Gitlab (vish288) MCP Server
mcp-gitlab
PyPI
v0.9.3
Published by vish288 — no publish provenance, so origin is unverified, but the source is public: the repository link below is self-declared yet readable, so you can inspect the code before adopting it.
MCP server for GitLab API — projects, MRs, pipelines, CI/CD variables, approvals, and more
The grade answers one question — how safe is this server for you to adopt — so it is computed in two auditable stages. Nothing below is an opinion or an LLM's guess; every line is a real term the deterministic engine applied, and the same input always yields the same number.
1. Threat score — 100 − 0 = 100. What the published surface and source actually contain:
The deterministic scan raised no scored threat in the surface it inspected — the threat score stayed at 100. Capability observations and advisory notes are recorded but never lower it.
2. Client adoption risk — 100 − 4 = 96. Three small, subtract-only factors that reflect your risk in adopting it — a clean scan proves less on a powerful, unverified or barely-inspectable package, so the grade says so plainly:
| Points | Adoption-risk factor |
|---|---|
| −3 | capability blast radius (moderate) — client exposure if the model is manipulated |
| −1 | publisher verification (public source) — no provenance, but the source is public and inspectable |
Capability observations and info notes are shown under Findings but never scored.
Open any row's finding below for the file, line and evidence behind a deduction.
Findings 0
Tools 83
Each tool and what it can reach — statically extracted from the published source.
gitlab_create_issuenetwork egressgitlab_add_issue_commentno sensitive capabilitygitlab_add_mr_noteno sensitive capabilitygitlab_approve_mrno sensitive capabilitygitlab_award_emojino sensitive capabilitygitlab_cancel_jobno sensitive capabilitygitlab_cancel_pipelineno sensitive capabilitygitlab_compareno sensitive capabilitygitlab_create_branchno sensitive capabilitygitlab_create_commitno sensitive capability
Show 73 more tools ↓
gitlab_create_group_variableno sensitive capabilitygitlab_create_mrno sensitive capabilitygitlab_create_mr_approval_ruleno sensitive capabilitygitlab_create_mr_discussionno sensitive capabilitygitlab_create_pipelineno sensitive capabilitygitlab_create_projectno sensitive capabilitygitlab_create_project_approval_ruleno sensitive capabilitygitlab_create_releaseno sensitive capabilitygitlab_create_tagno sensitive capabilitygitlab_create_variableno sensitive capabilitygitlab_delete_branchno sensitive capabilitygitlab_delete_group_variableno sensitive capabilitygitlab_delete_mr_approval_ruleno sensitive capabilitygitlab_delete_mr_noteno sensitive capabilitygitlab_delete_projectno sensitive capabilitygitlab_delete_project_approval_ruleno sensitive capabilitygitlab_delete_releaseno sensitive capabilitygitlab_delete_tagno sensitive capabilitygitlab_delete_variableno sensitive capabilitygitlab_get_commitno sensitive capabilitygitlab_get_groupno sensitive capabilitygitlab_get_issueno sensitive capabilitygitlab_get_job_logno sensitive capabilitygitlab_get_mrno sensitive capabilitygitlab_get_mr_approvalsno sensitive capabilitygitlab_get_pipelineno sensitive capabilitygitlab_get_projectno sensitive capabilitygitlab_get_project_approvalsno sensitive capabilitygitlab_get_releaseno sensitive capabilitygitlab_get_tagno sensitive capabilitygitlab_list_branchesno sensitive capabilitygitlab_list_commitsno sensitive capabilitygitlab_list_group_variablesno sensitive capabilitygitlab_list_groupsno sensitive capabilitygitlab_list_issuesno sensitive capabilitygitlab_list_mr_approval_rulesno sensitive capabilitygitlab_list_mr_commitsno sensitive capabilitygitlab_list_mr_discussionsno sensitive capabilitygitlab_list_mr_notesno sensitive capabilitygitlab_list_mr_pipelinesno sensitive capabilitygitlab_list_mrsno sensitive capabilitygitlab_list_pipelinesno sensitive capabilitygitlab_list_project_approval_rulesno sensitive capabilitygitlab_list_releasesno sensitive capabilitygitlab_list_tagsno sensitive capabilitygitlab_list_variablesno sensitive capabilitygitlab_merge_mrno sensitive