๐ Metabase AI Assistant
February 11, 2026 ยท View on GitHub
๐ Metabase AI Assistant
The Most Powerful MCP Server for Metabase
134 Tools โข MCP SDK v1.26.0 โข AI-Powered SQL โข Structured Output โข Enterprise Security
Turn your AI assistant into a Metabase power user.
Generate SQL from natural language, create dashboards, manage users, and automate BI workflows.
๐ฆ Install Now โข ๐ Documentation โข ๐ฏ Features โข โญ Star Us
โญ Why This Project?
"I analyzed every Metabase MCP server on the market. This one has 4x more tools and features than any competitor."
| Feature | This Project | Other MCP Servers |
|---|---|---|
| Total Tools | 134 โ | 6-30 |
| AI SQL Generation | โ | โ |
| AI SQL Optimization | โ | โ |
| Dashboard Templates | โ | โ |
| User Management | โ | โ |
| Workspace Export/Import | โ | โ |
| Read-Only Security Mode | โ | โ |
| Response Caching | โ | โ |
| Activity Logging | โ | โ |
| Metadata Analytics | โ | โ |
| Parametric Questions | โ | โ |
| Environment Comparison | โ | โ |
| Structured Output (JSON) | โ | โ |
| Tool Annotations | โ | โ |
๐ Quick Start
One-Line Install
npx metabase-ai-assistant
Add to Claude Desktop / Cursor
{
"mcpServers": {
"metabase": {
"command": "npx",
"args": ["-y", "metabase-ai-assistant"],
"env": {
"METABASE_URL": "https://your-metabase.com",
"METABASE_API_KEY": "mb_your_api_key"
}
}
}
}
That's it! Your AI assistant now has full Metabase superpowers. ๐ฆธ
๐ฏ What Can You Do?
๐ฌ Natural Language โ SQL
You: "Show me total revenue by product category for the last 30 days"
AI: Uses ai_sql_generate โ Runs query โ Returns formatted results
๐ Instant Dashboard Creation
You: "Create an executive dashboard for our e-commerce sales"
AI: Uses mb_dashboard_template_executive โ Creates fully configured dashboard
๐ Deep Database Exploration
You: "What tables are related to 'orders' and show their relationships"
AI: Uses db_relationships_detect โ Returns complete ER diagram info
๐ก๏ธ Enterprise-Grade Security
You: "DROP TABLE users"
AI: ๐ Blocked - Read-only mode active
๐ง Complete Tool List (134)
๐ All tools include MCP annotations and
title. 16 priority tools supportoutputSchema+structuredContentfor typed JSON responses.
๐ Database Operations (25 tools)
| Tool | Description |
|---|---|
db_list | List all databases |
db_schemas | Get schemas in a database |
db_tables | Get tables with fields |
sql_execute | Execute SQL queries |
db_table_create | Create tables (AI-prefixed) |
db_view_create | Create views |
db_matview_create | Create materialized views |
db_index_create | Create indexes |
db_vacuum_analyze | VACUUM and ANALYZE |
db_query_explain | EXPLAIN query plans |
db_table_stats | Table statistics |
db_index_usage | Index usage analysis |
db_schema_explore | Fast schema exploration |
db_schema_analyze | Deep schema analysis |
db_relationships_detect | Detect foreign keys |
| ...and more |
๐ค AI-Powered Features (5 tools)
| Tool | Description |
|---|---|
ai_sql_generate | Natural language โ SQL |
ai_sql_optimize | Query optimization suggestions |
ai_sql_explain | Explain SQL in plain English |
ai_relationships_suggest | Suggest table relationships |
mb_auto_describe | Auto-generate descriptions |
๐ Question/Card Management (12 tools)
| Tool | Description |
|---|---|
mb_question_create | Create new questions |
mb_questions | List all questions |
mb_question_create_parametric | Parametric questions |
mb_card_get | Get card details |
mb_card_update | Update cards |
mb_card_delete | Delete cards |
mb_card_archive | Archive cards |
mb_card_data | Get card data as JSON |
mb_card_copy | Copy cards |
mb_card_clone | Clone cards |
| ...and more |
๐ Dashboard Management (14 tools)
| Tool | Description |
|---|---|
mb_dashboard_create | Create dashboards |
mb_dashboards | List all dashboards |
