Skip to main content
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

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #169 · Music AI

    Ethical AI audio platform and APIs behind the Moises music app, used by 50M+ creators

    55Agent
    API
  2. #170 · Omni

    The AI-powered BI and semantic layer for the modern data stack

    55Agent
    API
  3. #171 · Contextual AI

    Build specialized RAG agents for the enterprise

    55Agent
    API
  4. #172 · Observe

    AI-native observability platform built on a data lake to replace Splunk and Datadog

    55Agent
    API
  5. #173 · Inferact

    Commercial inference engine from the creators of vLLM

    55Agent
    API
  6. #174 · Story Protocol

    Programmable IP blockchain for tracking and monetizing AI-era content

    55Agent
    API
  7. #175 · Portkey

    The control plane for production AI

    55Agent
    API
  8. #176 · RadixArk

    Open infrastructure for frontier AI, built on SGLang

    55Agent
    API
  9. #177 · PixVerse

    AI video generation from text, images, and one-click cinematic creation

    55Agent
    API
  10. #178 · io.net

    Decentralized GPU cloud network aggregating compute for AI and ML workloads

    55Agent
    API
  11. #179 · DRUID AI

    Enterprise agentic AI platform for conversational customer and employee service

    55Agent
    API
  12. #180 · FriendliAI

    Fast, cost-efficient generative AI inference for any model

    55Agent
    API
  13. #181 · april

    Embedded, AI-powered tax filing and intelligence platform

    55Agent
    API
  14. #182 · Turbopuffer

    Object-storage-native vector and full-text search at massive scale

    55Agent
    API
  15. #183 · Prime Intellect

    The open superintelligence stack for distributed, decentralized AI training

    55Agent
    API
  16. #184 · nexos.ai

    Enterprise AI orchestration platform unifying models, agents, and governance

    55Agent
    API
  17. #185 · DeepInfra

    High-throughput, low-cost AI inference cloud

    55Agent
    API
  18. #186 · Teachable

    Create, market, and sell online courses and digital products

    55Agent
    API Webhooks
  19. #187 · Union.ai

    AI development infrastructure for durable, production-grade ML and agent workflows

    55Agent
    API
  20. #188 · AudioShake

    AI audio separation that splits any recording into clean, editable stems

    55Agent
    API
  21. #189 · Agora

    Full-stack platform for stablecoin infrastructure

    55Agent
    API
  22. #190 · BentoML

    Unified inference platform to run AI at scale

    55Agent
    API
  23. #191 · Landbot

    No-code conversational chatbot builder for web and WhatsApp

    55Agent
    API Webhooks
  24. #192 · Alice & Bob

    Fault-tolerant quantum computing powered by self-correcting cat qubits.

    55Agent
    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.