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GitLab (Archived) vs io.github.jyswee/buggazi

GitLab (Archived) is an MCP server published by modelcontextprotocol. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.jyswee/buggazi is an MCP server published by jyswee. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-13. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceGitLab (Archived)io.github.jyswee/buggazi
Docker MCP Catalog Listed
Version: sha256:a1b8571a210a
Forks (GitHub): 11 780
Pulls (Docker Hub): 81 183
Stars (Docker Hub): 25
Stars (GitHub): 91 180
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 2.15.1
Downloads/month (npm): 2 780
Downloads/week (npm): 272
Forks (GitHub): 0
Stars (GitHub): 1
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

GitLab (Archived) vs io.github.jyswee/buggazi
FactGitLab (Archived)io.github.jyswee/buggazi
Marketplaces that list it11
Stars (GitHub) (differs)91 180 (better)1 (worse)
Pulls (Docker Hub) (differs)81 183No figure on Docker Hub
Forks (GitHub) (differs)11 780 (better)0 (worse)
Last release (differs)Not published2026-10-12
Where it runs (differs)On your machine (mcp/gitlab)Remote server (mcp.buggazi.com/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)9Not published
Environment variables it asks for (differs)2, secrets among them: 11, secrets among them: 1
Licence (differs)NOASSERTIONNot stated
Repository (differs)github.com/modelcontextprotocol/serversgithub.com/jyswee/buggazi
Changes in the last 7 days (differs)01
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checknot checked yet

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

GitLab (Archived)

In its own words, on Docker MCP Catalog:

MCP Server for the GitLab API, enabling project management, file operations, and more.

io.github.jyswee/buggazi

In its own words, on Official MCP Registry:

Project management for coding agents. Bugs, features, sprints. Streamable HTTP + SSE remotes.

How to run each

GitLab (Archived) As a local MCP server: Docker image

Claude Code
claude mcp add --env "GITLAB_PERSONAL_ACCESS_TOKEN=<YOUR_GITLAB_PERSONAL_ACCESS_TOKEN>" --transport stdio gitlab -- docker run -i --rm -e GITLAB_PERSONAL_ACCESS_TOKEN mcp/gitlab

Requires: GITLAB_PERSONAL_ACCESS_TOKEN (secret)

io.github.jyswee/buggazi As a remote MCP server

Claude Code
claude mcp add --transport http buggazi https://mcp.buggazi.com/mcp --header "Authorization: Bearer <YOUR_TOKEN>"

Requires: BGZ_API_KEY (secret), Authorization header

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

The marketplaces of io.github.jyswee/buggazi publish no list of tools, so we do not compare tools.

Settings each asks for

Only GitLab (Archived) asks for

  • GITLAB_API_URL
  • GITLAB_PERSONAL_ACCESS_TOKEN (secret)

Only io.github.jyswee/buggazi asks for

  • BGZ_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: GitLab (Archived) · What it can do: io.github.jyswee/buggazi · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built