Best MCP Servers for Database & SQL
Top-ranked MCP servers for database access — PostgreSQL, MySQL, SQLite, MongoDB, Redis, and more. Scored by stars, freshness, issue health, and real usage signals.
Database MCP servers give AI agents direct, structured access to SQL and NoSQL databases through the Model Context Protocol. Instead of writing raw connection code, you define the query in natural language and the MCP server handles translation, execution, and type-safe results.
This guide ranks the top-performing database MCP servers from the AgentRank index — covering PostgreSQL, MySQL, SQLite, MongoDB, Redis, DuckDB, and cloud databases like Neon, Supabase, and PlanetScale. Scores are computed from a five-signal composite: stars, freshness, issue health, contributor depth, and inbound dependents.
Top Database & SQL MCP servers
Ranked by the composite AgentRank score — a weighted blend of stars (15%), freshness (25%), issue health (25%), contributors (10%), and inbound dependents (25%). Average score across these 8 tools: 86.4.
| # | Repository | Score | Stars | Lang | Updated |
|---|---|---|---|---|---|
| 1 | erikdarlingdata/PerformanceMonitor Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, gra… | 91.2 | 281 | C# | 1d ago |
| 2 | mongodb-js/mongodb-mcp-server A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters… | 89.8 | 974 | TypeScript | 1d ago |
| 3 | redis/mcp-redis The official Redis MCP Server is a natural language interface designed for agentic applica… | 89.2 | 462 | Python | 4d ago |
| 4 | Gentleman-Programming/engram Persistent memory system for AI coding agents. Agent-agnostic Go binary with SQLite + FTS5… | 88.2 | 1.9k | Go | 1d ago |
| 5 | erikdarlingdata/PerformanceStudio Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 an… | 86.3 | 129 | C# | 2d ago |
| 6 | pgEdge/pgedge-postgres-mcp pgEdge MCP Server. A PostgreSQL MCP server with a Natural Language Agent CLI and Web UI. … | 85.5 | 105 | Go | 1d ago |
| 7 | benborla/mcp-server-mysql A Model Context Protocol server that provides read-only access to MySQL databases. This se… | 81.9 | 1.4k | JavaScript | 17d ago |
| 8 | call518/MCP-PostgreSQL-Ops 🔍Professional MCP server for PostgreSQL operations & monitoring: 30+ extension-independen… | 78.8 | 142 | Python | 1d ago |
Choosing by use case
- Relational DBs (Postgres, MySQL)
- Query and manage structured data with full SQL support, schema inspection, and transactional writes.
- Document stores (MongoDB)
- Flexible schema access for document-based data with aggregation pipeline support.
- Caching & real-time (Redis)
- Key-value reads/writes, pub-sub, and sorted sets for session data, leaderboards, and real-time feeds.
- Analytics & OLAP (DuckDB)
- In-process columnar queries over Parquet, CSV, and large local datasets at analytical speed.
Quick setup
Most MCP servers follow the same config pattern. Add this to your Claude Desktop, Cursor, or Windsurf MCP config file:
{
"mcpServers": {
"postgres": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-postgres", "postgresql://localhost/mydb"]
}
}
} See the integrations page for platform-specific setup guides for Claude Code, Cursor, VS Code, Windsurf, and Cline.
Reading the AgentRank signals
Each tool in this guide is scored on five signals that predict long-term reliability:
| Signal | Weight | What it means |
|---|---|---|
| Stars | 15% | Raw popularity — how many developers have found and bookmarked this tool |
| Freshness | 25% | Days since last commit — tools with no recent commits decay hard after 90 days |
| Issue health | 25% | Ratio of closed to total issues — measures maintainer responsiveness |
| Contributors | 10% | More contributors = less bus-factor risk, broader review surface |
| Dependents | 25% | How many other repos depend on this — the strongest signal of real-world adoption |
Query this live from your editor: Install AgentRank in Cursor, VS Code, or Claude Code — your AI agent can query live rankings on demand.
Missing a tool? Submit it to the index — new tools are scored in the next nightly crawl.
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