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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. #2473 · Insider One

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

    10Agent
  2. #2474 · Domyn

    The agentic AI platform for regulated enterprises, offering full control over models, data, and infrastructure.

    10Agent
  3. #2475 · Sixfold

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

    10Agent
  4. #2476 · Machina Labs

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

    10Agent
  5. #2477 · Maven AGI

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

    10Agent
  6. #2478 · Cyera

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

    10Agent
  7. #2479 · Reach Security

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

    10Agent
  8. #2480 · Prophet Security

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

    10Agent
  9. #2481 · Sardine

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

    10Agent
  10. #2482 · Credo AI

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

    10Agent
  11. #2483 · Replo

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

    10Agent
  12. #2484 · Charisma.ai

    Immersive conversational AI for online training and campaigns.

    10Agent
  13. #2485 · Wysa

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

    10Agent
  14. #2486 · Polycam

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

    10Agent
  15. #2487 · Tripo

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

    10Agent
  16. #2488 · Fliki

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

    10Agent
  17. #2489 · Equals

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

    10Agent
  18. #2490 · Karat

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

    10Agent
  19. #2491 · Brisk Teaching

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

    10Agent
  20. #2492 · Octane AI

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

    10Agent
  21. #2493 · Nosto

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

    10Agent
  22. #2494 · H2O.ai

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

    10Agent
  23. #2495 · Dataiku

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

    10Agent
  24. #2496 · Soulkyn

    Create and chat with uncensored AI companions for roleplay and romance

    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.