Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 850+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.
Latest release v3.3.0 · 20 Oct 2026
36 files for Claude Code, GitHub Copilot, Codex and OpenCode: debug, documentation-writer, go-mcp-expert, go-source-documenter and 32 more — 49,630 tokens loaded in every session.
.github/copilot-instructions.md A 8,133 tok .github/instructions/code-review-generic.instructions.md A 3,393 tok .github/instructions/context-engineering.instructions.md A 545 tok .github/instructions/go-mcp-server.instructions.md A 4,689 tok .github/instructions/go.instructions.md A 4,703 tok .github/instructions/mcp-best-practices.instructions.md A 1,312 tok .github/instructions/security-and-owasp.instructions.md A 1,097 tok .github/instructions/self-explanatory-code-commenting.instructions.md A 1,172 tok .github/instructions/test-goroutines.instructions.md A 1,098 tok AGENTS.md A 3,927 tok CLAUDE.md B 19,561 tok .github/skills/create-architectural-decision-record/SKILL.md A 24 tok .github/skills/create-implementation-plan/SKILL.md A 29 tok .github/skills/create-mcp-evaluation/SKILL.md A 48 tok .github/skills/create-mcp-tool/SKILL.md A 52 tok .github/skills/create-specification/SKILL.md A 20 tok .github/skills/generate-project-documentation/SKILL.md A 64 tok .github/skills/generate-release-notes/SKILL.md A 67 tok .github/skills/git-commit/SKILL.md A 87 tok .github/skills/go-safe-move-refactor/SKILL.md A 50 tok .github/skills/go-source-documentation/SKILL.md A 75 tok .github/skills/golang-patterns/SKILL.md A 27 tok .github/skills/golang-testing/SKILL.md A 35 tok .github/skills/increase-test-coverage/SKILL.md B 84 tok .github/skills/modularize-go-package/SKILL.md A 65 tok .github/skills/review-and-refactor/SKILL.md A 50 tok .github/skills/update-project-documentation/SKILL.md A 58 tok .github/skills/update-starlight-docs/SKILL.md A 62 tok .github/skills/upstream-contribution/SKILL.md A 96 tok .claude/agents/debug.agent.md A — .claude/agents/documentation-writer.agent.md A — .claude/agents/go-mcp-expert.agent.md A — .claude/agents/go-source-documenter.agent.md A — .claude/agents/plan-expert.agent.md A — .claude/agents/se-reviewer.agent.md A — .claude/agents/test-expert.agent.md A — These files are jmrplens/gitlab-mcp-server's own configuration — they tell Claude Code, GitHub Copilot, Codex and OpenCode how to work on this repository, so they are not mods to install elsewhere. Copy one as a starting point and replace the parts that are about this project.