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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #241 · Brilliant Labs

    Open-source AI smart glasses with on-device multimodal intelligence

    55Agent
    API
  2. #242 · Almanak

    AI agent framework for building and deploying DeFi trading strategies

    55Agent
    API
  3. #243 · Palabra AI

    Real-time AI voice translation that replaces interpreters

    55Agent
    API
  4. #244 · Meshcapade

    Foundation models for generating and understanding 3D digital humans

    55Agent
    API
  5. #245 · Sieve

    AI video APIs for understanding, dubbing, and editing

    55Agent
    API
  6. #246 · Browse AI

    No-code AI robots that scrape and monitor any website

    55Agent
    API Webhooks
  7. #247 · Granica

    AI data platform for safe, efficient training data — privacy, classification, and cost reduction

    55Agent
    API
  8. #248 · e6data

    High-performance, format-neutral lakehouse compute engine

    55Agent
    API
  9. #249 · Anon

    Authentication and automation infrastructure so AI agents can act on the web

    55Agent
    API
  10. #250 · VESSL AI

    MLOps platform that cuts GPU costs by up to 80%

    55Agent
    API
  11. #251 · Brainfish

    Ambient AI agents that guide users inside software for proactive support

    55Agent
    API
  12. #252 · Lingo.dev

    An AI localization engine — the 'Stripe for app localization' for developers

    55Agent
    API
  13. #253 · Sloyd

    AI 3D model generation with parametric control for game makers

    55Agent
    API
  14. #254 · Nexad

    The ad network for AI-native advertising in chatbots

    55Agent
    API
  15. #255 · PromptLayer

    The prompt management workbench for LLM teams

    55Agent
    API
  16. #256 · Tessl

    The package manager for agent skills and context, enabling consistent behaviour across tools and projects.

    55Agent
    Node.js
  17. #257 · Reactor

    Real-time AI video generation with near-zero time to first frame

    55Agent
    API
  18. #258 · Vectorize

    Turn unstructured data into AI-ready vectors for RAG pipelines

    55Agent
    API
  19. #259 · LangWatch

    Platform for LLM evaluations, agent testing and observability

    55Agent
    API
  20. #260 · LGND

    Geospatial embeddings that let AI agents understand satellite imagery

    55Agent
    API
  21. #261 · Gridly

    AI-native content ops and localization platform for games and software

    55Agent
    API
  22. #262 · FereAI

    Autonomous AI agents for real-time crypto research and trading

    55Agent
    API
  23. #263 · Anvil Robotics

    Legos for robots: modular devkits to build and deploy physical AI fast

    55Agent
    API
  24. #264 · ThoughtData

    Unified AIOps observability with root-cause analysis and remediation

    55Agent
    API Webhooks

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.