

    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.