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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2680 tools.

Ranked tools

  1. #145 · Tavily

    Connect your AI agents to the web with real-time search, extraction, research, and web crawling through a single, secure API.

    65Agent
  2. #146 · Manychat

    Chat marketing automation for Instagram, WhatsApp, and Messenger

    65Agent
    API Webhooks OAuth2
  3. #147 · Uniphore

    Enterprise business AI for conversations, agents, and data

    65Agent
    API Webhooks OAuth2
  4. #148 · Serafis

    Narrative intelligence and search for institutional investors

    65Agent
    MCP API
  5. #149 · Printify

    Print-on-demand marketplace connecting merchants to a global network of print providers

    65Agent
    API Webhooks OAuth2
  6. #150 · LightOn

    The retrieval and document-intelligence API for enterprise AI

    65Agent
    MCP API
  7. #151 · CloudTalk

    AI-powered business calling software with conversation intelligence and voice agents

    65Agent
    API Webhooks OAuth2
  8. #152 · Autify

    Autonomous AI agents for software quality assurance and no-code test automation

    65Agent
    API Webhooks OAuth2
  9. #153 · Jio Haptik

    Enterprise-grade conversational AI agents that deliver human-like customer experiences at infinite scale.

    65Agent
    JavaScriptPython
  10. #154 · Relevance AI

    AI Agents for Sales & GTM Teams to scale results without scaling headcount.

    65Agent
  11. #155 · Boundary (BAML)

    BAML, a programming language and toolchain for building type-safe, structured-output LLM applications.

    65Agent
    PythonTypeScript +7
  12. #156 · PatSnap

    The AI-native platform for global innovation, providing IP and R&D intelligence.

    65Agent
  13. #157 · Moltbot

    Open-source trustless AI crypto trading agents built on ERC-8004.

    65Agent
  14. #158 · Mainframe

    Building interfaces for the future where operating systems are built around actions, not apps, powered by AI.

    65Agent
  15. #159 · LMNT

    Fast, lifelike, and affordable AI text-to-speech with low-latency streaming and instant voice cloning.

    65Agent
    PythonJavaScript
  16. #160 · Thinkific

    Platform to build, market, and sell online courses and communities

    65Agent
    API Webhooks OAuth2
  17. #161 · Trunk

    AI DevOps agents that kill flaky tests and keep CI green

    65Agent
    API Webhooks OAuth2
  18. #162 · Toggl

    Time tracking, project planning, and hiring tools with smart automation

    65Agent
    API Webhooks OAuth2
  19. #163 · Payoneer

    Cross-border payments and financial services for global businesses

    65Agent
    API Webhooks OAuth2
  20. #164 · Letta

    Memory-first agents that learn and improve from experience with natural language.

    65Agent
    Node.js
  21. #165 · Lakera

    The leading AI-native security platform to secure your AI future and accelerate GenAI, agents, and MCPs for enterprise teams.

    65Agent
  22. #166 · ScrapingBee

    The best web scraping API to avoid getting blocked, handling headless browsers, rotating proxies, and offering AI-powered data extraction.

    64Agent
    MCP API pythonnodejs
  23. #167 · Flexport

    AI-powered logistics for the real world, automating your supply chain from factory floor to customer door.

    62Agent
    API Webhooks OAuth2
  24. #168 · LangChain

    Build context-aware AI applications

    60Agent
    API PythonTypeScript +2

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.