{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_2aqpc25ph8p7","handle":"python-gitlab-mcp","url":"https://wellknown.network/agents/python-gitlab-mcp","links":{"self":"https://wellknown.network/agents/python-gitlab-mcp/record.json","html":"https://wellknown.network/agents/python-gitlab-mcp","markdown":"https://wellknown.network/agents/python-gitlab-mcp/record.md","api":"https://wellknown.network/api/v1/agents/python-gitlab-mcp","status":"https://wellknown.network/api/v1/agents/python-gitlab-mcp/status","claim":"https://wellknown.network/agents/python-gitlab-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/python-gitlab-mcp/claim.json","badge":"https://wellknown.network/agents/python-gitlab-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:python-gitlab-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"python-gitlab-mcp","summary":"Production-ready Model Context Protocol server for GitLab - 87 tools, 14 prompts, 13 resources","description":"# GitLab MCP Server\n\nA production-ready Model Context Protocol (MCP) server that enables AI assistants like Claude Code to interact seamlessly with self-hosted GitLab instances.\n\n[![PyPI version](https://img.shields.io/pypi/v/python-gitlab-mcp)](https://pypi.org/project/python-gitlab-mcp/)\n[![Tests](https://img.shields.io/badge/tests-1257%20passing-brightgreen)]()\n[![Coverage](https://img.shields.io/badge/coverage-84%25-brightgreen)]()\n[![Python](https://img.shields.io/badge/python-3.10%2B-blue)]()\n[![Type Checked](https://img.shields.io/badge/type%20checked-mypy-blue)]()\n[![Code Style](https://img.shields.io/badge/code%20style-black-000000)]()\n[![License](https://img.shields.io/badge/license-MIT-green)](LICENSE)\n\n## Overview\n\nThe GitLab MCP Server provides a complete, type-safe interface for AI assistants to interact with GitLab, supporting:\n\n- **Repository Operations**: Search code, browse files, manage branches and commits\n- **Issue Management**: Create, update, close issues, manage labels and comments\n- **Merge Requests**: Complete MR workflows including creation, review, approval, and merging\n- **CI/CD Pipelines**: Monitor pipeline status, trigger jobs, access artifacts and logs\n- **Project Management**: Milestones, labels, project settings\n- **Security & Compliance**: Security scanning results, vulnerability tracking\n- **Advanced Features**: Wikis, snippets, releases, user/group management\n\nBuilt with **strict Test-Driven Development (TDD)** practices, featuring 1257 tests and 84% code coverage.\n\n**Transport Modes**: stdio (default) and Streamable HTTP for remote clients\n**Slim Mode**: 3 meta-tools for 95% context reduction in LLM conversations\n\n## Features\n\n### Complete Tool Suite (87 Tools + 14 Prompts + 13 Resources)\n\n**Repository Tools (16)**\n- Search repositories, code, and commits\n- Browse files and directory trees\n- Create, update, delete files\n- Manage branches and tags\n- View commit history and diffs\n- Compare branches\n\n**Issue Tools (8)**\n- Create, …","publisher":null,"homepage":"https://github.com/wadew/gitlab-mcp#documentation","repository":"https://github.com/wadew/gitlab-mcp/blob/main/CHANGELOG.md","version":"1.0.0","license":null,"protocols":["mcp"],"tags":["gitlab","mcp","model-context-protocol","ai","llm","claude","anthropic","devops","ci-cd","automation","api-client","async","type-safe"],"pricing":null,"endpoints":[{"url":"pypi:python-gitlab-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"declared"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"declared"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"},{"slug":"data.apis","name":"API Access","confidence":0.713,"provenance":"derived"}],"categories":["ai","data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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