README Excerpt
MCP server for document management with multi-format extraction, semantic search, and source integrity tracking. - **Python 3.12+** - **Linux or macOS** (uses POSIX file locking via vector-core; not compatible with Windows) - [Qdrant](https://qdrant.tech/) vector database (default: `localhost:6333`) - An OpenAI-compatible embedding API (e.g., llama.cpp, Ollama, or any `/v1/embeddings` endpoint; default: `localhost:8080`)
Tools (20)
ActiveDOCS_CHUNK_OVERLAP_CHARSDOCS_MAX_CHUNK_CHARSDOCS_MAX_TAGS_PER_DOCUMENTDOCS_MAX_TAG_LENGTHDOCS_MAX_WORKERSDOCS_OCR_CACHE_ENABLEDDOCS_OCR_CONCURRENCYDOCS_OCR_DPIDOCS_OCR_IMAGE_FORMATDOCS_OCR_IMAGE_MAX_DIMENSIONDOCS_OCR_JPEG_QUALITYDOCS_OCR_MAX_PAGESDOCS_OCR_TIMEOUTDOCS_OCR_VISION_MODELDOCS_OCR_VISION_URLDeletedModifiedRelocatedVECTOR_COLLECTION_NAME