efficient-gitlab-mcp: Instructions file for Claude Code

CLAUDE.md

efficient-gitlab-mcp CLAUDE.md is an instructions file for Claude Code from detailobsessed/efficient-gitlab-mcp. It costs 941 tokens per session, scanned A, original, from a forked repository, MIT.

A set of instructions for an enhanced GitLab MCP server, which lets an agent work with GitLab through separate tools for areas such as issues, merge requests, and pipelines. Its tools are grouped and activated only when needed.

In plain words
What is it for?
Developing, building, testing, and extending a GitLab integration, including its tool groups and GitLab API connection.
Why use it?
It keeps GitLab operations organised and limits the tools shown to the agent at one time.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: reads .claude/ paths; mentions CLAUDE.md.

This is detailobsessed/efficient-gitlab-mcp's own configuration. It tells Claude Code how to work on efficient-gitlab-mcp 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 efficient-gitlab-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to detailobsessed/efficient-gitlab-mcp. 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/detailobsessed/efficient-gitlab-mcp/detailobsessed/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/detailobsessed/efficient-gitlab-mcp

Made for: Claude Code.

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 efficient-gitlab-mcp CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/detailobsessed/efficient-gitlab-mcp/claude-md/github.svg)](https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/detailobsessed/efficient-gitlab-mcp/claude-md/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.

agentmods 80×15 button for efficient-gitlab-mcp CLAUDE.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/detailobsessed/efficient-gitlab-mcp/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 941 This file is loaded in full into every session.
When invoked 941 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin fork From a forked repository.
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 $0.00941 $0.00941
Opus 5.5 $0.00376 $0.00376
Sonnet 5.5 $0.00188 $0.00188
Haiku 4.5 $0.00094 $0.00094

Measured 2mo ago against content hash 7b2d86f8d182, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

efficient-gitlab-mcp CLAUDE.md scanned grade A with 0 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 96 lines

How it starts

The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Efficient GitLab MCP

An enhanced fork of zereight/gitlab-mcp with progressive disclosure pattern for token-efficient GitLab server management.

Quick Reference

bun install          # Install dependencies
bun run build        # Build: src/server/index.ts → dist/
bun test             # Run all tests (Bun test runner)
bun run check        # Lint + format (Biome, auto-fix)
bun run dev          # Build and start

Architecture

src/
├── server/
│   ├── index.ts          # MCP server entry point (stdio + streamable-http)
│   └── config.ts         # ServerConfig interface + loadConfig()
├── tools/                # One file per GitLab domain (15 modules)
│   ├── issues.ts
│   ├── merge-requests.ts
│   ├── pipelines.ts
│   └── ...
├── registry/
│   ├── disclosure.ts     # SDK-native progressive disclosure (enable/disable)
│   └── categories.ts     # Tool category definitions
└── utils/
    ├── gitlab-client.ts  # GitLab API client (singleton, supports graphql())
    └── logger.ts         # Structured MCP protocol logger

Progressive Disclosure

Tools start disabled (via toolRef.disable()). The LLM discovers them via meta-tools (list_categories, activate_tools), then enables categories on demand. Activation sets tool.enabled directly and sends a single batched notifications/tools/list_changed.

Adding a New Tool

  1. Add the handler in the appropriate src/tools/<category>.ts file
  2. Use Zod for input schema validation
  3. Register with server.registerTool(), then toolRef.disable() (starts hidden)
  4. Add the tool name to the category's tool map
  5. Add tests in tests/<category>.test.ts

Code Style

  • Biome with strict rules: noExplicitAny, noNonNullAssertion, noExcessiveCognitiveComplexity
  • Spaces for indentation, double quotes
  • Run bun run check to auto-fix

Testing

  • Tests live in tests/*.test.ts (17 test files)
  • Bun's built-in test runner
  • Tests mock the GitLab API client — no live API calls

Read the full file on GitHub · 96 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 · 96 lines · 941 tokens per session scan A 7b2d86f8d182

Subscribe to this mod's changes

efficient-gitlab-mcp CLAUDE.md is an instructions file published in the GitHub repository detailobsessed/efficient-gitlab-mcp (3 stars, last pushed 5mo ago), licensed MIT. It adds 941 tokens to every session, about $0.0038 per session on Opus 5.5. A static security scan graded it A with 0 findings. It comes from a forked repository.

Related

efficient-gitlab-mcp CLAUDE.md compared with instructions from other repositories

efficient-gitlab-mcp CLAUDE.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
efficient-gitlab-mcp CLAUDE.mddetailobsessed/efficient-gitlab-mcpInstructions file35mo agoMITA941Claude Code
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode