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maintenanceA local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via MCP.
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MIT
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"Using Qdrant vector database for code indexing" matching MCP servers:
mcp-code-snippetsofficial
Alicense-qualityCmaintenanceAllows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project language detection.12Apache 2.0- Flicense-qualityDmaintenanceEnables AI applications to run SQL queries and retrieve results from Oracle Database.8
- AlicenseAqualityAmaintenanceProject-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)63Apache 2.0
- AlicenseBqualityCmaintenanceBridges Claude Code CLI with Cursor IDE to use your existing Claude subscription without separate API costs.13MIT
- Alicense-qualityDmaintenanceA secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.MIT
- Alicense-qualityDmaintenanceEnables indexing and semantic search of software project files via MCP, with automatic file watching for updates.MIT
- Alicense-qualityDmaintenanceEnables AI assistants to interact with and manage multiple database types (PostgreSQL, MySQL, SQLite, SQL Server, MongoDB, Redis) through natural language, supporting query analysis, schema management, data analysis, backup/restore, and security analysis.62MIT
- Flicense-qualityFmaintenanceA read-only MCP server that enables AI agents to explore database schemas and execute safe queries on PostgreSQL and MySQL.
- Flicense-qualityDmaintenanceA CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.56
- Flicense-qualityDmaintenanceEnables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.9
- AlicenseAqualityDmaintenanceMCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.747MIT
- AlicenseAqualityCmaintenanceRead-only MySQL/MariaDB MCP server for running SELECT queries safely, with automatic read-only enforcement and query limits.316MIT
- AlicenseAqualityDmaintenanceA SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.125MIT
- Alicense-qualityBmaintenanceMCP server for querying and managing multiple databases (SQLite, PostgreSQL, MySQL) with read-only mode and schema inspection.MIT
- Alicense-qualityDmaintenanceAn extensible MCP server for database operations that supports PostgreSQL for managing schemas, tables, data, and user permissions. It features automatic migration recording for DDL changes and integrates with various AI-powered editors like Cursor, Zed, and Claude Code.222MIT
- Alicense-qualityDmaintenanceA modular MCP server that enables interaction with multiple database types including PostgreSQL, MySQL, SQLite, Redis, MongoDB, and LDAP. It provides tools for executing queries, managing SQL commands, and exploring database schemas with configurable read-only security.29MIT
- Alicense-qualityDmaintenanceA secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers. It provides intelligent task tracking with semantic search capabilities to organize and retrieve development tasks efficiently.MIT
- Alicense-qualityDmaintenanceProvides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.22MIT
- Alicense-qualityDmaintenanceEnables AI assistants to interact with PostgreSQL and Supabase databases through natural language. Supports secure database operations including queries, migrations, and schema management with user-provided credentials.221MIT