gitlab-mcp-server: Skill for Claude Code

.github/skills/generate-release-notes/SKILL.md

generate-release-notes is a skill for Claude Code, Codex from jmrplens/gitlab-mcp-server. It costs 67 tokens per session (1,395 once invoked), scanned A, original, MIT.

A workflow for writing release notes by comparing two Git references, such as version tags, branches, or commit IDs. It gathers changes and organizes them into categories readers can scan.

In plain words
What is it for?
Use it to compare releases, branches, or commits in an accessible GitLab project and prepare notes covering features, fixes, improvements, breaking changes, and documentation.
Why use it?
Raw commit histories and diffs are difficult for users and teams to understand. Categorized notes explain what changed between releases or deployments, including breaking changes.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

This is jmrplens/gitlab-mcp-server's own configuration. It tells Claude Code and Codex how to work on gitlab-mcp-server 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 gitlab-mcp-server configures →

Reuse

Borrowing it

Nothing to install: this file belongs to jmrplens/gitlab-mcp-server. 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/jmrplens/gitlab-mcp-server/main/.github/skills/generate-release-notes/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/jmrplens/gitlab-mcp-server

Made for: Claude Code, Codex.

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 generate-release-notes

README.md
[![agentmods](https://agentmods.dev/badge/skills/jmrplens/gitlab-mcp-server/generate-release-notes/github.svg)](https://agentmods.dev/skills/jmrplens/gitlab-mcp-server/generate-release-notes)
Your own site
<a href="https://agentmods.dev/skills/jmrplens/gitlab-mcp-server/generate-release-notes"><img src="https://agentmods.dev/badge/skills/jmrplens/gitlab-mcp-server/generate-release-notes/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 generate-release-notes

Your own site · 80×15
<a href="https://agentmods.dev/skills/jmrplens/gitlab-mcp-server/generate-release-notes"><img src="https://agentmods.dev/badge/skills/jmrplens/gitlab-mcp-server/generate-release-notes.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 67 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,395 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00067 $0.01395
Opus 5.5 $0.00027 $0.00558
Sonnet 5.5 $0.00013 $0.00279
Haiku 4.5 $0.00007 $0.00139

Measured 1mo ago against content hash feb698e2806e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

generate-release-notes 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.

.github/skills/generate-release-notes/SKILL.md · 170 lines

How it starts

The opening of the file, as written. The whole thing — 170 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Generate Release Notes

Overview

Generate polished, categorized release notes for a GitLab project by comparing two Git refs. This skill orchestrates multiple MCP tools to gather commits, merged merge requests, and diffs, then produces human-readable release notes.

When to Use

  • Creating release notes for a new tag or version
  • Summarizing changes between any two Git references (tags, branches, SHAs)
  • Preparing changelog entries for a release
  • Reviewing what changed between deployments

Prerequisites

  • A GitLab project accessible via the MCP server
  • Two valid Git refs (tags, branches, or commit SHAs) to compare

Workflow

Step 1: Identify the Project and Refs

Determine the project ID (or namespace/project path) and the two refs to compare.

Common patterns:

  • Tag to tag: v1.0.0 → v1.1.0
  • Tag to branch: v1.0.0 → main
  • Branch to branch: release/1.0 → release/1.1
  • Commit to tag: abc1234 → v1.1.0

Step 2: Gather Data (Choose One Approach)

Approach A: Manual Orchestration (Recommended)

Orchestrate the tools manually and categorize the results yourself. The tool names below are the meta surface (GITLAB_MCP_TOOL_SURFACE=meta); on the default dynamic surface the same calls go through gitlab_execute_action with the canonical action IDs repository.compare and merge_request.list, and on the individual surface the tools are gitlab_repository_compare and gitlab_mr_list:

  1. Compare refs to get commits and diffs:

    Use gitlab_repository with action "compare":
      - project_id: <project_id>
      - from: <base_ref>
      - to: <target_ref>
    
  2. Search for merged MRs in the change range:

    Use gitlab_merge_request with action "list":
      - project_id: <project_id>
      - state: "merged"
      - per_page: 100
    
  3. Correlate commits with MRs to enrich the data.

  4. Categorize changes based on MR labels, commit prefixes, and descriptions.

Approach B: Use the MCP Prompt

Read the full file on GitHub · 170 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. 1mo ago Changed feb698e2806e
  2. 1mo ago First seen · 170 lines · 67 tokens per session scan A b2f9d06ef854

Subscribe to this mod's changes

generate-release-notes is a skill published in the GitHub repository jmrplens/gitlab-mcp-server (46 stars, last pushed today), licensed MIT. It adds 67 tokens to every session and 1,395 once invoked, about $0.0003 per session on Opus 5.5. 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.