mb_dashboard_get | Get dashboard details |
mb_dashboard_update | Update dashboards |
mb_dashboard_delete | Delete dashboards |
mb_dashboard_add_card | Add cards to dashboard |
mb_dashboard_add_filter | Add filters |
mb_dashboard_layout_optimize | Optimize layout |
mb_dashboard_template_executive | Executive templates |
| ...and more |
๐ฅ User & Permission Management (10 tools)
| Tool | Description |
|---|---|
mb_user_list | List users |
mb_user_get | Get user details |
mb_user_create | Create users |
mb_user_update | Update users |
mb_user_disable | Disable users |
mb_permission_group_list | List groups |
mb_permission_group_create | Create groups |
| ...and more |
๐ Metadata Analytics (14 tools)
| Tool | Description |
|---|---|
mb_meta_overview | Instance health check |
mb_meta_query_performance | Query analytics |
mb_meta_content_usage | Content usage stats |
mb_meta_user_activity | User activity |
mb_meta_table_dependencies | Table dependencies |
mb_meta_impact_analysis | Breaking change analysis |
mb_meta_optimization_recommendations | Index suggestions |
mb_meta_export_workspace | Backup to JSON |
mb_meta_import_preview | Import dry-run |
mb_meta_compare_environments | Dev vs Prod diff |
mb_meta_auto_cleanup | Safe cleanup |
| ...and more |
๐ก๏ธ Security Features
| Feature | Description |
|---|---|
| ๐ Read-Only Mode | Blocks INSERT, UPDATE, DELETE, DROP (default: enabled) |
| ๐ท๏ธ AI Prefix | All AI-created objects use claude_ai_ prefix |
| โ Explicit Approval | Destructive operations require confirmation |
| ๐ Activity Logging | Full audit trail of all operations |
| ๐ Env Validation | Zod-validated environment variables |
| ๐พ Auto-Backup | Prompts for backup before destructive ops |
# Enable/disable read-only mode
METABASE_READ_ONLY_MODE=true # Default: blocks write ops
METABASE_READ_ONLY_MODE=false # Allow write operations
โ๏ธ Configuration
Create a .env file:
# Required
METABASE_URL=https://your-metabase.com
METABASE_API_KEY=mb_your_api_key
# Or use username/password
# METABASE_USERNAME=admin@example.com
# METABASE_PASSWORD=your_password
# Security (defaults to true)
METABASE_READ_ONLY_MODE=true
# AI Features (optional)
ANTHROPIC_API_KEY=sk-ant-...
OPENAI_API_KEY=sk-...
# Performance (optional)
CACHE_TTL_MS=600000 # 10 minutes
๐ฆ Installation Options
npm (Recommended)
npm install -g metabase-ai-assistant
Docker
docker run -e METABASE_URL=... -e METABASE_API_KEY=... ghcr.io/enessari/metabase-ai-assistant
From Source
git clone https://github.com/enessari/metabase-ai-assistant.git
cd metabase-ai-assistant
npm install
npm run mcp
๐๏ธ Architecture
metabase-ai-assistant/
โโโ src/
โ โโโ mcp/
โ โ โโโ server.js # MCP Server entry point
โ โ โโโ tool-registry.js # 134 tool definitions + annotations + outputSchema
โ โ โโโ tool-router.js # Dynamic routing with read-only gate
โ โ โโโ handlers/ # 15 modular handler files
โ โโโ utils/
โ โ โโโ structured-response.js # Structured output (MCP 2025-06-18)
โ โ โโโ cache.js # TTL-based caching
โ โ โโโ config.js # Zod validation
โ โ โโโ response-optimizer.js # Compact response formatting
โ โโโ metabase/
โ โโโ client.js # Metabase API client
๐ค Contributing
We welcome contributions! See CONTRIBUTING.md for guidelines.
# Fork, clone, install
git clone https://github.com/YOUR_USERNAME/metabase-ai-assistant.git
npm install
# Create feature branch
git checkout -b feature/amazing-feature
# Test and submit PR
npm test
git push origin feature/amazing-feature
๐ Resources
๐ License
Apache License 2.0 - see LICENSE
โญ Star this repo if it helps you!
Built with โค๏ธ by Abdullah Enes SARI @ ONMARTECH LLC
Keywords: Metabase MCP Server, Model Context Protocol, AI SQL Generation, Business Intelligence, Claude AI, Cursor AI, Natural Language SQL, Dashboard Automation, PostgreSQL, Data Analytics, LLM Tools