Database
| Server | Language | Stars | Downloads |
|---|---|---|---|
| SingleStore Integrates with SingleStore databases to enable efficient querying and data operations for large-scale, real-time analytics applications. | Python | 4 | — |
| Sling Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems | — | 65 | — |
| Slunk (Slack Conversation Search) Captures and indexes Slack conversations in real-time using accessibility APIs and provides intelligent search capabilities including natural language conversation search, precise message filtering, thread context retrieval, and semantic similarity matching through local SQLite storage with vector embeddings. | — | 9 | — |
| SmartDB_MCP Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, MariaDB,DM8,Oracle,not only provides basic database connection such as OAuth 2.0 authentication , health checks, SQL optimization, and index health detection | Python | 113 | — |
| smolurls A production-ready URL shortener with click analytics and native MCP tools, built with FastAPI, PostgreSQL, and Next.js | TypeScript | 0 | — |
| Snippets Automatically extracts, processes, and indexes code snippets from GitHub repositories into a searchable vector database. | Python | 57 | — |
| snippy 🧩 Build AI-powered MCP Tools with Azure Functions, Durable Agents & Cosmos vector search. Features orchestrated multi-agent workflows using OpenAI. | Python | 108 | — |
| Snow Provides persistent contextual memory for AI agents using SQLite with full-text search. | — | 0 | — |
| Snowflake Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query execution and data analysis workflows. | Python | 4 | — |
| Snowflake Cortex AI Integrates with Snowflake's Cortex AI services to convert natural language queries into SQL using semantic models, search PDF documents stored in Snowflake stages, and execute queries against data warehouses for conversational data exploration. | — | 1 | — |
| snowflake-mcp MCP server for executing Snowflake queries | TypeScript | — | — |
| Snowflake Server A Model Context Protocol server implementation that provides database interaction with Snowflake, allowing SQL queries and data insights. | — | — | — |
| Software-Engineering-In-Arabic محتوى تقني متميز في مختلف مجالات هندسة البرمجيات عن طريق تبسيط المفاهيم البرمجية المعقدة بشكل سلس وباستخدام صور توضيحية مذهلة | Python | 696 | — |
| Solr Vector Search Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access | — | 20 | — |
| Space Frontiers Search Enables semantic and keyword searches across Space Frontiers' library, telegram, and reddit databases through a FastAPI-based server with flexible authentication options. | Python | 9 | — |
| Spark SQL Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala. | Python | 0 | — |
| SparkVibe MemoryMesh Persistent zero-dependency AI memory using SQLite with local-first, cross-tool portability. | — | — | — |
| spiceai A portable accelerated SQL query, search, and LLM-inference engine, written in Rust, for data-grounded AI apps and agents. | Rust | 2.8k | — |
| SpotDB Provides direct access to an ephemeral DuckDB instance for CSV file uploads, SQL query execution, and database snapshots through a lightweight Go-based server with WebSocket support and S3 integration for temporary data analysis workflows. | — | 17 | — |
| Spreadsheet Read and write spreadsheet files with cell-level operations and DuckDB SQL engine. | Python | 2 | — |
| Spreadsheet Agent Queries CSV and Excel files using natural language by converting questions to SQL via DuckDB and LLM integration. | — | 0 | — |
| Spring AI Accounts Provides a Spring-based server for managing person and account data through lightweight H2 database querying with flexible retrieval capabilities by ID, nationality, and associated accounts. | — | 33 | — |
| Spring Boot Tools Aggregator Monolithic Spring Boot application aggregating 15 tool libraries for SQL, MongoDB, Azure, Docker, Jira, OpenShift, Playwright, and more. | — | 0 | — |
| SQL Alchemy Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database engines. | — | 398 | — |
| SQLAlchemy ODBC Bridge Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query execution with formatted results. | — | 24 | — |