capabilitygitlab_merge_mr_sequenceno sensitive capabilitygitlab_mr_changesno sensitive capabilitygitlab_play_jobno sensitive capabilitygitlab_rebase_mrno sensitive capabilitygitlab_remove_emojino sensitive capabilitygitlab_reply_to_discussionno sensitive capabilitygitlab_resolve_discussionno sensitive capabilitygitlab_retry_jobno sensitive capabilitygitlab_retry_pipelineno sensitive capabilitygitlab_share_group_with_groupno sensitive capabilitygitlab_share_project_with_groupno sensitive capabilitygitlab_subscribe_mrno sensitive capabilitygitlab_unapprove_mrno sensitive capabilitygitlab_unshare_group_with_groupno sensitive capabilitygitlab_unshare_project_with_groupno sensitive capabilitygitlab_unsubscribe_mrno sensitive capabilitygitlab_update_group_variableno sensitive capabilitygitlab_update_issueno sensitive capabilitygitlab_update_mrno sensitive capabilitygitlab_update_mr_approval_ruleno sensitive capabilitygitlab_update_mr_noteno sensitive capabilitygitlab_update_project_approval_ruleno sensitive capabilitygitlab_update_project_approvalsno sensitive capabilitygitlab_update_project_merge_settingsno sensitive capabilitygitlab_update_releaseno sensitive capabilitygitlab_update_variableno sensitive capability
What this scan could not see
- Tools were statically extracted from the published source (83 recovered), not enumerated from a running server. Tool-poisoning, Unicode-smuggling, capability and toxic-flow analysis ran on this inferred surface, but a mis-parsed registration could be missed or mis-attributed, so tool-derived findings are capped below “confirmed”. To grade the real runtime surface, scan the running server: --command "npx -y <package>".
Versions 2
Scan history per published version. The engine is deterministic — the same version always yields the same score, so a changed score means the package itself changed.
| Version | Score | Findings | Engine | Scanned |
|---|---|---|---|---|
v0.9.3 latest |
A 96/100 | 0 | 1.13.0 | 2026-08-25 |
v0.9.2 |
A 96/100 | 0 | 1.12.1 | 2026-07-27 |
Embed this score
Show this server's live Trust Score in your README, docs or website. The badge is served straight from the registry and updates automatically after every rescan — no API key needed. It links back to this page, so anyone who sees the grade can also read the findings behind it instead of taking a number on faith.
Verify this score yourself
The score above is reproducible: the same package version always yields the same result. Run it locally or over the free API — no account, no LLM, fully deterministic.
npx mcptrustchecker scan mcp-gitlab --online --registry pypiOther implementations of Gitlab 25
Independent packages implementing the same tool, scanned with the same engine. Compare all 26 side by side →
MCP Server for GitLab API - repository management and DevOps automation
GitLab MCP Server with GraphQL discovery
MCP server for GitLab API integration with comprehensive project, issue, merge request, pipeline, and job management capabilities
GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more
基于 Model Context Protocol (MCP) 框架构建的 GitLab 集成服务器，提供与 GitLab 实例的强大集成能力
Works with the GitLab REST API v4 using a personal access token to browse projects, read repository files, and manage issues and merge requests; supports GitLab.com and self-hosted instances.
More in Developer Tools
Hotel booking MCP server — 300K+ properties, real confirmation numbers, loyalty programs. Builders monetize every booking via Stripe Connect. The first MCP server that completes real hotel reservations inside AI conversations.
Manage AdGuard Home through AI assistants
Read-only Azure DevOps for MCP clients using only your existing browser session — no PAT, no Azure CLI. Browse work items, pull requests, comments, attachments and Artifacts feeds across every project, repo and feed you can access.
MCP server for Adobe Experience Manager Assets integration development
Servidor MCP para el tiempo oficial de España (API pública OpenData de AEMET). Predicción, observación y avisos como herramientas MCP tipadas.
A standalone MCP stdio bridge for Affinity by Canva's local MCP SSE server.