MCP server health, State of MCP census
GitLab MCP Server
io.github.jmrplens/gitlab-mcp-server
Go MCP server for GitLab: 2 dynamic tools reach 1000+ REST/GraphQL actions. Free/CE, no paid tier.
- remote_unreachable
Checks
The exact rows akashi check io.github.jmrplens/gitlab-mcp-server prints, from the 2026-08-03 census.
| Check | Status | Detail |
|---|---|---|
| registry status | pass | active |
| server.json valid | pass | validates against its declared JSON Schema |
| repo reachable | warn | probe error: http2: response body closed |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-linux-amd64 not keyless-probeable |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-linux-arm64 not keyless-probeable |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-darwin-amd64 not keyless-probeable |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-darwin-arm64 not keyless-probeable |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-windows-amd64.exe not keyless-probeable |
| package mcpb | skip | https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-windows-arm64.exe not keyless-probeable |
| remote reachable | pass | HTTP 400 via initialize |
| MCP conformance | warn | endpoint up (HTTP 400) but did not accept an initialize over this transport |
| remote reachable | fail | unreachable |
| at least one live entrypoint | pass | 1 alive |
Spec 2026-07-28 readiness
No runtime readiness verdict: this server has no keylessly reachable conformant MCP endpoint (package-only, auth-gated, or down at census time), so its behavior against the 2026-07-28 revision cannot be measured without credentials. Absence of evidence is recorded as absence, never guessed. Ecosystem numbers: the readiness report.
Evidence
Packages
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-linux-amd64 · unprobed
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-linux-arm64 · unprobed
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-darwin-amd64 · unprobed
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-darwin-arm64 · unprobed
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-windows-amd64.exe · unprobed
- mcpb https://github.com/jmrplens/gitlab-mcp-server/releases/download/v2.6.1/gitlab-mcp-server-windows-arm64.exe · unprobed
Remote endpoints
- https://gitlab-mcp-server.fly.dev/
streamable-http · reachable· HTTP 400· unverified
- https://{host}:{port}/
streamable-http · unreachable
server.json
validagainst its declared schema
One of 19804 servers in the 2026-08-03 State of MCP census: 15974 healthy (80.7%), 2792 degraded (14.1%), 851 dead (4.3%), 187 unknown (0.9%).
Verify it yourself
This page is a static read of one dated probe. Run the same check locally, any time, with no key:
$ akashi check io.github.jmrplens/gitlab-mcp-serverInstall Akashi - single Go binary, zero keys, MIT licensed.
Is this your server?
Claiming a server (an auto-refreshing badge and a verified publisher profile) is coming soon. Until then, embed the verified-on-date badge yourself with akashi check io.github.jmrplens/gitlab-mcp-server --badge.
Open data, CC BY 4.0. How this census works - denominator, tiers, and what each check does.