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Scored across 210 tools
The 210-tool surface contains multiple overlapping clusters: REST and GraphQL counterparts (e.g. gitlab_graphql_ops_retry_pipeline vs pipeline REST tools), duplicate instance tools (gitlab_instances_get and gitlab_instances_list), duplicate deploy-token getters, and several similarly named approval-rule tools. While many tools target distinct GitLab resources, agents will struggle to choose between generic api_request, gitlab_api_request, gitlab_graphql, and the typed REST/GraphQL tools for the same operation.
Most tools follow gitlab_verb_noun, but the set mixes multiple conventions: gitlab_graphql_ops_update_merge_request, gitlab_deploy_tokens_get, gitlab_instances_get, gitlab_instances_list, api_request, gitlab_api_request, gitlab_graphql, and gitlab_discover_graphql_schema. The inconsistency is especially jarring between get_* and *_get forms and between REST and GraphQL prefixes.
210 tools is far beyond an appropriate MCP tool count for this server, even for GitLab's broad API. The surface is heavily duplicated across REST, GraphQL, generic request wrappers, and ingestion helpers, making the set unwieldy for an agent to navigate.
Coverage is broad across projects, groups, issues, merge requests, pipelines, runners, releases, environments, and wiki pages, so many core workflows are possible. However, there are notable gaps and inconsistencies such as missing create_group/delete_group and membership add/remove operations, while some operations exist only via GraphQL or generic API escape hatches.
