Aipatterns Mcp Server

io.github.uchitPublished by GitHub account uchitv1.1.0Updated Oct 24, 2026

Search AU enterprise AI patterns, benchmarks, incidents, and regulatory changes.

VerifiedSTDIODesktop onlyKnowledge & MemoryBusiness & Commerce

Overview

AI-generated overview

A local MCP server that gives assistants searchable access to a library of Australian enterprise AI patterns, incidents, sector benchmarks and regulatory notes.

What you can do
Search the pattern library by full text across titles, descriptions and content, and retrieve a specific pattern with its implementation guidance. Look up notable Australian AI incidents with linked patterns and regulatory outcomes. Read AU AI Maturity Index scores for sectors such as banking, insurance, government, retail, healthcare and utilities. Check regulatory changes such as APRA CPS 230, OAIC Privacy Act reform, ASIC INFO 183 and TGA SaMD.
When to use it
Useful when advising on or drafting Australian enterprise AI governance, compliance or implementation material and you want the assistant to ground answers in this curated pattern library, incident list and benchmark data.
Requirements
Runs locally over stdio, typically launched with npx from the npm package aipatterns-mcp-server, so Node.js and npm are needed. No database connection, network calls at runtime, accounts, API keys or environment variables are required.
Before you install
The content is a fixed, hardcoded seed set rather than a live feed, so regulatory and benchmark information may be out of date and should be verified against official sources before relying on it. It is read-only and asks for no credentials.

Installation

In SourceWeft

  1. Open Aipatterns Mcp Server in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

aipatterns.com.au MCP Server

A Model Context Protocol (MCP) server that exposes the aipatterns.com.au pattern library, AU AI incidents, sector benchmarks, and regulatory changes as tools callable by Claude, Cursor, GitHub Copilot, and other MCP-compatible AI assistants.

What it provides

ToolDescription
search_patternsFull-text search across the pattern library (title, description, content)
get_patternRetrieve full detail + implementation guidance for a specific pattern
get_incidentsNotable Australian AI incidents with linked patterns and regulatory outcomes
get_sector_benchmarkAU AI Maturity Index scores for banking, insurance, government, retail, healthcare, utilities
get_regulatory_changesAPRA CPS 230, OAIC Privacy Act reform, ASIC INFO 183, TGA SaMD, and more

No database connection or network calls are required at runtime — all data is served from the local pattern files and hardcoded seed data.

Published on npm as aipatterns-mcp-server — no clone or build step needed, npx fetches and runs it.

Add to Claude Desktop

Edit ~/.config/claude/claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/claude_desktop_config.json):

json
{  "mcpServers": {    "aipatterns": {      "command": "npx",      "args": ["-y", "aipatterns-mcp-server"]    }  }}

Restart Claude Desktop.

Add to Cursor

Create or edit .cursor/mcp.json in your project root:

json
{  "mcpServers": {    "aipatterns": {      "command": "npx",      "args": ["-y", "aipatterns-mcp-server"]    }  }}

Add to GitHub Copilot (VS Code MCP extension)

Add to your VS Code settings.json:

json
{  "mcp.servers": {    "aipatterns": {      "command": "npx",      "args": ["-y", "aipatterns-mcp-server"],      "transport": "stdio"    }  }}

Running from source (development)

bash
git clone https://github.com/uchit/aipatterns-mcp-servercd aipatterns-mcp-servernpm installnpm run dev    # runs via tsx (no build step needed)npm run build  # compile TS → JS for production use

Transport

stdio — the server reads JSON-RPC from stdin and writes responses to stdout. stderr is used for diagnostic messages only.

Source: README.md at commit f0a532d

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.1.0LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts