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pg-aiguide

MCP Server

MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL...

Copy the install, test the workflow, then decide if it earns a permanent slot.

1,640
Why nowMoving now

Fresh repo activity plus visible builder pull. This is the kind of tool people test before it turns obvious.

DecisionHigh-conviction move

Copy the install, test the workflow, then decide if it earns a permanent slot.

Trial costMedium lift

Testable in one sitting, but you will likely touch real infra or local setup before you know if it sticks.

Risk43/100

GitHub health 37/100. no security policy. 25 open issues make this testable, but not something to trust blind.

What You Are Adopting

AI Agent

Universal

Model

Multiple

Build Time

Minutes

Test This In Your Stack

One command inClean rollbackLow commitment
settingsRegistryAdds a named entry to Claude config. One command to remove.

Fastest way to find out if pg-aiguide belongs in your setup.

Copy the install command, run a real test, and back it out cleanly if it slows you down.

Try now
claude mcp add pg-aiguide -- npx pg-aiguide

Run this first. You will know quickly if the workflow earns a permanent slot.

Back out
claude mcp remove pg-aiguide

No messy cleanup loop. If it misses, remove it and keep moving.

Install Location

~/  └─ .claude.json    └─ mcp_servers/      └─ pg-aiguide ← registers here

About

MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.. An open-source mcp server for the AI coding ecosystem.

README

pg-aiguide

AI-optimized PostgreSQL expertise for coding assistants

pg-aiguide helps AI coding tools write dramatically better PostgreSQL code. It provides:

  • Semantic search across the official PostgreSQL manual (version-aware)
  • AI-optimized “skills” — curated, opinionated Postgres best practices used automatically by AI agents
  • Extension ecosystem docs, starting with TimescaleDB, with more coming soon

Use it either as:

  • a public MCP server that can be used with any AI coding agent, or
  • a Claude Code plugin optimized for use with Claude's native skill support.

⭐ Why pg-aiguide?

AI coding tools often generate Postgres code that is:

  • outdated
  • missing constraints and indexes
  • unaware of modern PG features
  • inconsistent with real-world best practices

pg-aiguide fixes that by giving AI agents deep, versioned PostgreSQL knowledge and proven patterns.

See the difference

how-to-train-your-agent.mp4
Video Transcript

Prompt given to Claude Code:

Please describe the schema you would create for an e-commerce website two times, first with the tiger mcp server disabled, then with the tiger mcp server enabled. For each time, write the schema to its own file in the current working directory. Then compare the two files and let me know which approach generated the better schema, using both qualitative and quantitative reasons. For this example, only use standard Postgres.

Result (summarized):

  • 4× more constraints
  • 55% more indexes (including partial/expression indexes)
  • PG17-recommended patterns
  • Modern features (GENERATED ALWAYS AS IDENTITY, NULLS NOT DISTINCT)
  • Cleaner naming & documentation

Conclusion: pg-aiguide produces more robust, performant, maintainable schemas.

🚀 Quickstart

pg-aiguide is available as a public MCP server:

https://mcp.tigerdata.com/docs

Manual MCP configuration using JSON
{
  "mcpServers": {
    "pg-aiguide": {
      "url": "https://mcp.tigerdata.com/docs"
    }
  }
}

Or it can be used as a Claude Code Plugin:

claude plugin marketplace add timescale/pg-aiguide
claude plugin install pg@aiguide

Install by environment

One-click installs

Install in Cursor Install in VS Code Install in VS Code Insiders Install in Visual Studio Install in Goose Add MCP Server pg-aiguide to LM Studio

Claude Code

This repo serves as a claude code marketplace plugin. To install, run:

claude plugin marketplace add timescale/pg-aiguide
claude plugin install pg@aiguide

This plugin uses the skills available in the skills directory as well as our publicly available MCP server endpoint hosted by TigerData for searching PostgreSQL documentation.

Codex

Run the following to add the MCP server to codex:

codex mcp add --url "https://mcp.tigerdata.com/docs" pg-aiguide
Cursor

One-click install:

Install MCP Server

Or add the following to .cursor/mcp.json

{
  "mcpServers": {
    "pg-aiguide": {
      "url": "https://mcp.tigerdata.com/docs"
    }
  }
}
Gemini CLI

Run the following to add the MCP server to Gemini CLI:

gemini mcp add -s user pg-aiguide "https://mcp.tigerdata.com/docs" -t http
Visual Studio

Click the button to install:

Install in Visual Studio

VS Code

Click the button to install:

Install in VS Code

Alternatively, run the following to add the MCP server to VS Code:

code --add-mcp '{"name":"pg-aiguide","type":"http","url":"https://mcp.tigerdata.com/docs"}'
VS Code Insiders

Click the button to install:

Install in VS Code Insiders

Alternatively, run the following to add the MCP server to VS Code Insiders:

code-insiders --add-mcp '{"name":"pg-aiguide","type":"http","url":"https://mcp.tigerdata.com/docs"}'
Windsurf

Add the following to ~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "pg-aiguide": {
      "serverUrl": "https://mcp.tigerdata.com/docs"
    }
  }
}

💡 Your First Prompt

Once installed, pg-aiguide can answer Postgres questions or design schemas.

Simple schema example prompt

Create a Postgres table schema for storing usernames and unique email addresses.

Complex schema example prompt

You are a senior software engineer. You are given a task to generate a Postgres schema for an IoT device company. The devices collect environmental data on a factory floor. The data includes temperature, humidity, pressure, as the main data points as well as other measurements that vary from device to device. Each device has a unique id and a human-readable name. We want to record the time the data was collected as well. Analysis for recent data includes finding outliers and anomalies based on measurements, as well as analyzing the data of particular devices for ad-hoc analysis. Historical data analysis includes analyzing the history of data for one device or getting statistics for all devices over long periods of time.

Features

Documentation Search (MCP Tools)

  • search_docs Unified search tool supporting semantic (vector similarity) and keyword (BM25) search across multiple documentation sources:
    • postgres - Official PostgreSQL manual, scoped by version
    • tiger - Tiger Data's documentation (TimescaleDB and ecosystem)
    • postgis - PostGIS spatial extension documentation

Skills (AI-Optimized Best Practices)

  • view_skill
    Exposes curated, opinionated PostgreSQL best-practice skills used automatically by AI coding assistants.

    These skills provide guidance on:

    • Schema design
    • Indexing strategies
    • Data types
    • Data integrity and constraints
    • Naming conventions
    • Performance tuning
    • Modern PostgreSQL features

🔌 Ecosystem Documentation

Supported today:

  • TimescaleDB (docs + skills)
  • PostGIS (docs)

Coming soon:

  • pgvector

We welcome contributions for additional extensions and tools.

🛠 Development

See DEVELOPMENT.md for:

  • running the MCP server locally
  • adding new skills
  • adding new docs

🤝 Contributing

We welcome:

  • new Postgres best-practice skills
  • additional documentation corpora
  • search quality improvements
  • bug reports and feature ideas

📄 License

Apache 2.0

Tech Stack

GoPostgreSQLClaude

Installation

skills

.cursor/mcp.json

~/.codeium/windsurf/mcp_config.json

Open Live ProjectAudit Repo

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ActiveLast commit today
bug_report25open issues
Submitted July 23, 2025

auto_awesomeYour strongest next moves after pg-aiguide