Borrowing it
Nothing to install: this file belongs to structured-world/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/structured-world/gitlab-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/structured-world/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/structured-world/gitlab-mcp/agents-md)<a href="https://agentmods.dev/instructions/structured-world/gitlab-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/structured-world/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/structured-world/gitlab-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/structured-world/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 | $0.00746 | $0.00746 |
| Opus 5.5 | $0.00298 | $0.00298 |
| Sonnet 5.5 | $0.00149 | $0.00149 |
| Haiku 4.5 | $0.00075 | $0.00075 |
Grade A, and why
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 1mo 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 — 55 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for coding agents and reviewers working on this repository.
GitLab version support
This server supports GitLab 16.0 and later (MIN_SUPPORTED_VERSION in
packages/gitlab-mcp/src/services/InstanceCapabilities.ts). It talks to GitLab only
through REST API v4 and GraphQL.
Smart MCP, not an API proxy
Tools are an agent-facing layer over GitLab, not a 1:1 proxy: they compose calls, translate parameters, filter and reshape results, and emulate behaviour an older or lower-tier instance lacks. When a capability is missing on some instances, prefer, in order: emulate or degrade (older equivalent, client-side filtering, another endpoint or query, dropping a non-essential field), then report partial effect in the result, and only then hide or refuse, when GitLab itself cannot provide it. Never gate away behaviour a handler already emulates; read the handler before changing its gates.
Rules
- Everything is available from 16.0 unless declared otherwise. A tool, action or
parameter that needs a newer GitLab declares it in its
requirements(default,actions.<action>orparameters.<name>, each{ tier, minVersion }). The registry hides whatever the connected instance does not meet. - Declare
minVersiononly above the floor. A value at or below 16.0 is ignored by the gate and must not be written; it only misleads readers. - Verify every version against GitLab's own sources, never from memory. For each
new or changed endpoint, parameter, GraphQL field, argument or fragment type:
- REST: the
{{< history >}}notes indoc/api/*.md, and the Grapeoptional/requiresdeclaration inlib/apioree/libat the release tag (vX.Y.0-ee). Docs often omit the version of a single parameter; the source at the tag is authoritative. - GraphQL:
doc/api/graphql/referenceat the release tag. GitLab rejects the whole query when any selected field, argument or inline-fragment type is unknown, so a single new field gates the entire query and every action using it.
- REST: the
- Version-dependent behaviour in handlers uses
instanceAtLeast/currentInstancefrompackages/gitlab-mcp/src/entities/instance-version.tsto pick the native path or the emulation.assertInstanceAtLeast(a clear error) is only for capabilities GitLab cannot provide on that instance, never a substitute for an emulation that is possible. - A 200 response is not proof a setting was applied. GitLab ignores unknown REST
parameters and drops license-, add-on- or feature-flag-gated attributes without an
error. Where that matters, compare the returned entity with the request (see
packages/gitlab-mcp/src/entities/core/duo-settings.ts).
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.
- 1mo ago First seen · 55 lines · 746 tokens per session scan A 22d9b2c48d21
gitlab-mcp AGENTS.md is an instructions file published in the GitHub repository structured-world/gitlab-mcp (8 stars, last pushed yesterday), licensed Apache-2.0. It adds 746 tokens to every session, about $0.0030 per session on Opus 5.5. A static security scan graded it A with 0 findings. It comes from a forked repository.
gitlab-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| gitlab-mcp AGENTS.mdstructured-world/gitlab-mcp | Instructions file | 8 | yesterday | Apache-2.0 | A | 746 | 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 | today | 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 |