efficient-gitlab-mcp: Instructions file for Codex

AGENTS.md

efficient-gitlab-mcp AGENTS.md is an instructions file for Codex, OpenCode from detailobsessed/efficient-gitlab-mcp. It costs 1,790 tokens per session, scanned A, original, from a forked repository, MIT.

Repository instructions for an MCP server that works with GitLab. GitLab is a platform for hosting code, tracking work, and reviewing changes.

In plain words
What is it for?
Use them when developing or reviewing changes, running verification, creating stacked branches, and preparing commits or GitLab-related tickets.
Why use it?
They explain the required tests, checks, branch workflow, commit rules, and ticket conventions so contributions follow this repository's process.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: reads .claude/ paths; mentions CLAUDE.md.

This is detailobsessed/efficient-gitlab-mcp's own configuration. It tells Codex and OpenCode 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/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/detailobsessed/efficient-gitlab-mcp

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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Per session 1,790 This file is loaded in full into every session.
When invoked 1,790 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 $0.01790 $0.01790
Opus 5.5 $0.00716 $0.00716
Sonnet 5.5 $0.00358 $0.00358
Haiku 4.5 $0.00179 $0.00179

Measured 2mo ago against content hash 69621bba0a0e, 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 AGENTS.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.

AGENTS.md · 165 lines

How it starts

The opening of the file, as written. The whole thing — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent Conventions — efficient-gitlab-mcp

Project-specific conventions that complement CLAUDE.md. CLAUDE.md covers architecture, build, and the progressive disclosure pattern; this file covers workflow (branches, commits, tickets) and patterns (test idioms, schema choices) used inside the codebase.

Verification commands

Always run before declaring a task done:

bun test         # 220+ tests, ~500ms — fast enough to run on every change
bun run check    # Biome lint + format, auto-fix

bun run build is run automatically by the pre-commit hook (via the Build step). Do not skip the hook.

Git workflow

This repo uses git-spice (git-spice -h), not raw git for stack management.

  • Trunk is detailobsessed, NOT main. main is a read-only mirror of zereight/gitlab-mcp upstream.
  • Stack branches are named port/<short-kebab-description> (e.g. port/labels-as-array, port/get-file-contents-auto-ref).
  • Use git-spice bc <name> -a -m "<msg>" to create a new branch on top of the current one, staging tracked changes in one step.
  • Use git-spice ca -a --no-edit to amend the current branch's commit.
  • Use git-spice stack submit --update-only to push updates after amending.
  • Use git-spice ls to visualise the stack (top of stack at top, trunk at bottom).

Commit conventions

Conventional commits with these prefixes:

  • feat(<scope>): new behaviour (tool, feature, capability)
  • fix(<scope>): bug fix
  • docs(<scope>): documentation only (including doctring/description text)
  • test(<scope>): test-only changes
  • chore(<scope>): infrastructure / non-functional

Scope examples: tools, disclosure, schemas, users, repositories, labels, mcp-server, projects, merge-requests.

The body should explain why, not just what. The bottom should always carry a Closes DOT-NNN (or Refs DOT-NNN) line for Linear auto-close on merge.

Do not add Co-Authored-By: Claude / Devin / etc. trailers — ~/.claude/CLAUDE.md disables the harness's auto-trailer and we don't want manual ones either.

Read the full file on GitHub · 165 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 · 165 lines · 1,790 tokens per session scan A 69621bba0a0e

Subscribe to this mod's changes

efficient-gitlab-mcp AGENTS.md is an instructions file published in the GitHub repository detailobsessed/efficient-gitlab-mcp (3 stars, last pushed 5mo ago), licensed MIT. It adds 1,790 tokens to every session, about $0.0072 per session on Opus 5.5. A static security scan graded it A with 0 findings. It comes from a forked repository.

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