Obsidian-Milvus-FastMCP

Jayjeo — Mon, 26 May 2025 08:58:36 +0000

https://github.com/jayjeo/obsidian-milvus-FastMCP

A powerful, production-ready system that connects your Obsidian vault to Claude Desktop via FastMCP, leveraging Milvus vector database for intelligent document search and retrieval.

This program is useful for people who store extensive Markdown and PDF materials in Obsidian and need to extract comprehensive information from Obsidian for research, work, and study purposes.

📝 Video Showcase
https://youtu.be/wPFiG9mC7e8?si=uF-TJrgG-guC33JG
🔍 Core Search Capabilities
🟢 Hybrid Search Engine : Advanced vector similarity + keyword search fusion
🟢 Intelligent Semantic Search : High-precision meaning-based document retrieval
🟢 Adaptive Query Processing : Automatic parameter adjustment based on query complexity
🟢 Multi-modal Search : Integrated text and attachment file search
🟢 Contextual Expansion : Related document discovery and context-aware retrieval
🧠 Advanced AI & RAG Features
🟢 Hierarchical Retrieval : Document → Section → Chunk progressive search
🟢 Multi-query Fusion : Intelligent combination of multiple search queries with weighted averaging, maximum value, and reciprocal rank fusion
🟢 Adaptive Chunk Retrieval : Dynamic chunk size adjustment based on query complexity
🟢 Knowledge Graph Exploration : Vector similarity-based connection discovery with BFS traversal and graph centrality ranking
🟢 Temporal-aware Search : Balance between relevance and recency with time-weighted scoring
🏷️ Advanced Metadata Filtering
🟢 Complex Tag Logic : AND/OR/NOT combinations for sophisticated tag-based filtering
🟢 Time Range Filtering : Precise temporal document filtering
🟢 File Type & Quality Filtering : Content quality assessment and file type categorization
🟢 Multi-dimensional Filtering : Simultaneous application of multiple filter criteria

DEV Community: Jayjeo

Obsidian-Milvus-FastMCP