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🔥 wsqlite-mcp

Version License MCP

Transform your AI Agents into expert WSQLite Architects.

wsqlite-mcp is a professional Model Context Protocol (MCP) server that bridges the gap between AI Agents (Claude, Gemini, OpenCode) and WSQLite. It empowers agents to search, design, and deploy high-performance SQLite-backed services following strict industry-standard patterns.


✨ Key Features

  • 🔍 Expert Pattern Catalog: Query production-ready patterns across all WSQLite features (CRUD, Async, Batch, Transactions, Relationships, Query Builder, FTS5, Migrations, Pools, Soft Delete, Pagination).

  • 🏗️ Strict Architecture Enforcement: Guides AI to output clean code using mandatory config/, models/, repositories/, migrations/, and main.py folder structures.

  • 📘 Architect's Manual: Built-in expertise for Monolith-to-SQLite refactoring, schema design, connection pooling, and atomicity patterns.

  • 💻 Unified CLI: Manage your MCP service with simple commands: run, start, stop, and config.

  • 🛡️ Privacy First: 100% local execution via stdio or SSE.


Related MCP server: MCP Database Manager

🚀 Quick Start

1. Installation

Clone the repository and run the automated installer, or install via pip:

pip install -e .

2. Integration

Get your agent-specific configuration block and installation commands by running:

wsqlite-mcp config

The CLI will dynamically detect your Python environment and provide exact copy-paste commands for Gemini CLI (e.g. gemini mcp add ...) and JSON blocks for Claude Desktop.


🛠️ CLI Usage

Command

Description

wsqlite-mcp run

Start the server in stdio mode (default for agents).

wsqlite-mcp start

Start as an SSE server in the background.

wsqlite-mcp stop

Stop the background server.

wsqlite-mcp config

Generate and save JSON config to .agents/wsqlite-mcp.json.

wsqlite-mcp config --print

Show JSON configuration in stdout (no file creation).

wsqlite-mcp help

Show available tools and commands.


🛠️ MCP Tools

Tool

Description

get_wsqlite_architect_blueprints

Copy-pasteable expert code for models, CRUD, transactions, FTS5, migrations, pools, and more.

search_wsqlite_pattern

Search the official/community catalog for production-ready SQLite patterns.

deploy_wsqlite_scaffolding

Deploy a professional WSQLite project structure (config/, models/, repositories/, migrations/, main.py).

get_wsqlite_architect_manual

Expert manual for building high-performance SQLite-backed systems.


📂 Project Structure

  • src/wsqlite_mcp/: Core server logic and tools.

  • src/wsqlite_mcp/catalog.py: Pattern catalog synchronization with local fallbacks.

  • src/wsqlite_mcp/templates.py: Professional boilerplate definitions.

  • examples/: Sample implementations and use cases.


📄 License

MIT License - Crafted with ❤️ by William Rodriguez (wisrovi).

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