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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. #193 · Synthesia

    AI video creation platform with realistic avatars.

    55Agent
    PythonNode.js
  2. #194 · Superfiliate

    Affiliate, influencer, and referral marketing platform for DTC brands

    55Agent
    API Webhooks
  3. #195 · Anduril Drones

    Autonomous defense drones and counter-UAS systems.

    55Agent
    API C++Python
  4. #196 · Textline

    Secure business texting for support, sales, and logistics

    55Agent
    API Webhooks
  5. #197 · Browse AI

    No-code AI robots that scrape and monitor any website

    55Agent
    API Webhooks
  6. #198 · Omni

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

    55Agent
    API
  7. #199 · Agora

    Full-stack platform for stablecoin infrastructure

    55Agent
    API
  8. #200 · Contextual AI

    Build specialized RAG agents for the enterprise

    55Agent
    API
  9. #201 · Parley

    AI that automates US immigration legal drafting

    55Agent
    API Webhooks
  10. #202 · Parasail

    Pay-per-token AI inference supercloud that puts developers in control

    55Agent
    API
  11. #203 · PixVerse

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

    55Agent
    API
  12. #204 · OpenRouter

    A unified API gateway to 400+ LLMs across 60+ providers

    55Agent
    API
  13. #205 · Auterion

    Software-defined autonomy and AI for drone swarms across air, land and sea

    55Agent
    API
  14. #206 · Quantum Machines

    The control layer powering the world's quantum computers

    55Agent
    API
  15. #207 · nexos.ai

    Enterprise AI orchestration platform unifying models, agents, and governance

    55Agent
    API
  16. #208 · DeepInfra

    High-throughput, low-cost AI inference cloud

    55Agent
    API
  17. #209 · Wondercraft

    The Canva of audio — generative AI podcasts and ads

    55Agent
  18. #210 · Sifflet

    AI-ready data observability platform to monitor pipelines, quality, and lineage end to end

    55Agent
    API
  19. #211 · Inferact

    Commercial inference engine from the creators of vLLM

    55Agent
    API
  20. #212 · Story Protocol

    Programmable IP blockchain for tracking and monetizing AI-era content

    55Agent
    API
  21. #213 · Jen

    Ethically trained, high-fidelity AI music generation with an API

    55Agent
    API
  22. #214 · Prime Intellect

    The open superintelligence stack for distributed, decentralized AI training

    55Agent
    API
  23. #215 · Paid

    Results-based billing and monetization infrastructure for AI agents

    55Agent
    API
  24. #216 · 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: 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.