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Glama

Server Details

GitLab MCP — wraps the GitLab REST API v4 (BYO API key)

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-gitlab
GitHub Stars
0

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsA

Average 4.4/5 across 36 of 36 tools scored. Lowest: 3.7/5.

Server CoherenceC
Disambiguation2/5

Many tools have overlapping purposes (e.g., ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded) and the server mixes entirely different domains (prediction markets, memory, subscriptions, data queries) with only 5 GitLab-specific tools. An agent would struggle to distinguish which tool to use.

Naming Consistency2/5

Naming is highly inconsistent: snake_case (ai_visibility_check), verb_noun (gitlab_get_file), single words (forget, recall), and domain prefixes (polymarket_*, pipeworx_*). No discernible pattern across the entire set.

Tool Count2/5

36 tools is excessive for a server named 'Gitlab', as most tools are unrelated to GitLab. The scope is too broad, mixing multiple domains, making it feel bloated and unfocused.

Completeness2/5

For the GitLab domain, only 5 tools exist (get_file, get_project, list_issues, list_mrs, list_projects), missing common operations like creating/updating issues or merge requests. The other tools are comprehensive for their own domains but irrelevant to GitLab.

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