cytostack/openwolf

• highreadme#1

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

  Why:

  CURRENT

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

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  <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.

  OpenDoneDismiss
• mediumreadme#2

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

  Why:

  CURRENT

  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.

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  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.

  OpenDoneDismiss
• lowtopics#3

  Add more specific topics to improve categorization accuracy

  Why:

  CURRENT

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

  COPY-PASTE FIX

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

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

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

  you: not recommended
  AI recommended (in order):

  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 recommended 10 alternatives but never named cytostack/openwolf. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

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

  you: not recommended
  AI recommended (in order):

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

  AI recommended 6 alternatives but never named cytostack/openwolf. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

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

  pass
  ✓AI named cytostack/openwolf explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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

  pass
  ✓AI named cytostack/openwolf explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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

  pass
  ✓AI named cytostack/openwolf explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?