Gel
Provides tools and resources for coding agents to interact with the Gel database, including automatic project configuration for query builders and ORMs.
Gel MCP server
This MCP server provides tools and resources that help coding agents use the Gel database.
Available tools
execute_query: run a query against the Gel instance configured in the current project. Supports arguments and globals.try_query: run a query in a transaction that gets rolled back in the end, preventing actual data modification.list_examplesandfetch_example: access code examples for advanced workflows such as configuring the AI extension.list_rulesandfetch_rule: in case you forgot to configure Gel rules in your text editor, the agent can access them like this, too.
Install
If at any point you get lost, refer to this repository to see an example config layout for your editor.
Cursor
- Add the following to
.cursor/mcp.json:
{
"mcpServers": {
"gel": {
"command": "uvx",
"args": [
"--refresh",
"--python",
"3.13",
"--directory",
".",
"--from",
"git+https://github.com/geldata/gel-mcp.git",
"gel-mcp"
]
}
}
}
- Open MCP settings, e.g. via Command Palette:
View: Open MCP Settingsand toggle Gel in there.
Claude Code
Add the following to .mcp.json:
{
"mcpServers": {
"gel": {
"command": "uvx",
"args": [
"--refresh",
"--python",
"3.13",
"--directory",
".",
"--from",
"git+https://github.com/geldata/gel-mcp.git",
"gel-mcp"
]
}
}
}
VSCode with Copilot
Add the following to .vscode/mcp.json:
{
"servers": {
"gel": {
"type": "stdio",
"command": "uvx",
"args": [
"--refresh",
"--python",
"3.13",
"--directory",
".",
"--from",
"git+https://github.com/geldata/gel-mcp.git",
"gel-mcp"
]
}
}
}
Windsurf
Follow Windsurf Cascade's documentation to open global mcp_config.json via the clicky interface.
Add the following:
{
"mcpServers": {
"gel": {
"command": "uvx",
"args": [
"--refresh",
"--python",
"3.13",
"--directory",
".",
"--from",
"git+https://github.com/geldata/gel-mcp.git",
"gel-mcp"
]
}
}
}
Zed
Add the following to .zed/settings.json:
{
"context_servers": {
"gel": {
"source": "custom",
"command": {
"path": "uvx",
"args": [
"--refresh",
"--python",
"3.13",
"--directory",
".",
"--from",
"git+https://github.com/geldata/gel-mcp.git",
"gel-mcp"
],
"env": {}
}
}
}
}
Develop
Clone the repository and create the virtual environment:
uv sync
Open the server in the MCP Inspector:
mcp dev src/gel_mcp/server.py
เซิร์ฟเวอร์ที่เกี่ยวข้อง
MCP Memory Toolkit
Provides persistent memory for Claude using ChromaDB for semantic search and storage.
Microsoft Access Database
Allows AI to interact with Microsoft Access databases, supporting data import and export via CSV files.
Knowledge Graph Memory Server
Enables memory for Claude using a knowledge graph with fuzzy semantic search and persistent storage.
aml
AML Watcher MCP Server gives AI agents direct, real-time access to AML Watcher's proprietary sanctions, watchlist, and PEP databases. Connect your agentic workflows to 215+ sanctions regimes, 2.6M+ PEP profiles, and coverage across 235+ countries, no complex integrations required.
Database
Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite
Simple PostgreSQL MCP Server
An MCP server for interacting with PostgreSQL databases using tools, resources, and prompts.
BigQuery
BigQuery database integration with schema inspection and query capabilities
CData MySQL MCP Server
A read-only MCP server for MySQL, enabling LLMs to query live data using the CData JDBC Driver.
Unofficial UniProt MCP Server
Access the UniProt protein database with specialized bioinformatics tools for protein research, comparative genomics, and structural biology.
Graphiti MCP Server
A framework for building and querying temporally-aware knowledge graphs for AI agents.