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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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Showing 24 of 2668 tools.

Ranked tools

  1. #2185 · Zibra AI

    Generative AI tools that help developers create interactive real-time VFX and generate 3D

    10Agent
  2. #2186 · Jhana

    Bengaluru-based legal AI company that builds India's first AI paralegal for legal research

    10Agent
  3. #2187 · immunitoAI

    Bengaluru-based biotech building an AI platform that designs novel antibody therapeutics from

    10Agent
  4. #2188 · Fyllo

    Bengaluru-based precision agriculture startup whose IoT device collects soil, crop canopy, and

    10Agent
  5. #2189 · ShopMy

    Creator commerce and influencer marketing platform that connects premium brands with vetted

    10Agent
  6. #2190 · Amenitiz

    All-in-one, AI-driven management platform for independent hotels, B&Bs and small properties

    10Agent
  7. #2191 · Virtuous

    AI-powered fundraising and CRM platform built for nonprofits

    10Agent
  8. #2192 · Gorgias

    AI-powered customer experience platform purpose-built for ecommerce brands on Shopify

    10Agent
  9. #2193 · Richpanel

    AI customer service platform for ecommerce that combines a multichannel helpdesk with

    10Agent
  10. #2194 · Leena AI

    Agentic AI platform that delivers autonomous AI Colleagues for HR, IT, finance, and other

    10Agent
  11. #2195 · Aqemia

    French AI drug-discovery company that fuses quantum-inspired statistical mechanics with deep

    10Agent
  12. #2196 · Vidyard

    Video platform for sales and marketing that has added AI Avatars letting users generate

    10Agent
  13. #2197 · Ayar Labs

    Optical I/O chiplets that replace electrical interfaces with light to move data in and out of

    10Agent
  14. #2198 · Digicust

    Vienna-based AI platform for end-to-end customs automation across Europe

    10Agent
  15. #2199 · Kneron

    Taiwanese-American semiconductor company designing energy-efficient neural processing units

    10Agent
  16. #2200 · Ubie

    Tokyo-based health-tech company that builds AI-powered symptom assessment tools for patients

    10Agent
  17. #2201 · Martin

    Personal AI assistant reachable by call, text and app

    10Agent
    OAuth2
  18. #2202 · InspectMind AI

    AI copilot for construction plan review and reports

    10Agent
    OAuth2
  19. #2203 · Runna

    Personalized AI-powered running training plans and coaching, now part of Strava

    10Agent
    OAuth2
  20. #2204 · Napkin

    Turn any text into presentation-ready diagrams and infographics instantly

    10Agent
    OAuth2
  21. #2205 · CharacterQuilt

    AI infrastructure for marketers — ship full campaigns in your existing stack in an hour.

    10Agent
  22. #2206 · Bruna

    AI to predict raw material quality and optimize industrial blending

    10Agent
  23. #2207 · Covey

    AI co-pilot for sourcing and screening passive and inbound candidates

    10Agent
  24. #2208 · Buzz Solutions

    AI visual inspection to find faults in power grid infrastructure

    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.