zotero-mcp-augmentation

# Zotero MCP augmentation 一个给 `Zotero MCP` 使用的本地补强工具。它主要处理全文清洗、分段、嵌入和段落级检索。 A local add-on for `Zotero MCP`. It focuses on full-text cleaning, chunking, local embeddings, and passage retrieval. ## Workflow `item -> cleaned text -> chunks -> local embeddings -> top chunks` ## Quickstart ```powershell python -m venv .venv .venv\Scripts\activate pip install -r requirements.txt ``` ```powershell python scripts/clean_and_chunk_markdown.py ` --input examples/sample-source.md ` --cleaned-out output/cleaned.md ` --chunks-out output/chunks.jsonl ` --title "Example Document" ` --document-id example-doc ``` ```powershell python scripts/build_local_chunk_store.py ` --chunks-jsonl output/chunks.jsonl ` --out-dir output/store ` --model BAAI/bge-m3 ` --device cuda ` --normalize ``` ```powershell python scripts/query_local_chunk_store.py ` --store-dir output/store ` --query "find paragraphs about tunnel temperature field evolution" ``` ## Notes Clean the text before embedding.