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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. #337 · Decagon

    AI agents that actually solve customer problems

    45Agent
    API
  2. #338 · Schematic

    Ship any pricing model — let developers implement monetization once so GTM teams can iterate without code changes

    45Agent
  3. #339 · Regie.ai

    Generate more pipeline with the world's only AI Sales Engagement Platform for modern GTM.

    45Agent
  4. #340 · Inception

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

    45Agent
  5. #341 · Gnani.ai

    Automate voice, SMS, WhatsApp, chat and email with AI agents that understand intent, trigger workflows, and close the loop.

    45Agent
  6. #342 · Truora

    Securely connect businesses and people, facilitating access to digital services and improving customer relationships.

    45Agent
  7. #343 · Argil

    Generate high-performing videos with your AI clone or choose from engaging avatars for promotion, education, and entertainment.

    45Agent
  8. #344 · Superhuman

    The fastest email experience ever made, with AI triage and reply.

    45Agent
  9. #345 · QA Wolf

    AI-powered end-to-end test coverage with parallel execution.

    45Agent
  10. #346 · Reclaim.ai

    AI calendar that auto-schedules tasks, meetings, and habits.

    45Agent
  11. #347 · Encord

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

    45Agent
  12. #348 · Slang AI

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

    45Agent
  13. #349 · indigo.ai

    Automate conversations with AI Agents to manage complex tasks and speak with your brand's voice.

    45Agent
  14. #350 · Notable

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

    45Agent
  15. #351 · NVIDIA Run:ai

    The enterprise platform for AI workloads and GPU orchestration.

    45Agent
  16. #352 · Descript

    AI video and podcast editing — edit by editing the transcript.

    45Agent
  17. #353 · Ideogram

    AI image generation with perfect text rendering

    45Agent
    API
  18. #354 · Typeface

    Personalised generative AI for brand content

    45Agent
    API JavaScript
  19. #355 · Lindy

    Build AI assistants in minutes

    45Agent
    API
  20. #356 · Hume AI

    Empathic AI voice and emotion intelligence

    45Agent
    API PythonTypeScript
  21. #357 · Hightouch

    Go from insight to live campaign in minutes – powered by all your data, brand knowledge, and AI.

    45Agent
  22. #358 · DeepSeek

    Open-weights frontier AI models with breakthrough efficiency.

    45Agent
    Python
  23. #359 · CoreWeave

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

    44Agent
    API
  24. #360 · Hour One

    AI digital humans and virtual twins for video at scale

    44Agent
    API Webhooks OAuth2 rest

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.