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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. Protect humans with behavioral AI against phishing, social engineering, and account takeovers.

    35Agent
  2. #770 · Mabl

    Low-code intelligent test automation for web, mobile, and API.

    35Agent
    JavaScriptPython +1
  3. #771 · Cognite

    Deploy and scale industrial AI to optimize production, reduce downtime, and increase productivity across your enterprise.

    35Agent
    PythonJavaScript
  4. #772 · Netomi

    The only agentic AI platform built for what comes after the pilot, designed for enterprises that can't afford to get it wrong.

    35Agent
  5. #773 · Magnific

    The AI creative platform for video, image, and audio production at any scale.

    35Agent
  6. #774 · Vendavo

    AI commercial excellence platform for B2B pricing and selling.

    35Agent
  7. #775 · Refact.ai

    Self-hosted AI coding assistant — run on your own infra, own your data

    35Agent
    Python
  8. #776 · Bland AI

    Automate phone calls with conversational AI for enterprises, powering next-generation AI call centers.

    35Agent
  9. #777 · Translated

    Professional language solutions for your business, crafted by experts, powered by technology, and delivered efficiently.

    35Agent
  10. #778 · Griffain

    Deploy autonomous AI agents for Solana token trading, NFTs, and DeFi.

    35Agent
  11. #779 · Lunit

    Conquer cancer through cutting-edge AI for earlier detection and more precise oncology treatments.

    35Agent
  12. #780 · Locus

    Achieve exceptional profitability and delivery excellence with AI-driven logistics solutions for seamless omnichannel fulfillment.

    35Agent
  13. #781 · Hi Marley

    The insurance ecosystem communicates with clarity, speed, and ease through intelligent messaging.

    35Agent
  14. #782 · Synthesys

    Generate engaging AI videos with realistic voices and avatars, offering a complete AI content suite for scalable content creation.

    35Agent
  15. #783 · HUMAIN

    We build the entire AI stack: data centers, cloud, models, and applications, providing end-to-end AI solutions.

    35Agent
  16. Shaping the future of work with AI by advancing enterprise intelligence through human-centered and scalable solutions.

    35Agent
  17. #785 · Salv

    The fincrime platform with intelligence sharing built-in to detect money laundering, exchange intelligence, and stop fraud more effectively.

    35Agent
  18. #786 · Latent Labs

    Building frontier generative AI models that capture the fundamentals of biology to make biology programmable.

    35Agent
  19. #787 · Rask AI

    AI-powered platform to translate, dub, and repurpose videos into 130+ languages

    35Agent
  20. #788 · Distyl AI

    Rearchitecting entire industries for frontier technologies with production AI systems that deliver measurable impact in weeks.

    35Agent
  21. Superpowering off-highway autonomy programs with streamlined, software-first solutions for any machine in any environment.

    35Agent
  22. #790 · Fini

    AI Agents to Supercharge Your User Acquisition for iOS Apps.

    35Agent
  23. #791 · G42

    G42 is an Abu Dhabi-born AI and cloud computing company building globally to push AI to do more for everyone.

    35Agent
  24. #792 · StepFun

    StepFun offers a suite of AI tools including knowledge base Q&A, image creation, and advanced multimodal reasoning models.

    35Agent

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.