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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #769 · Swimm

    AI-powered code documentation and legacy modernization built on static analysis

    35Agent
    MCP OAuth2
  2. #770 · Kore.ai

    Conversational AI for enterprise customer experience

    35Agent
    API JavaScript
  3. #771 · Indexable

    Sandbox infrastructure for AI agents with millisecond full-environment forks.

    35Agent
  4. #772 · AssemblyAI

    AI models for accurate speech recognition

    35Agent
    API PythonTypeScript +5
  5. #773 · ROGO Agriculture

    Autonomous robots that collect agronomic soil and plant data.

    35Agent
  6. #774 · 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
  7. #775 · ReasonBlocks

    Agent runtime that catches mid-run failures and builds a private reasoning library.

    35Agent
  8. #776 · Virtuals Protocol

    The leading tokenized AI agent launchpad on the Base blockchain.

    35Agent
  9. #777 · Ellipsis

    Platform for deploying, managing and observing AI coding agents — plus AI code review

    35Agent
    MCP OAuth2
  10. #778 · Fractal Analytics

    Power enterprise decisions with AI that works, transforming organizations with AI engineered for scale and designed for impact.

    35Agent
  11. #779 · Korso

    The intelligence layer for manufacturing that automates RFQs, supplier comms, and production exceptions.

    35Agent
  12. #780 · Mabl

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

    35Agent
    JavaScriptPython +1
  13. #781 · Calice

    AI-powered virtual field trials for crop breeding

    35Agent
  14. #782 · Mad Street Den

    The only AI stack you will ever need, delivering obsessively on enterprise business outcomes.

    35Agent
  15. #783 · Magnific

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

    35Agent
  16. #784 · Refact.ai

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

    35Agent
    Python
  17. #785 · Vendavo

    AI commercial excellence platform for B2B pricing and selling.

    35Agent
  18. #786 · Bland AI

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

    35Agent
  19. #787 · Translated

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

    35Agent
  20. #788 · Griffain

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

    35Agent
  21. #789 · Lunit

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

    35Agent
  22. #790 · Locus

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

    35Agent
  23. #791 · Hi Marley

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

    35Agent
  24. #792 · Constructor

    AI-native platform powering commerce discovery by interpreting shopper behavior, context, and intent.

    35Agent
    JavaScriptPython +5

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.