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Scored across 208 tools
Most tools are distinguishable by resource plus scope (project vs group), but there are several genuinely confusing clusters: get_group_level_rule vs get_project_level_rule vs get_project_level_merge_request_rules, get_merge_requests vs get_project_merge_requests vs get_group_merge_requests, delete_runner vs delete_project_runner, and get_deploy_tokens vs get_group_deploy_tokens vs get_project_deploy_tokens. The generic escape hatches (gitlab_api_request, gitlab_graphql, gitlab_graphql_ops_*) overlap with every other tool, and near-identical templated descriptions give little help. With 208 tools, selection requires careful name-reading rather than description guidance.
The gitlab_ prefix and a mostly verb_noun pattern (get_x, create_x, delete_x, update_x) are broadly consistent. However there are visible breaks: gitlab_instances_list/gitlab_instances_get use noun_verb, gitlab_merge_request_level_approvals and gitlab_graphql have no verb, edit_project/edit_group compete with update_* elsewhere, and the graphql_ops_* family uses a different namespace convention. Still readable, but not a single predictable scheme.
208 tools is an extreme mismatch for any agent-facing surface, far past the 25+ threshold where selection accuracy collapses. Many are low-value variants (get_protected_branch vs get_branches, reset_token variants, individual approval-rule settings getters) that could be collapsed into parameterized tools or covered by api_request/graphql.
The surface covers essentially the entire GitLab domain: projects, groups, issues, MRs, approvals, pipelines/jobs/schedules, runners, environments, releases, tags, branches, wiki, snippets, packages, users, deploy tokens, and vulnerabilities, each with list/get/create/update/delete where applicable. Escape hatches (raw REST and GraphQL) close any remaining gap.
