probelabs/probe

• highreadme#1

  Reposition the README's opening paragraph to clarify its core purpose for AI assistants

  原因：

  当前

  We read code 10x more than we write it. Probe is a code and markdown context engine, with a built-in agent, made to work on enterprise-scale codebases.

  复制粘贴的修复

  复制

  Probe is an AI-friendly semantic code search engine for large codebases. It combines ripgrep speed with tree-sitter AST parsing to power AI coding assistants with precise, context-aware code understanding. We read code 10x more than we write it. Probe is a code and markdown context engine, with a built-in agent, made to work on enterprise-scale codebases.

  待办完成忽略
• mediumtopics#2

  Add more specific topics related to AI assistant integration and RAG for code

  原因：

  当前

  ai, ai-coder, ast, cli, code-search, mcp, nodejs-sdk, ripgrep, rust, search-engine, semantic-search, tree-sitter

  复制粘贴的修复

  复制

  ai, ai-coder, ast, cli, code-search, mcp, nodejs-sdk, ripgrep, rust, search-engine, semantic-search, tree-sitter, ai-assistants, rag-for-code, llm-tools, code-intelligence

  待办完成忽略
• lowreadme#3

  Add a 'Comparison' section to the README to differentiate from alternatives

  原因：

  复制粘贴的修复

  复制

  Add a new top-level section to the README, e.g., '## Probe vs. Alternatives', explaining how Probe specifically differs from and complements tools like Sourcegraph, Semgrep, and general ML models for code understanding in AI contexts.

  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 find relevant code snippets semantically across a massive codebase for AI assistants?

  你：未被推荐
  AI 推荐顺序：

  1. Faiss
  2. Sentence Transformers
  3. CodeBERT
  4. GraphCodeBERT
  5. UniXcoder
  6. OpenAI Embeddings
  7. Weaviate
  8. Qdrant
  9. Pinecone
  10. Elasticsearch
  11. OpenGrok
  12. Sourcegraph
  13. Annoy

  AI 推荐了 13 个替代方案，却始终没点名 probelabs/probe。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Looking for a code search tool that understands AST for better context than grep.

  你：未被推荐
  AI 推荐顺序：

  1. Sourcegraph
  2. Semgrep
  3. Comby
  4. OpenGrok
  5. CodeQL
  6. Tree-sitter CLI

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

  pass
  ⚠AI 未点名 probelabs/probe —— 很可能在说另一个项目

  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 probelabs/probe in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 probelabs/probe

  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 probelabs/probe solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 probelabs/probe

  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？