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GitLab MCP Server 2.7.1 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 2.7.1

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

Conformance and discoverability release:everything the server answers, advertises, and refuses is now aligned with the ratified MCP **2026-07-28** specification — cross-reviewed both ways with the sibling [libgen-mcp](https://github.com/jmrplens/libgen-mcp) server.

## Server Card discoverability (#303)

• The card at `/.well-known/mcp/server-card.json` now carries the **negotiated `capabilities`** (live from the same handshake `serverInfo` comes from) and a machine-readable **`subscriptions` block**:per-method availability (`subscriptions/listen`, and `resources/subscribe` with `available: false` plus a `requires` note on stateless HTTP) and the full `subscribable_uri_templates` list — a directory can learn all of it without connecting.
• Every subscribable resource template also declares itself in-band:a marker sentence in its description and the vendor-namespaced `_meta` key `io.github.jmrplens/subscribable: true` (the spec's sanctioned per-object extension point).
• Cross-origin reads work end to end:`Access-Control-Allow-Origin` on GET, an OPTIONS preflight that echoes `Access-Control-Request-Headers`, and `Access-Control-Max-Age` so scanners preflight once an hour, not once a fetch.

## Full-surface conformance round (#303)

• **No deprecated capability advertised**:every server this repository constructs pins `capabilities` explicitly, so the SEP-2577-deprecated `logging` capability never appears in a handshake, the card, or generated manifests.
• **Capability/method consistency** (`internal/capguard`):`logging/setLevel` answers `-32601` on every surface, and on `CAPABILITY_SURFACE=minimal` so do `prompts/list`/`prompts/get` — no more successful empty answers for features the handshake never declared.
• **OAuth HTTP mode hardened**:`--public-url` is now required and validated (RFC 9728 resource identifier, metadata served at the path-inserted well-known location), only `Authorization: Bearer` is accepted (`PRIVATE-TOKEN` is rejected with 401 in this mode), and token **scopes are introspected** (`/personal_access_tokens/self`, `/oauth/token/info`) instead of assumed.
• **Stateless HTTP fixed for long streams**:the server-initiated keepalive ping is off on stateless transport (the spec forbids it there, and the SDK kills the stream on the first failed ping), and SSE responses carry `X-Accel-Buffering: no` so proxies deliver progress as it happens.
• **Strict elicitation schemas**:integer selections are offered as string enums (the elicitation subset defines enums for strings only) with lenient parsing kept for numeric answers, and the legacy `elicitationId` is only sent to pre-2026-07-28 clients.

## Deliberate error codes (#304)

Every refused stateful `resources/subscribe` now reaches the wire as a proper JSON-RPC error instead of the accidental `code:0`: `-32602` for a non-subscribable URI or an unreadable resource, `-32000` (transient, retry) for rate limiting, a full watcher cap, or shutdown, `-32603` for a transient GitLab failure, and `-32600` for the legacy method on stateless HTTP. Messages keep the upstream detail verbatim; the code table lives in the [subscriptions reference](https://jmrp.io/docs/gitlab-mcp-server/reference/capabilities/subscriptions/).

## Fixes

• `gitlab_instance_variable_*` descriptions no longer claim the value is "redacted when masked":GitLab's API returns raw values to admins (masking redacts CI job logs), and the payload mirrors the API — the markdown view is what masks.
• `mcpb/manifest.json` moved to manifest format **0.4** and its `$schema` points at a URL that exists again (the upstream schemas moved out of `dist/`).
• `make publish-lobehub` uses the LobeHub CLI's `update` verb for the existing listing (#302).

Full spec receipts, the vendor-surface inventory, and the cross-review record are in [#303](https://github.com/jmrplens/gitlab-mcp-server/pull/303) and [#304](https://github.com/jmrplens/gitlab-mcp-server/pull/304).

https://github.com/jmrplens/gitlab-mcp-server/releases/tag/v2.7.1

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