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This Model Context Protocol (MCP) server indexes markdown documentation from various GitLab open-source repositories, including GitLab CE/EE, Runner, Omnibus, Gitaly, Pages, and Agent. It creates a full-text searchable SQLite FTS5 index, allowing AI assistants and other MCP clients to retrieve precise, version-specific information. Optimized with sparse checkout and filters for a compact Docker image, the server enhances AI tools by providing a rich, contextual knowledge base about GitLab products.