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GitLab MCP Server 2.7.3 download

GitLab MCP server exposing the REST v4 and GraphQL APIs as tools for AI assistants.

This is an older version. The current version is 3.3.0. GitLab MCP Server 3.3.0 · Released:

Installer files 2.7.3

ArchitectureTypeScopeFile sizeDownloadSHA256
64-bit Portable — — github.com VirusTotal
ARM64 Portable — — github.com VirusTotal

Link and SHA256 come from the Windows Package Manager community manifest. Compare the hash of the downloaded file before running it.

Release notes

Follow-through release on the mcp.jmrp.io directory audit: every cross-reference the surface emits now resolves, in every text layer — not only the See-also clauses v2.7.2 fixed.
The 13 invisible clauses (#307)
The follow-up audit found 32 unprojected See-also references across 13 entries on the deployed 2.7.2. Root cause was format, not names: the integrations family's clauses ended without a trailing period and discovery's clause carried parenthetical annotations, so the canonical clause pattern never matched — no per-surface rewrite, no tier-aware drop, and no guard extraction. All 13 canonicalized, and the guard gained a format-lint leg (with its rules pinned by a table-driven test): any See also: occurrence outside the canonical shape now fails CI naming the entry. Live after the fix: 2,052 references, 0 orphans.
The whole text surface, swept
Tool-name references live in more places than See-also clauses. A full sweep of runtime error hints, markdown next-step hints, workflow guides, schema descriptions, and aliases corrected ~40 stale references across 27 files — pre-rename names (gitlab_user_gpg_keys_list → gitlab_list_gpg_keys), wrong dispatchers (gitlab_commit → gitlab_repository), the pipeline guide's gitlab_job_log → gitlab_job_trace, a ghost alias, and two hints that named actions that do not exist (a db-migrations list, a topic merge), both reworded honestly. Polymorphic resource-event hints now name both their issue and MR variants. A permanent guard validates every gitlab_* token in the catalog's text fields against the catalog itself.
Honest wording
- project.archive and group.archive said "(read-only)" — describing the archived object, but reading as a safety claim on a mutating action. Now: "making it read-only in GitLab". (Neither action's actual read-only classification was ever wrong.)
- The typed required_params omission semantics are documented: an entry without type means the schema states no single plain type (admin.feature_set's value, the only case in 851 entries) — read it as "any" and consult gitlab://tools/{id}.
Full detail in #307.

https://github.com/jmrplens/gitlab-mcp-server/releases/tag/v2.7.3

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