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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #433 · Aaru

    AI that simulates entire populations to predict the world's events

    40Agent
    API
  2. #434 · Instrumental

    Manufacturing AI and data platform for electronics quality

    40Agent
    API
  3. #435 · Nominal

    Connected testing and operations platform for hardware engineering teams

    40Agent
    API
  4. #436 · Horizon3.ai

    Autonomous penetration testing with NodeZero, run continuously at production scale

    40Agent
    API
  5. #437 · Airia

    Enterprise platform for discovering, securing and governing AI agents

    40Agent
    API
  6. #438 · Prosper AI

    Voice AI agents for healthcare patient access and prior auth

    40Agent
    API
  7. #439 · Latent

    Clinical AI that automates prior authorization and medication access

    40Agent
    API
  8. #440 · Instapage

    Landing page platform for post-click advertising optimization

    40Agent
    API
  9. #441 · Deepdub

    The voice layer for AI in the real world

    40Agent
    API
  10. #442 · January AI

    Predict your glucose response to any meal with AI — no wearable required

    40Agent
    API
  11. #443 · Mithril

    AI-native public cloud that orchestrates GPU compute as simply as flipping a switch

    40Agent
    API
  12. #444 · Onehouse

    Fully managed universal data lakehouse built on Apache Hudi, Iceberg and Delta Lake

    40Agent
    API
  13. #445 · Grammarly

    AI writing assistant for individuals and teams.

    40Agent
    API OAuth2 JavaScript
  14. #446 · DataHawk

    Unified ecommerce and marketplace analytics for Amazon and Walmart

    40Agent
    API
  15. #447 · WellSaid

    Enterprise AI voiceover studio with 120+ voices from licensed voice actors

    40Agent
    API
  16. #448 · Krikey AI

    Text-to-3D-animation platform turning prompts and photos into animated avatar videos

    40Agent
    API
  17. #449 · UneeQ

    Enterprise digital humans for immersive training roleplay and AI brand ambassadors

    40Agent
    API
  18. #450 · Profound

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

    40Agent
    API
  19. #451 · Gan.ai

    Personalized human video generation at scale

    40Agent
    API
  20. #452 · Particle

    AI-powered news reader from ex-Twitter leaders that summarizes every side of a story

    40Agent
    API
  21. #453 · Kits AI

    Ethical AI voice platform for musicians — cloning, mastering and stems, now part of Splice

    40Agent
    API
  22. #454 · DeepMotion

    Markerless AI motion capture from video and text-to-animation with SayMotion

    40Agent
    API
  23. #455 · Crossmint

    Low-code APIs for wallets, stablecoins and tokenization for businesses and AI agents

    40Agent
    API
  24. #456 · Pangram Labs

    Machine learning classifiers that detect AI-generated text and images

    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.