提交

Gitlab Mcp Server

@jmrplens

GitLab MCP Server in Go for AI assistants: stdio/HTTP/OAuth access to GitLab REST/GraphQL, 1006 self-managed or 1011 GitLab.com+Orbit operations, 32/47/48 meta-tools, 3-tool dynamic low-token search/describe/execute mode, 46 resources and 38 prompts.
概览

GitLab MCP Server

GitHub Release License: MIT Go Report Card Go Reference Glama MCP Score GitLab Mirror

Quality Gate Coverage Platform

A Model Context Protocol (MCP) server that exposes the entire GitLab API as MCP tools, resources, and prompts for AI assistants. Single static binary — zero dependencies.

Security first: Continuously monitored on SonarCloud with quality gates, coverage, and security scanning. Supports read-only mode, safe mode (dry-run preview), and self-hosted GitLab with TLS verification.

Repository mirror: GitHub is the canonical repository. A read-only mirror of the code and releases is available on GitLab.com for discoverability; please open code contributions on GitHub.

Token Footprint

Measured with go run ./cmd/audit_tokens/ against the current catalog. Totals estimate startup context visible to an MCP client: tool schemas plus shared resources and prompts, using a 200K-token context window as a reference.

Default configuration: with TOOL_SURFACE unset, META_TOOLS unset or true, and GITLAB_ENTERPRISE unset or false, the server uses base meta-tools. That means 33 visible tools, 855 reachable actions, and no Enterprise/Premium-only catalog.

Mode / configurationVisible toolsReachable actionsTool tokensShared tokensTotal tokens
Individual tools (Enterprise/Premium catalog)10061006532,77417,622550,396
Meta-tools (base catalog + MCP helpers, default)3385557,01818,19875,216
Meta-tools (Enterprise/Premium catalog + MCP helpers)48101071,83718,19890,035
Dynamic-3 (TOOL_SURFACE=dynamic or dynamic-3)3855 / 10102,02918,19820,227
Dynamic-3 + minimal capabilities (CAPABILITY_SURFACE=minimal)3855 / 10102,0291842,213

Reachable actions include the five standalone utility actions (gitlab_discover_project plus four interactive creation flows). They are visible standalone tools in meta mode and folded into the dynamic catalog, which is why the catalog-only route count is 850 / 1005 while the comparable reachable-action count is 855 / 1010. dynamic and dynamic-3 expose the same current three-tool search/describe/execute surface. The experimental dynamic-2 comparison surface uses two visible tools and measures about 19,521 tokens with full capabilities or 1,507 tokens with CAPABILITY_SURFACE=minimal.

Highlights

  • 1006 MCP tools on self-managed Enterprise/Premium, or 1011 on GitLab.com Enterprise/Premium with experimental Orbit Knowledge Graph support — broad GitLab REST API v4 + GraphQL coverage across 163 domain sub-packages: projects, branches, tags, releases, merge requests, issues, pipelines, jobs, groups, users, wikis, environments, deployments, packages, container registry, runners, feature flags, CI/CD variables, templates, admin settings, access tokens, deploy keys, Orbit, and more
  • 32 meta-tools (47 on self-managed Enterprise/Premium, 48 on GitLab.com Enterprise/Premium) — domain-grouped dispatchers that reduce token overhead for LLMs (optional, enabled by default). A low-token dynamic mode can expose only gitlab_search_tools, gitlab_describe_tools, and gitlab_execute_tool while keeping the same canonical GitLab action catalog
  • AI model tool-use evaluation — automated schema-only and Docker-backed runs against a populated GitLab CE instance measure tool/action selection, parameter shaping, recovery from GitLab errors, and destructive-action safety across Anthropic, Google, OpenAI, and Qwen. The current reviewed result is published in the managed evaluation block below; see AI Model Evaluation Results
  • 11 sampling actions — LLM-assisted code review, issue analysis, pipeline failure diagnosis, security review, release notes, milestone reports, and more via gitlab_analyze meta-tool (MCP sampling capability)
  • 4 elicitation tools — interactive creation wizards (issue, MR, release, project) with step-by-step user prompts
  • 46 MCP resources — read-only data: user, groups, group members, group projects, projects, issues, pipelines, members, labels, milestones, branches, MRs, releases, tags, commits, file blobs, wiki pages, MR notes, MR discussions, meta-tool JSON Schemas, single-entity templates (issue, MR, branch, tag, release, label, milestone, commit, wiki page, deployment, environment, job, board, snippet, deploy key, feature flag, group label, group milestone), workspace roots, and 5 workflow best-practice guides
  • 38 MCP prompts — AI-optimized: code review, pipeline status, risk assessment, release notes, standup, workload, user stats, team management, cross-project dashboards, analytics, milestones, audit
  • 6 MCP capabilities — logging, completions, roots, progress, sampling, elicitation
  • 50 tool icons — base64-encoded SVG icons (Sizes: ["any"]) on all tools, resources, and prompts for visual identification in MCP clients
  • Pagination on all list endpoints with metadata (total items, pages, next/prev)
  • Transports: stdio (default for desktop AI) and HTTP (Streamable HTTP for remote clients)
  • Cross-platform: Windows, Linux & macOS, amd64 & arm64
  • Self-hosted GitLab with self-signed TLS certificate support

