manojmallick/sigmap

• highreadme#1

  Reposition the README H1 and tagline to explicitly state its purpose for LLM code context

  原因：

  当前

  # ⚡ SigMap
  **SigMap finds the right files before your AI answers.**

  复制粘贴的修复

  复制

  # ⚡ SigMap: 97% Token Reduction for AI Coding Sessions
  **SigMap intelligently feeds relevant code context to your LLM, not the whole repo.**

  待办完成忽略
• mediumreadme#2

  Add a section to the README clarifying SigMap's role in the LLM ecosystem

  原因：

  复制粘贴的修复

  复制

  Add a new section to the README, perhaps titled 'SigMap in the LLM Ecosystem' or 'How SigMap Complements Other Tools,' explaining that SigMap is a *context provider* for LLMs, not an LLM itself, nor a general-purpose vector database, and how it works *with* models like Code Llama or tools like LlamaIndex.

  待办完成忽略
• lowabout#3

  Refine the 'About' description for immediate clarity and keyword density

  原因：

  当前

  97% token reduction for AI coding sessions — zero deps, 31 languages, MCP server

  复制粘贴的修复

  复制

  Intelligent code context for LLMs: SigMap reduces AI coding session tokens by 97% by feeding only relevant files, supporting 31 languages with zero dependencies.

  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 can I reduce token usage when using LLMs for code assistance?

  你：未被推荐
  AI 推荐顺序：

  1. Code Llama 7B
  2. StarCoderBase-7B
  3. DeepSeek Coder 1.3B
  4. LlamaIndex
  5. LangChain
  6. LangChain's ConversationSummaryBufferMemory
  7. Code Llama 7B Instruct
  8. Phi-2
  9. tiktoken

  AI 推荐了 9 个替代方案，却始终没点名 manojmallick/sigmap。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Tools to provide relevant code context to LLMs without sending entire repository?

  你：未被推荐
  AI 推荐顺序：

  1. OpenAI Embeddings
  2. Pinecone
  3. Weaviate (weaviate/weaviate)
  4. ChromaDB (chroma-core/chroma)
  5. text-embedding-ada-002

  AI 推荐了 5 个替代方案，却始终没点名 manojmallick/sigmap。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 manojmallick/sigmap?

  pass
  ✓AI 明确点名了 manojmallick/sigmap

  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 manojmallick/sigmap in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 manojmallick/sigmap

  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 manojmallick/sigmap solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 manojmallick/sigmap

  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？