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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
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #1849 · Treefera

    Uses satellite imagery and AI to map the 'first mile' of nature-based supply chains, tracking

    10Agent
  2. #1850 · AMP Robotics

    AI-powered robotics and vision systems that automate the sorting of recyclables in materials

    10Agent
  3. #1851 · Altera

    Applied research company building autonomous, socially intelligent AI agents it calls digital

    10Agent
  4. #1852 · SPARQ

    AI-native game engine and creator platform built on a proprietary C++ engine with AAA-grade

    10Agent
  5. #1853 · Tabs

    AI-native revenue platform for B2B finance and accounting teams that automates the entire

    10Agent
  6. #1854 · Truveta

    Health data and analytics company built by a collective of US health systems to enable

    10Agent
  7. #1855 · pyannoteAI

    Paris-based company building a language-agnostic speaker intelligence platform

    10Agent
  8. #1856 · Simple AI

    Voice AI agents for direct-to-consumer sales and support, designed to convert and upsell on

    10Agent
  9. #1857 · Bluebook

    Stockholm-based AI platform building "self-driving accounting" for accounting firms

    10Agent
  10. #1858 · TestSprite

    Autonomous AI testing platform built to be the testing backbone for AI-native software

    10Agent
  11. #1859 · Phoebe

    Building an AI-driven immune system for software, using swarms of AI agents that continuously

    10Agent
  12. #1860 · Thena

    AI customer support platform purpose-built for B2B teams that serve customers in Slack

    10Agent
  13. #1861 · GPT Uncensored

    Unfiltered AI chat with image and video generation

    10Agent
  14. #1862 · Mem

    Self-organising workspace powered by AI

    10Agent
  15. #1863 · Lavender

    AI sales email coach

    10Agent
  16. #1864 · DeepBrain AI

    Transform text into captivating videos with AI-powered avatars and intuitive editing

    10Agent
  17. #1865 · Amazon Q Developer

    AWS-native AI coding assistant — optimized for cloud developers

    10Agent
    MCP API
  18. #1866 · Mercor

    Mercor is an AI-powered platform connecting top-tier remote AI talent with companies shaping the future of artificial intelligence.

    10Agent
  19. #1867 · Nooks

    AI sales assistant for prospecting and dialing

    10Agent
    API Webhooks OAuth2 javascript
  20. #1868 · aiOla

    Enterprise voice AI for noisy, jargon-heavy field operations

    10Agent
    API Webhooks OAuth2 rest
  21. #1869 · XBOW

    Autonomous offensive security AI

    10Agent
  22. #1870 · Klaimee

    Liability insurance for AI agents — you deploy them, we cover you.

    10Agent
  23. #1871 · Onton

    Neuro-symbolic AI shopping site for product discovery

    10Agent
  24. #1872 · Vox AI

    Autonomous voice AI for restaurant drive-thrus

    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.