agentleFS
aiappsgbbaiappsgbb/awesome-gbb/skills/ip-catalog/SKILL.md

ip-catalog

Skill8 starsChanged 12 days agoMITView on GitHub

Discover AI Apps GBB IP catalog via MCP server. Search, list, filter, and inspect IPs (intellectual property assets) including metadata, thumbnails, and READMEs. USE FOR: find IP, search demos, list IPs, catalog, what demos are available, find solutions by service/pattern, get IP details, browse catalog, discover assets. DO NOT USE FOR: creating IPs, deploying apps, managing repos.

  • Reads credentials

We split this skill into the rules it gives an agent

3 rules. About 0 are common, 2 are distinctive, and 1 is very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈2

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    All requests require a Bearer token in the Authorization header:

    line 38
  2. Distinctive:

    If the MCP server is not yet connected, add it to your config.

    line 46
  3. Distinctive:

    Search the IP catalog by keyword with optional filters.

    line 88

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

AI Apps GBB IP Catalog — MCP Discovery

[!IMPORTANT] This skill requires an MCP server connection to work. The tools below call the IP catalog MCP server — without it connected, the skill has no tools available.

Setup: Run /mcp add in Copilot CLI and configure the server below, OR ask the skill to set it up for you: "set up the ip-catalog MCP server".

API Key: Ask the AI Apps GBB admin team for the MCP_API_KEY. The key is managed in Azure Container Apps secrets — it's not publicly available.

MCP Server Connection

The IP catalog is exposed as an MCP server with Bearer token authentication.

Endpoint

https://admin-mcp-t7l5hqkuhsv2s.kindbay-2d11d96b.eastus2.azurecontainerapps.io/mcp

Authentication

All requests require a Bearer token in the Authorization header:

Authorization: Bearer <MCP_API_KEY>

Auto-Setup

If the MCP server is not yet connected, add it to your config. The skill should offer to do this automatically by writing to the appropriate config file:

For GitHub Copilot CLI (~/.copilot/mcp-config.json):

{
  "mcpServers": {
    "ip-catalog": {
      "url": "https://admin-mcp-t7l5hqkuhsv2s.kindbay-2d11d96b.eastus2.azurecontainerapps.io/mcp",
      "headers": {
        "Authorization": "Bearer ${MCP_API_KEY}"
      }
    }
  }
}

For VS Code (.vscode/mcp.json or user settings):

{
  "mcpServers": {
    "ip-catalog": {
      "url": "https://admin-mcp-t7l5hqkuhsv2s.kindbay-2d11d96b.eastus2.azurecontainerapps.io/mcp",
      "headers": {
        "Authorization": "Bearer ${MCP_API_KEY}"
      }
    }
  }
}

Set MCP_API_KEY as an environment variable, or replace ${MCP_API_KEY} with the actual key.

Note: The API key is stored in Azure Container Apps secrets and managed by the admin team. Contact the AI Apps GBB admins to get access.


Available Tools

search_ips

Search the IP catalog by keyword with optional filters.

Parameters:

  • query (string, required): Search term — matches against name, description, industry, tags, authors
  • services (list[string], optional): Filter by Azure service (e.g. ["Azure OpenAI", "Cosmos DB"])
  • patterns (list[string], optional): Filter by pattern (e.g. ["RAG", "Multi-Agent"])

Returns: JSON array of matching IPs.

Example:

{
  "name": "search_ips",
  "arguments": {
    "query": "insurance",
    "patterns": ["Multi-Agent"]
  }
}

list_ips

List all IPs with optional filters. Good for browsing the full catalog.

Parameters:

  • services (list[string], optional): Filter by Azure service
  • patterns (list[string], optional): Filter by pattern

Returns: JSON with ips array, total_count, total_unfiltered, and filters.


get_ip_details

Get full details for a specific IP by repository name.

Parameters:

  • repo_name (string, required): The repository name (e.g. "insurance-multi-agent")

Returns: JSON object with all metadata for the IP.


get_ip_thumbnail

Get the thumbnail image for an IP.

Parameters:

  • repo_name (string, required): The repository name

Returns: JSON with thumbnail_url or thumbnail_data_uri (base64).


get_ip_readme

Get the README markdown content for an IP.

Parameters:

  • repo_name (string, required): The repository name

Returns: Markdown text of the IP's README.


get_filters

Get all available filter values for browsing.

Returns: JSON with services and patterns arrays.


Common Workflows

Find IPs related to a topic

search_ips(query="RAG") → browse results → get_ip_details(repo_name="...") → get_ip_readme(repo_name="...")

Browse all IPs by service

get_filters() → list_ips(services=["Azure OpenAI"]) → get_ip_details(repo_name="...")

Get a quick overview

list_ips() → shows all IPs with total count and filters

Architecture

The MCP server is a thin proxy deployed as a standalone Azure Container App:

  • No EasyAuth — authenticated via API key only
  • Proxies to admin API — calls the admin catalog endpoints using Entra ID client credentials
  • Stateless HTTP — no session affinity required, scales 0–3 replicas
  • Source: src/mcp/ in the aiappsgbb/admin repo

The data originates from the aiappsgbb/index repo's registry/index-light.json (for basic metadata) and the full index (for thumbnails and READMEs), cached in the admin API.

Download now (ZIP)

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

No reviews yet

People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.

  • It worked
  • Partly
  • It didn't
What did you use it for? e.g. Reviewing pull requests in a Rails app

Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.

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