chekusu/wanman

• highreadme#1

  Reposition the README H1 and opening sentence to specify category

  原因：

  当前

  # wanman
  
  **English** | [中文](README.zh.md) | [日本語](README.ja.md)
  
  Agent Matrix framework — run a supervised network of Claude Code or Codex agents that collaborate on your machine.

  复制粘贴的修复

  复制

  # wanman: Local AI Agent Orchestration Framework
  
  **English** | [中文](README.zh.md) | [日本語](README.ja.md)
  
  wanman is an open-source local-mode AI agent orchestration framework. It runs a supervised network of Claude Code or Codex agents on your machine, coordinating autonomous multi-agent workflows, task execution, and artifact generation.

  待办完成忽略
• mediumtopics#2

  Expand repository topics with broader AI agent terms

  原因：

  当前

  agent, claude-code, codex, llm

  复制粘贴的修复

  复制

  ai-agents, multi-agent-system, agent-orchestration, llm-agents, workflow-automation, local-ai, claude-code, codex, llm

  待办完成忽略
• mediumcomparison#3

  Add a 'Comparison' section to the README

  原因：

  复制粘贴的修复

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  ## wanman vs. Other AI Agent Frameworks
  
  Unlike general-purpose LLM orchestration libraries such as LangChain or LlamaIndex, wanman focuses specifically on *local-mode, supervised multi-agent execution* with strong isolation guarantees. While tools like AutoGen and CrewAI also facilitate multi-agent collaboration, wanman emphasizes running agents as isolated CLI subprocesses with per-agent worktrees, providing a robust and reproducible environment for autonomous workflows.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Need an open-source framework to manage collaborative AI agent workflows on my machine.

  你：未被推荐
  AI 推荐顺序：

  1. LangChain
  2. LlamaIndex
  3. AutoGen
  4. Haystack
  5. CrewAI
  6. Open Interpreter

  AI 推荐了 6 个替代方案，却始终没点名 chekusu/wanman。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How to run and supervise multiple autonomous language model agents locally?

  你：未被推荐
  AI 推荐顺序：

  1. AutoGen
  2. CrewAI
  3. LangChain Agents
  4. LlamaIndex
  5. Haystack Agents
  6. Open Interpreter

  AI 推荐了 6 个替代方案，却始终没点名 chekusu/wanman。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of chekusu/wanman?

  pass
  ✓AI 明确点名了 chekusu/wanman

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts chekusu/wanman in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 chekusu/wanman

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo chekusu/wanman solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 chekusu/wanman

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？