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.
curl -O https://raw.githubusercontent.com/detailobsessed/efficient-gitlab-mcp/detailobsessed/AGENTS.mdgit clone --depth 1 https://github.com/detailobsessed/efficient-gitlab-mcpWrote 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.
[](https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/agents-md)<a href="https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/detailobsessed/efficient-gitlab-mcp/agents-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.
<a href="https://agentmods.dev/instructions/detailobsessed/efficient-gitlab-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/detailobsessed/efficient-gitlab-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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.
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, NOTmain.mainis a read-only mirror ofzereight/gitlab-mcpupstream. - 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-editto amend the current branch's commit. - Use
git-spice stack submit --update-onlyto push updates after amending. - Use
git-spice lsto 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 fixdocs(<scope>):documentation only (including doctring/description text)test(<scope>):test-only changeschore(<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.
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.
- 2mo ago First seen · 165 lines · 1,790 tokens per session scan A 69621bba0a0e
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.
efficient-gitlab-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| efficient-gitlab-mcp AGENTS.mddetailobsessed/efficient-gitlab-mcp | Instructions file | 3 | 5mo ago | MIT | A | 1,790 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |