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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #409 · Inception

    Inception's breakthrough diffusion-based approach enables the world’s fastest, most efficient AI models with best-in-class quality.

    45Agent
  2. #410 · Slang AI

    The #1 Voice AI tool for restaurants, acting as an AI Superhost to manage reservations and guest inquiries 24/7.

    45Agent
  3. #411 · NVIDIA Run:ai

    The enterprise platform for AI workloads and GPU orchestration.

    45Agent
  4. #412 · Galileo AI

    The AI observability and eval engineering platform where offline evals become production guardrails.

    45Agent
    MCP
  5. #413 · Vendr

    Don't overpay for software. Get real market pricing and negotiation execution built on $15B+ in verified spend data.

    45Agent
  6. #414 · Spline

    Design and collaborate in 3D directly in your browser with real-time capabilities.

    45Agent
  7. #415 · Notable

    The AI Platform purpose-built for healthcare, automating the work behind the care with AI Agents.

    45Agent
  8. #416 · Encord

    The multimodal data layer powering physical AI from training to real-world deployment.

    45Agent
  9. #417 · Cornelis Networks

    Deliver the network performance your AI hardware was built for.

    45Agent
    CC++ +1
  10. #418 · CoreWeave

    The Essential Cloud for AI, purpose-built to power pioneers' most complex workloads with next-generation infrastructure and intelligent tools.

    44Agent
    API
  11. #419 · LlamaIndex

    Data framework and cloud for LLM applications

    44Agent
    API pythontypescript +2
  12. #420 · Hour One

    AI digital humans and virtual twins for video at scale

    44Agent
    API Webhooks OAuth2 rest
  13. #421 · Nscale

    European sovereign AI infrastructure

    43Agent
    API
  14. #422 · Inflection AI

    Personal AI for everyone

    43Agent
    API
  15. #423 · MultiOn

    AI agent that takes actions on the web

    42Agent
    API pythontypescript
  16. #424 · Thinking Machines Lab

    Frontier AI research lab building customizable, multimodal models

    41Agent
    API python
  17. #425 · Lambda

    GPU cloud for AI teams

    41Agent
    API Python
  18. #426 · Profound

    AI search visibility platform for Answer Engine Optimization across ChatGPT and Perplexity

    40Agent
    API
  19. #427 · Grammarly

    AI writing assistant for individuals and teams.

    40Agent
    API OAuth2 JavaScript
  20. #428 · Einride

    Autonomous, electric freight powered by the Saga planning platform

    40Agent
    API
  21. #429 · ShengShu Technology

    Multimodal AI video generation with the Vidu model

    40Agent
    API
  22. #430 · Watershed

    Enterprise sustainability platform for carbon accounting and ESG reporting

    40Agent
    API
  23. #431 · Torq

    Agentic AI platform for the autonomous SOC

    40Agent
    API
  24. #432 · Oasis Security

    Agentic access management to secure AI agents and non-human identities

    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: 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.