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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #505 · Pibit AI

    AI underwriting automation for commercial P&C insurers

    40Agent
    API
  2. #506 · Open

    Unified AI customer support platform that resolves complex L2 and L3 issues

    40Agent
    API
  3. #507 · Thunder Code

    AI-native software testing that anyone can run from the browser

    40Agent
    API
  4. #508 · InsightFinder

    AI-driven reliability and observability for IT systems and AI agents

    40Agent
    API
  5. #509 · Steward

    AI-first AML platform for complex investor onboarding

    40Agent
    API
  6. #510 · Layer AI

    AI creative OS for game and entertainment studios to make assets at scale

    40Agent
    API
  7. #511 · Procure AI

    AI-native procurement automation with 40+ autonomous agents

    40Agent
    API
  8. #512 · Spaceflux

    AI-powered space domain awareness from a global optical sensor network

    40Agent
    API
  9. #513 · Phonely

    AI receptionist that answers FAQs, routes calls and books appointments

    40Agent
    API
  10. #514 · Newton Research

    Agentic AI analytics for marketing and advertising teams

    40Agent
    API
  11. #515 · GoodFit

    The intelligence layer for modern go-to-market data

    40Agent
    API
  12. #516 · Circleback

    AI-powered meeting notes, action items, and automations for every call

    40Agent
    API
  13. #517 · Venice AI

    Private, uncensored AI for chat, image, and code with no logging

    40Agent
    API
  14. #518 · AptEdge

    AI answer engine that speeds up technical customer support resolution

    40Agent
    API
  15. #519 · imper.ai

    Real-time defense against AI-driven impersonation and deepfake attacks

    40Agent
    API
  16. #520 · Digger

    Infrabase: an AI DevOps agent that lives in your pull request

    40Agent
    API
  17. #521 · Baz

    AI code review that gives pull requests the overhaul GitHub won't

    40Agent
    API
  18. #522 · Develop Health

    GenAI medication access: insurance verification and prior authorization, automated

    40Agent
    API
  19. #523 · Paramark

    Generative AI marketing measurement built on incrementality

    40Agent
    API
  20. #524 · Acoru

    Predict and prevent AI-driven fraud and money mules before they strike

    40Agent
    API
  21. #525 · Perceptron AI

    Foundation models for real-time multimodal intelligence in the physical world

    40Agent
    API
  22. #526 · Scowtt

    Predictive AI that turns unused CRM data into better performance ad campaigns

    40Agent
    API
  23. #527 · GreyLabs AI

    Agentic voice AI for BFSI contact centers and conversation audit

    40Agent
    API
  24. #528 · iKala

    AI-powered marketing, commerce and influencer intelligence

    40Agent
    API

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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.