Example Prompts

Once connected, just talk to your AI assistant in natural language:

"List my GitLab projects" "Show me open merge requests in my-app" "Create a merge request from feature-login to main" "Review merge request !15 — is it safe to merge?" "List open issues assigned to me" "What's the pipeline status for project 42?" "Why did the last pipeline fail?" "Generate release notes from v1.0 to v2.0"

The server handles the translation from natural language to GitLab API calls. You do not need to know project IDs, API endpoints, or JSON syntax — the AI assistant figures that out for you. See Usage Examples for more scenarios.

Quick Start

1. Get the server

Download the latest binary for your platform from GitHub Releases and make it executable:

chmod +x gitlab-mcp-server-*  # Linux/macOS only

Or pull the published container image:

docker pull ghcr.io/jmrplens/gitlab-mcp-server:latest

2. Configure GitLab access

Recommended: Run the built-in setup wizard — it configures your GitLab connection and MCP client in one step:

./gitlab-mcp-server --setup

Tip: The wizard supports Web UI, Terminal UI, and plain CLI modes. On Windows, double-click the .exe to launch the wizard automatically.

Manual setup only needs a GitLab Personal Access Token with api scope:

GITLAB_TOKEN=glpat-xxxxxxxxxxxxxxxxxxxx

GITLAB_URL defaults to https://gitlab.com; add it only when you connect to a self-managed GitLab instance.

GITLAB_URL=https://gitlab.example.com

3. Connect your MCP client

Most desktop clients use stdio: the client starts one local MCP server process and talks to it over stdin/stdout. Choose one of these runtime patterns.

Native binary (stdio)

VS Code and Cursor-style MCP configuration:

Add to .vscode/mcp.json in your workspace:

{
  "servers": {
    "gitlab": {
      "type": "stdio",
      "command": "/path/to/gitlab-mcp-server",
      "env": {
        "GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx"
      }
    }
  }
}

Claude Desktop uses the same server command under mcpServers:

{
  "mcpServers": {
    "gitlab": {
      "command": "/path/to/gitlab-mcp-server",
      "env": {
        "GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx"
      }
    }
  }
}

For client-specific paths, secure token prompts, HTTP OAuth, and extra IDEs, see IDE Configuration.

Docker launched by an IDE (stdio)

If an IDE starts Docker as the MCP server process, keep docker run -i and pass --http=false after the image name. Do not publish port 8080 in this mode.

{
  "servers": {
    "gitlab": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "GITLAB_TOKEN",
        "-e",
        "GITLAB_URL",
        "-e",
        "GITLAB_SKIP_TLS_VERIFY",
        "ghcr.io/jmrplens/gitlab-mcp-server:latest",
        "--http=false"
      ],
      "env": {
        "GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx",
        "GITLAB_URL": "https://gitlab.com",
        "GITLAB_SKIP_TLS_VERIFY": "false"
      }
    }
  }
}

Docker or binary as an HTTP MCP server

Use HTTP mode for shared, remote, or multi-user deployments. The Docker image starts in HTTP mode by default, but the flags are shown explicitly here for clarity. These examples publish the container port on host loopback only; --http-addr=0.0.0.0:8080 binds inside the container.

