Scarmonit/rag-mcp-server
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The RAG MCP Server is a Model Context Protocol server designed for semantic document search using ChromaDB and ONNX embeddings.
Tools
Functions exposed to the LLM to take actions
search_docs
Semantic document search with optional source and metadata filtering
hybrid_search
Combined semantic + keyword search
search_with_threshold
Search with minimum similarity score filtering
add_document
Add a single document with metadata
add_documents_batch
Batch ingestion with automatic chunking
ingest_file
Ingest local file with auto-chunking
ingest_url
Fetch and ingest content from URL
chunk_document
Preview text chunking without ingestion
list_sources
List all indexed sources
delete_source
Remove all documents from a source
export_documents
Export documents to JSON or summary
get_stats
Get collection statistics
health_check
System health check
Prompts
Interactive templates invoked by user choice
No prompts
Resources
Contextual data attached and managed by the client