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maintenanceRAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private.
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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:
- AlicenseNot gradedqualityCmaintenanceA privacy-preserving local RAG system integrated with MCP, enabling natural language queries over ingested documents and a SQLite database through vector search and local database tools.MIT
- AlicenseNot gradedqualityBmaintenanceConnects to a PostgreSQL database (pgvector) to perform semantic retrieval via the search_documents tool, returning raw document snippets for LLM synthesis.1GPL 3.0
- AlicenseNot gradedqualityBmaintenanceRead-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval.Apache 2.0
- AlicenseNot gradedqualityBmaintenanceAgentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion, semantic retrieval, and vector search over PDF, DOCX, and text files through authenticated MCP tools.MIT
- FlicenseNot gradedqualityCmaintenanceEnables RAG (Retrieval-Augmented Generation) with tools for vector search, document access, and OpenAI integration, plus MySQL storage and file system operations via MCP.
- FlicenseNot gradedqualityDmaintenanceEnables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.16
- FlicenseNot gradedqualityCmaintenanceA private MCP server that converts natural-language questions into embeddings and performs semantic retrieval over document chunks stored in BigQuery, returning structured passages with source and page metadata. It serves as the read-only retrieval layer for a document-grounded chatbot.
- AlicenseNot gradedqualityBmaintenanceEnables natural language queries to a company database through the Model Context Protocol, with read-only enforcement and agentic error recovery.MIT
- FlicenseNot gradedqualityCmaintenanceEnables retrieval of tutor lesson scripts from Supabase and diarized transcripts from PencilSpaces, with Google OAuth gating to a domain.
- FlicenseNot gradedqualityDmaintenanceA Model Context Protocol server for reading TiDB RAG knowledge base, enabling browsing, searching, and vector search of knowledge entries.
- AlicenseNot gradedqualityDmaintenanceA powerful AI service platform that provides complete MCP tool calling capabilities and RAG knowledge base functionality, enabling users to connect to multiple MCP servers and perform intelligent document search.Apache 2.0
- AlicenseNot gradedqualityCmaintenanceMCP server platform enabling agents to self-register and access geo MCP tools (read-only geo_entities) plus hello ping services via a public MCP endpoint.MIT
- FlicenseNot gradedqualityBmaintenanceEnables querying a Neo4j knowledge graph about Wroclaw University of Science and Technology using natural language. Converts user questions into Cypher queries and retrieves contextual information through an intelligent RAG pipeline with LLM-powered query routing.5
- FlicenseNot gradedqualityDmaintenanceEnables AI copilots to understand and query Salesforce org configurations through intelligent metadata chunking and semantic search. Provides access to Apex classes, custom objects, flows, layouts, and other metadata with hybrid vector and keyword search capabilities.
- AlicenseAqualityBmaintenanceMCP server for managing and retrieving reusable SQL templates with semantic search, enabling a workflow of generation, retrieval, and templating.8MIT
- AlicenseNot gradedqualityDmaintenanceA comprehensive Model Context Protocol server implementation that enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.492MIT
- AlicenseNot gradedqualityDmaintenanceIntegrates Snowflake Cortex AI features like Cortex Search and Analyst into the MCP ecosystem, enabling retrieval-augmented generation and structured data analysis. It also provides tools for chat completions and agentic orchestration using Snowflake-hosted large language models.Apache 2.0
