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Scored across 85 tools
Many tools target distinct resources, but several have overlapping purposes: the generic 'action' tools (e.g., gitlab_branch_action, gitlab_merge_request_action) bundle multiple operations, and download-style tools (gitlab_download_url, gitlab_read_attachment, gitlab_get_job_artifact) have fuzzy boundaries. Descriptions help, but an agent may struggle to pick between similar tools like gitlab_list_notes and gitlab_list_discussions.
Most tools follow gitlab_verb_noun, but there are notable exceptions: noun-only tools (gitlab_wiki, gitlab_snippets), noun+action tools (gitlab_branch_action, gitlab_pipeline_action), and unique names (gitlab_whoami, gitlab_markdown_render). While the uniform prefix helps, the mixing of verb forms creates an inconsistent pattern.
With 85 tools, this set far exceeds even the 'too many' threshold (25+). While a comprehensive GitLab API wrapper could justify breadth, the sheer number makes the tool surface unwieldy for an agent to navigate effectively.
The surface covers a wide range: projects, groups, issues, MRs, notes, repository files, branches, commits, pipelines, jobs, artifacts, wiki, snippets, and more. Minor gaps exist (e.g., no group create/update/delete tools, epics only via api_request), but the core lifecycle and operational workflows are well covered.