mcp-server-gitlab: Instructions file for GitHub Copilot

.github/copilot-instructions.md

mcp-server-gitlab copilot-instructions.md is an instructions file for GitHub Copilot from ZephyrDeng/mcp-server-gitlab. It costs 1,840 tokens per session, scanned C, original, MIT.

Repository instructions for a TypeScript server that lets AI clients work with GitLab, a platform for hosting code and managing merge requests. It uses Bun and the Model Context Protocol to expose GitLab API operations.

In plain words
What is it for?
Use them to install dependencies, build the server, run tests, and work with its GitLab project, merge-request, and user-task integrations.
Why use it?
They provide the required setup and exact build and test commands, helping developers avoid environment mismatches and unnecessary API calls.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is ZephyrDeng/mcp-server-gitlab's own configuration. It tells GitHub Copilot how to work on mcp-server-gitlab itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything mcp-server-gitlab configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is bun run build && echo '{"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{"roots":{"listChanged":true},"sampling":{}},"clientInfo":.

Reuse

Borrowing it

Nothing to install: this file belongs to ZephyrDeng/mcp-server-gitlab. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ZephyrDeng/mcp-server-gitlab/master/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/ZephyrDeng/mcp-server-gitlab

Made for: GitHub Copilot.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for mcp-server-gitlab copilot-instructions.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/zephyrdeng/mcp-server-gitlab/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/zephyrdeng/mcp-server-gitlab/copilot-instructions/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/zephyrdeng/mcp-server-gitlab/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/zephyrdeng/mcp-server-gitlab/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,840 This file is loaded in full into every session.
When invoked 1,840 The same file — it is already loaded in full.
Security scan C 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.01840 $0.01840
Opus 5.5 $0.00736 $0.00736
Sonnet 5.5 $0.00368 $0.00368
Haiku 4.5 $0.00184 $0.00184

Measured 2mo ago against content hash 871ab5843951, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

mcp-server-gitlab copilot-instructions.md scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -fsSL https://bun.sh/install | bash

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsSL https://bun.sh/install | bash
.github/copilot-instructions.md · 183 lines

How it starts

The opening of the file, as written. The whole thing — 183 lines — stays where its author put it; the contents beside it link to each section on GitHub.

mcp-server-gitlab

mcp-server-gitlab is a GitLab MCP (Model Context Protocol) server built with TypeScript, Bun, and the fastmcp framework. It provides GitLab REST API integration tools for managing projects, merge requests, and user tasks through various MCP-compatible clients like Claude Desktop and Smithery.

Always reference these instructions first and fallback to search or bash commands only when you encounter unexpected information that does not match the info here.

Working Effectively

Bootstrap, Build, and Test the Repository:

  1. Install Bun runtime (required):

    curl -fsSL https://bun.sh/install | bash
    source ~/.bashrc
    
  2. Install dependencies:

    bun install
    
    • Fresh install: ~20 seconds, subsequent installs: ~0.02 seconds (cached)
    • Installs 608+ packages including TypeScript, Jest, fastmcp, and axios
  3. Build the project:

    bun run build
    
    • Takes approximately 2-3 seconds
    • NEVER CANCEL - Always wait for completion
    • Runs: clean → TypeScript compilation → post-build script (fixes ES module imports)
    • Output: Compiled JavaScript in dist/ directory with executable permissions
  4. Run tests:

    bun test
    
    • Takes approximately 0.14 seconds - very fast
    • NEVER CANCEL - Always wait for completion
    • Requires environment variables to be set (see Environment Setup section)
    • 84 tests across 18 files, all unit tests with mocked API calls

Environment Setup (CRITICAL):

Create .env file before running tests or application:

cp .env.example .env

Edit .env with actual values:

GITLAB_TOKEN=glpat-your-actual-token-here
GITLAB_API_URL=https://your-gitlab-instance.com

Optional environment variables:

# User ID mapping to reduce API calls
GITLAB_USER_MAPPING={"username1": 123, "username2": 456}

# Project ID mapping to reduce API calls  
GITLAB_PROJECT_MAPPING={"project-name": 1001, "group/project": "group/project"}

Read the full file on GitHub · 183 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 183 lines · 1,840 tokens per session scan C 871ab5843951

Subscribe to this mod's changes

mcp-server-gitlab copilot-instructions.md is an instructions file published in the GitHub repository ZephyrDeng/mcp-server-gitlab (6 stars, last pushed 9mo ago), licensed MIT. It adds 1,840 tokens to every session, about $0.0074 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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