A
license-
qualityA
maintenanceMCP server that indexes Obsidian notes and enables hybrid search (full-text, fuzzy, semantic) for AI assistants to find and read notes.
Last updated
1,016
81
MIT
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"A server for searching and retrieving information using keyword, semantic, or hybrid search methods" matching MCP servers:
- Alicense-qualityDmaintenanceEnables searching for a keyword within a text file using Model Context Protocol tools via standard input/output.Last updated2451MIT
- Flicense-qualityDmaintenanceA Model Context Protocol server that enables keyword search within files, returning matching lines with line numbers.Last updated1
- Flicense-qualityDmaintenanceEnables keyword searching within text files with configurable case sensitivity, returning matching lines with line numbers and occurrence counts.Last updated
- Alicense-qualityBmaintenanceEnables AI coding agents to perform semantic code search locally, finding code by meaning rather than exact keywords.Last updated1MIT
- Alicense-qualityCmaintenanceLocal offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.Last updated28AGPL 3.0
- Alicense-qualityDmaintenanceProvides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects .gitignore.Last updated5MIT
- Alicense-qualityDmaintenanceIndexes codebases using semantic embeddings for natural language search, enabling developers to find code with queries like 'how does authentication work'.Last updated1MIT
- Alicense-qualityDmaintenanceProvides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.Last updatedApache 2.0
- Alicense-qualityBmaintenanceEnables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.Last updated2BSD 2-Clause "Simplified"
- FlicenseDqualityDmaintenanceEnables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.Last updated1
- Alicense-qualityAmaintenanceEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.Last updated221MIT
- Alicense-qualityDmaintenanceEnables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.Last updated9MIT
- Flicense-qualityDmaintenanceA Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.Last updated3
- Flicense-qualityDmaintenanceEnables semantic search over documentation stored in a Vectorize database using the Cloudflare Agents SDK, allowing users to query indexed content via natural language.Last updated4
- FlicenseAqualityCmaintenanceA Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.Last updated262
- Alicense-qualityDmaintenanceUnified MCP server with 46 tools for AI expert consultations, memory service integration (semantic search, knowledge graphs), workflow automation, and code sandboxing.Last updatedMIT
- Alicense-qualityDmaintenanceAn unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.Last updated20MIT
Semantic Code Search MCPofficial
Flicense-qualityFmaintenanceProvides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.Last updated13- Flicense-qualityDmaintenanceEnables semantic search over local notes and documents using natural language queries. Supports multiple file types (Markdown, Python, HTML, JSON, CSV, text) with fast local embeddings and persistent ChromaDB vector storage.Last updated1