mcpcost

com.mcparmory/gitlab

GitLab

Is the com.mcparmory/gitlab MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-13.

Manage projects, groups, branches, merge requests, and CI/CD pipelines

alive probed 2026-11-15 · unchanged since 2026-11-13

53tools
12ktokens in Claude Opus 5.5
6.1 %of Claude's 200k window
4.9×the median server
8.4 sto initialize
373 msto list tools
Run it
uvx mcparmory-gitlab@1.0.3 (stdio, probed in a container with the network off)
Host
pypi.org
Reports itself as
GitLab 4.1.8
Capabilities
logging, prompts, resources, tools
Instructions
none
Of a 1M window
1.2 % of a 1M context window
Count
12k tokens in Claude Opus 5.5, exact, measured 2026-10-16. With the Claude Code prefix mcp__…__ on each tool name: 13k. The o200k_base estimate is 6.9k. Counted again when the tool definitions change. Method.
Repository
https://github.com/mcparmory/registry
Registry
active, updated 2026-05-11 · registry entry

Most expensive tools

The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.77×.

Tool≈ Claude tokenso200k estimateShare of this server
start_bulk_migration7314126 %
add_kubernetes_cluster5823285 %
create_instance_variable4082303 %
update_cluster4032273 %
add_group_badge3832163 %

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Other registry entries on pypi.org, the ones next to this name; all of them.

Servers that mention gitlab.

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mcpcost: alive

The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.

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A mail when this server changes

Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.

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