Self-hosted adaptive code search: micro-chunk precision, hybrid rerank, VS Code/MCP-ready
Skill Claude CodeCodex
Decision rules for when to use MCP Qdrant-Indexer semantic search vs grep/literal file tools. Use this skill when starting exploration, debugging, or answering "where/why" questions about code.
Skill Claude CodeCodex
Codebase search and context retrieval for any programming language. Hybrid semantic/lexical search with neural reranking. Use for code lookup, finding implementations, understanding codebases, Q&A grounded in source code, and persistent memory across sessions.