cytostack/openwolf

• highreadme#1

  Reposition the README's opening paragraph to explicitly state its function for AI coding assistants

  原因：

  当前

  <strong>A second brain for Claude Code.</strong><br />Project intelligence, token tracking, and invisible enforcement through 6 hook scripts. Zero workflow changes.

  复制粘贴的修复

  复制

  <strong>OpenWolf is open-source middleware that acts as a second brain for Claude Code, providing sharper context and fewer tokens for AI coding assistants.</strong><br />It offers project intelligence, token tracking, and invisible enforcement through 6 hook scripts, requiring zero workflow changes.

  待办完成忽略
• mediumreadme#2

  Explicitly link the 'Why OpenWolf Exists' section to key problem statements

  原因：

  当前

  Claude Code is powerful but it works blind. It doesn't know what a file contains until it opens it. It can't tell a 50-token config from a 2,000-token module. It reads the same file multiple times in one session without noticing. It has no index of your project, no memory of your corrections, and no awareness of what it already tried.

  复制粘贴的修复

  复制

  Claude Code is powerful but it works blind, leading to high token usage and limited context for AI coding assistants. It doesn't know what a file contains until it opens it. It can't tell a 50-token config from a 2,000-token module. It reads the same file multiple times in one session without noticing. It has no index of your project, no memory of your corrections, and no awareness of what it already tried.

  待办完成忽略
• lowtopics#3

  Add more specific topics to improve categorization accuracy

  原因：

  当前

  anthropic, claude-ai, claude-code, cli, developer-tools, middleware, open-source, token-optimization

  复制粘贴的修复

  复制

  anthropic, claude-ai, claude-code, cli, developer-tools, middleware, open-source, token-optimization, ai-developer-tools, code-generation-ai, context-management

  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

  How to reduce token usage and improve context for AI coding assistants?

  你：未被推荐
  AI 推荐顺序：

  1. Faiss (facebookresearch/faiss)
  2. Weaviate (weaviate/weaviate)
  3. Pinecone
  4. Tree-sitter (tree-sitter/tree-sitter)
  5. ANTLR (antlr/antlr4)
  6. Sourcegraph (sourcegraph/sourcegraph)
  7. OpenGrok (OpenGrok/OpenGrok)
  8. Git (git/git)
  9. LangChain (langchain-ai/langchain)
  10. LlamaIndex (run-llama/llama_index)

  AI 推荐了 10 个替代方案，却始终没点名 cytostack/openwolf。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools provide project intelligence and memory for large language model code generation?

  你：未被推荐
  AI 推荐顺序：

  1. Cursor
  2. Continue (continue-ui/continue)
  3. Codeium
  4. GitHub Copilot Chat
  5. Cody by Sourcegraph (sourcegraph/cody)
  6. Tabnine

  AI 推荐了 6 个替代方案，却始终没点名 cytostack/openwolf。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 cytostack/openwolf?

  pass
  ✓AI 明确点名了 cytostack/openwolf

  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 cytostack/openwolf in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 cytostack/openwolf

  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 cytostack/openwolf solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 cytostack/openwolf

  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？