gitlab-mcp-server mcp-best-practices.instructions.md

gitlab-mcp-server mcp-best-practices.instructions.md is an instructions file for GitHub Copilot from jmrplens/gitlab-mcp-server. It costs 1,183 tokens per session, scanned A, original, MIT.

Rules for designing MCP tools, which are server functions that AI clients can call, with clear names, safety labels, response formats, and pagination.

In plain words
What is it for?
Use them when building or reviewing MCP server tools, especially their names, annotations, outputs, pagination, and security behavior.
Why use it?
They reduce confusing tool behavior and help clients understand whether an operation reads, changes, or deletes data.

Instructions file for GitHub Copilot

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/jmrplens/gitlab-mcp-server/mcp-best-practices
Clone the repo
git clone --depth 1 https://github.com/jmrplens/gitlab-mcp-server

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 gitlab-mcp-server mcp-best-practices.instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/jmrplens/gitlab-mcp-server/mcp-best-practices.svg)](https://agentmods.dev/instructions/jmrplens/gitlab-mcp-server/mcp-best-practices)
Your own site
<a href="https://agentmods.dev/instructions/jmrplens/gitlab-mcp-server/mcp-best-practices"><img src="https://agentmods.dev/badge/instructions/jmrplens/gitlab-mcp-server/mcp-best-practices.svg" alt="Measured on agentmods" height="20"></a>
Per session 1,183 This file is loaded in full into every session.
When invoked 1,183 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.01183 $0.01183
Opus 5 $0.00592 $0.00592
Sonnet 5 $0.00237 $0.00237
Haiku 4.5 $0.00118 $0.00118

Measured 5d ago against content hash 9114126497da, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

gitlab-mcp-server mcp-best-practices.instructions.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 5d 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.

.github/instructions/mcp-best-practices.instructions.md · 143 lines

How it starts

The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.

MCP Best Practices

Protocol-level guidelines for building high-quality MCP servers that enable LLMs to accomplish real-world tasks effectively.

Tool Design Principles

Naming

  • snake_case with service prefix: gitlab_create_issue, gitlab_list_projects
  • Action-oriented verbs: get, list, search, create, update, delete
  • Specific names: Avoid generic names that conflict with other MCP servers
  • Descriptions must match behavior exactly: Narrow, unambiguous descriptions

Annotations

Every tool MUST declare annotations to help clients understand behavior:

Annotations: &mcp.ToolAnnotations{
    ReadOnlyHint:    boolPtr(true),
    DestructiveHint: boolPtr(false),
    IdempotentHint:  boolPtr(true),
    OpenWorldHint:   boolPtr(true),
}
Tool Type ReadOnly Destructive Idempotent OpenWorld
list / get / search true false true true
create false false false true
update false false true true
delete false true true true

Atomic Operations

Keep tools focused on a single operation. Avoid multi-step tools that combine unrelated actions.

Response Formats

  • JSON: Structured data for programmatic processing (include all fields)
  • Markdown: Human-readable display (use headers, lists, formatting)
  • Convert timestamps to human-readable format in Markdown
  • Show display names with IDs in parentheses when useful
  • Omit verbose metadata in Markdown output

Pagination

For list operations:

  • Default to 20-50 items per page
  • Always respect the per_page / limit parameter
  • Return metadata: has_more, total_items, page, total_pages
  • Never load all results into memory for large datasets
  • Use cursor-based pagination when offset-based becomes expensive

Error Handling

  • Actionable messages: Tell the LLM what went wrong AND what to try next
  • Report tool errors in results: Use IsError: true in CallToolResult for recoverable errors
  • Don't expose internals: Hide stack traces, internal paths, database details
  • Wrap with context: fmt.Errorf("gitlab_list_projects: %w", err)
  • Clean up resources: Always release connections, files on errors

Read the full file on GitHub · 143 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. 5d ago First seen · 143 lines · 1,183 tokens per session scan A 9114126497da

Subscribe to this mod's changes

gitlab-mcp-server mcp-best-practices.instructions.md is an instructions file published in the GitHub repository jmrplens/gitlab-mcp-server (33 stars, last pushed today), licensed MIT. It adds 1,183 tokens to every session, about $0.0059 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.