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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. #385 · Cognism

    Premium B2B prospecting data with mobile numbers and intent signals.

    45Agent
  2. #386 · Descript

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

    45Agent
  3. #387 · Gemini Code Assist

    Google's AI code assistant — 1M token context, deeply integrated with Google Cloud

    45Agent
    VS Code ExtensionJetBrains Plugin
  4. #388 · Apollo.io

    AI-powered sales engagement platform with 275M+ contacts.

    45Agent
  5. #389 · EliseAI

    Conversational AI assistant for property management and leasing.

    45Agent
  6. #390 · Twelve Labs

    Video understanding AI for developers

    45Agent
    API PythonJavaScript
  7. #391 · Standard AI

    Computer vision for autonomous checkout in physical retail.

    45Agent
  8. #392 · D-ID

    The leading digital human platform for AI-generated video creation and interactive agents.

    45Agent
  9. #393 · Bezi

    Project-aware AI development assistant for Unity game studios

    45Agent
    MCP
  10. #394 · DeepSeek

    Open-weights frontier AI models with breakthrough efficiency.

    45Agent
    Python
  11. #395 · Ambience Healthcare

    The AI operating system for healthcare

    45Agent
    API
  12. #396 · Read AI

    Your AI copilot transforming meetings, emails, and messages into summaries, insights, and instant answers.

    45Agent
  13. #397 · Kyutai

    An open-science AI lab dedicated to building and democratizing Artificial General Intelligence through open research.

    45Agent
    Python
  14. #398 · Phaidra

    AI agents for AI factories, optimizing complex power, cooling, and workload management systems to maximize tokens per watt.

    45Agent
  15. #399 · RamAIn

    Automate any UI task across legacy desktop, browser, and portal apps with natural language.

    45Agent
  16. #400 · Forethought

    AI for customer support automation

    45Agent
    API
  17. #401 · Truora

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

    45Agent
  18. #402 · Superhuman

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

    45Agent
  19. #403 · QA Wolf

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

    45Agent
  20. #404 · Reclaim.ai

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

    45Agent
  21. #405 · Regie.ai

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

    45Agent
  22. #406 · Gnani.ai

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

    45Agent
  23. #407 · indigo.ai

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

    45Agent
  24. #408 · Unify

    Unify brings together Sales, Marketing, Growth, and RevOps under one roof to clarify attribution and streamline outbound strategies.

    45Agent

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.