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New tool Marshal inventories AI agents in Python codebases

A new open-source tool called Marshal has been developed to identify and catalog AI agents within Python codebases. Unlike platform-specific agent management consoles, Marshal performs static analysis, parsing code without execution to detect agents built using frameworks like OpenAI Agents SDK, LangGraph, CrewAI, and Google ADK. It also identifies agents that make direct API calls to services like OpenAI or Anthropic, marking them as inferred. The tool aims to provide developers with a clear inventory of agents, their associated models, and the tools they can invoke, even when information like model names is not explicitly declared in the code. AI

IMPACT Simplifies tracking and management of AI agents within software development workflows.

RANK_REASON The item describes a new open-source tool for code analysis.

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AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New tool Marshal inventories AI agents in Python codebases

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The item describes a new open-source tool for code analysis.
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COVERAGE [1]

  1. Towards AI TIER_1 English(EN) · Jack Werner ·

    Find every AI agent in your Python code: OpenAI Agents SDK, LangGraph, CrewAI and Google ADK

    <figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*pha6wn2Fy_44sSl2KpuNxQ.png" /></figure><p>Agents written in code don’t show up in any admin console. Static analysis can list them, with their models and tools, without running a line of the code.</p><p>An agent …