xiaohongshu
xiaohongshu
codebase-explorer
Deep codebase exploration using semantic search and relationship mapping. Use when you need to understand the current codebase.
Full skill instructions
Codanna's semantic search works best with technical terms and specific concepts. Analyze the situation and optimize your codebase explore queries for code search:
Examples:
OptimizedQuery: {Claude: I will write my optimized query here, then use it below}
Execute this command with your optimized query:
Use the Bash tool to perform semantic code search:
Execute: codanna mcp semantic_search_with_context query:"$OptimizedQuery" limit:5
What Codanna returns:
Analyze the results with their relevance scores (focus on results with score > 0.6 (if possible))
To see actual implementation of interesting results:
src/io/exit_code.rs:108-120"file_path: src/io/exit_code.rs (use the working directory from your environment context <env> to construct the absolute path)offset: 108 (start line)limit: 13 (calculated as: 120 - 108 + 1)limit = end_line - start_line + 1Read(file_path="/full/path/to/src/io/exit_code.rs", offset=108, limit=13)When relationships are shown (called_by, calls, defines, implements):
codanna retrieve describe <relationship_symbol_name|symbol_id:ID>initialize_registry [symbol_id:123]", run: codanna retrieve describe initialize_registry or describe symbol_id:123Build a complete picture by following key relationships and reading relevant code sections
If needed, repeat <Step_1: GatherContext> with a refined query based on what you learned.
The results include:
sed (native on unix only):
You can also see actual implementation with sed: (works native on Unix based environments):
src/io/exit_code.rs:108-120"sed -n '108,120p' src/io/exit_code.rs to read lines 108-120Add lang:rust (or python, typescript, etc.) to narrow results by language if you work on multi-language projects
Follow relationships that appear in multiple results (they're likely important)
Use the describe command to get full details about interesting relationships
Token awareness:
This command is for exploration:
Based on the gathered context, engage with the user to narrow focus and help the user with further request.
xiaohongshu
technical spec
product ux expert
database patterns
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