# Fixed GitLab instance for all clients
docker run -d --name gitlab-mcp-server -p 127.0.0.1:8080:8080 \
  ghcr.io/jmrplens/gitlab-mcp-server:latest \
  --http \
  --http-addr=0.0.0.0:8080 \
  --gitlab-url=https://gitlab.com

# Multi-instance mode: clients send GITLAB-URL per request
docker run -d --name gitlab-mcp-server -p 127.0.0.1:8080:8080 \
  ghcr.io/jmrplens/gitlab-mcp-server:latest \
  --http \
  --http-addr=0.0.0.0:8080

HTTP clients authenticate each request with PRIVATE-TOKEN or Authorization: Bearer:

{
  "servers": {
    "gitlab": {
      "type": "http",
      "url": "http://localhost:8080/mcp",
      "headers": {
        "PRIVATE-TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx"
      }
    }
  }
}

In multi-instance mode, clients must also send GITLAB-URL. See HTTP Server Mode for OAuth, reverse proxy, rate limit, and server-pool details.

4. Verify

Open your AI client and try:

"List my GitLab projects"

See the Getting Started guide for detailed setup instructions.

Tool Modes

Three registration modes, controlled by META_TOOLS or TOOL_SURFACE:

ModeToolsDescription
Meta-Tools (default)32 base / 47 self-managed enterprise / 48 GitLab.com EnterpriseDomain-grouped dispatchers with action parameter. Lower token usage.
Dynamic Toolset3 visible toolsLow-token search/describe/execute surface over the canonical action catalog. Enable with TOOL_SURFACE=dynamic or META_TOOLS=dynamic. dynamic-3 is the explicit current candidate and dynamic-2 remains the parked find/execute comparison surface.
Individual863 CE / 1006 self-managed enterprise / 1011 GitLab.com EnterpriseEvery GitLab operation as a separate MCP tool.

For dynamic experiments where resources and prompts dominate initial context, set CAPABILITY_SURFACE=minimal (stdio) or --capability-surface=minimal (HTTP) to keep only gitlab://workspace/roots and omit optional MCP resources and prompts. The default remains full.

Meta-tools remain the default today. Dynamic mode is the current low-token candidate for a future default; see Dynamic Toolset for the fuzzy search ranking model, MCP response shapes, search/describe/execute workflow, diagrams, and migration guidance.

Meta-tool summary:

Meta-ToolActionsDescription
gitlab_access48Manage GitLab access credentials: access tokens (project/group/personal), deploy tokens, deploy keys, access requests, and invitations.
gitlab_admin88GitLab self-managed instance administration: settings, license, broadcast messages, system hooks, Sidekiq monitoring, plan limits, OAuth applications, secure files, Terraform states, cluster agents, dependency proxy cache, plus bulk imports (GitLab→GitLab migrations) and external imports (GitHub/Bitbucket).
gitlab_analyze11LLM-assisted analysis of GitLab data via MCP sampling.
gitlab_branch11Manage Git branches and branch protections in a project, plus aggregated branch rules (GraphQL).
gitlab_ci_catalog2Discover and inspect CI/CD Catalog resources (reusable pipeline components and templates published by groups for import into .gitlab-ci.yml).
gitlab_ci_variable15Manage GitLab CI/CD variables at instance, group, and project scope.
gitlab_custom_emoji3Manage group-level custom emoji via GraphQL.
gitlab_discover_projectResolve a full git remote URL to a GitLab project and return its project_id and metadata.
gitlab_environment23Manage GitLab deployment environments, protected environments, freeze (deploy block) periods, and the deployment record audit trail.
gitlab_feature_flags10Manage project feature flags and feature-flag user lists for gradual rollouts.
gitlab_group130Manage GitLab groups: CRUD, subgroups, members, labels, milestones, webhooks, badges, boards, uploads, and import/export.
gitlab_interactive_issue_createCreate a GitLab issue through step-by-step prompts, with explicit confirmation before calling the GitLab API.
gitlab_interactive_mr_createCreate a GitLab merge request through step-by-step prompts, with explicit confirmation before calling the GitLab API.
gitlab_interactive_project_createCreate a GitLab project through step-by-step prompts, with explicit confirmation before calling the GitLab API.
gitlab_interactive_release_createCreate a GitLab release through step-by-step prompts, with explicit confirmation before calling the GitLab API.
gitlab_issue63Manage GitLab issues: CRUD, notes, discussions, links, time tracking, work items, award emoji, statistics, and resource events.
gitlab_job25Manage GitLab CI/CD jobs and the CI/CD job token scope: lifecycle, manual play, log/artifact retrieval, and inbound trust boundaries.
gitlab_merge_request58Manage GitLab merge request lifecycle plus approval rules and settings, time tracking, subscriptions, context commits, MR dependencies (blocking MRs), todos, related issues, award emoji, and resource events.
gitlab_model_registry1Download ML model package files from the GitLab Model Registry.
gitlab_mr_review23Review and comment on GitLab merge requests: notes, threaded discussions (inline + general), code diffs, draft notes (batch review), diff versions, and the per-version diff payload.
gitlab_package24Manage GitLab package registry, container registry, and protection rules.
gitlab_pipeline33Manage GitLab CI/CD pipelines plus trigger tokens, resource groups (mutual-exclusion locks), JUnit test reports, and pipeline schedules.
gitlab_project122Manage GitLab projects end-to-end: lifecycle (create/fork/transfer/archive/delete), visibility & access (members, share, approval rules, integrations, webhooks), and advanced features (mirrors, Pages, badges, boards, labels, milestones, uploads, avatars, import/export, housekeeping).
gitlab_release12Manage GitLab releases and their asset links (binaries, packages, runbooks).
gitlab_repository41Browse and manage GitLab repository content: file tree, read/write/delete files, commits, diffs, cherry-pick, revert, blame, compare branches, contributors, archives, changelogs, submodules, render markdown, and commit discussions.
gitlab_runner34Manage GitLab CI/CD runners (instance, group, project) and runner controllers (admin, experimental): CRUD, registration tokens, and job assignments.
gitlab_search10Search GitLab by scope (instance / group / project) for code, MRs, issues, commits, milestones, notes, projects, snippets, users, or wiki pages.
gitlab_snippet34Manage GitLab snippets (personal, project-scoped, and explore feed): CRUD snippet metadata and content, threaded discussions, notes (project snippets only), and award emoji on snippets and snippet notes.
gitlab_tag9Manage Git tags and tag protections in a project, plus GPG signature inspection.
gitlab_template12Browse GitLab built-in templates (gitignore, CI/CD YAML, Dockerfile, license, project scaffolding) and lint CI configuration.
gitlab_user74User management for GitLab: full user account CRUD plus SSH/GPG keys, emails, personal access tokens (PATs), impersonation tokens, user status, todos, contribution events, notification settings, namespaces, and avatars.
gitlab_wiki6CRUD project wiki pages and upload attachments to wikis.
gitlab_attestation 🏢2List and download build attestations (SLSA provenance) for project artifacts.
gitlab_audit_event 🏢6List and get GitLab audit events at instance, group, and project levels for compliance tracking.
gitlab_compliance_policy 🏢2Get and update admin compliance policy settings (CSP namespace configuration).
gitlab_dependency 🏢4List project dependencies and create/download SBOM exports (CycloneDX).
gitlab_dora_metrics 🏢2Get DORA metrics: deployment frequency, lead time, MTTR, change failure rate.
gitlab_enterprise_user 🏢4Manage enterprise users for a GitLab group: list, get, disable 2FA, delete.
gitlab_external_status_check 🏢8Manage external status checks for MRs and projects.
gitlab_geo 🏢8Manage Geo replication sites: CRUD, repair OAuth, and check replication status (admin, Premium/Ultimate).
gitlab_group_scim 🏢4Manage SCIM identities for GitLab group provisioning.
gitlab_member_role 🏢6Manage custom member roles at instance or group level.
gitlab_merge_train 🏢4Manage GitLab merge trains (automated merge queues).
gitlab_orbit 🏢5Experimental GitLab.com-only Orbit Knowledge Graph operations.
gitlab_project_alias 🏢4CRUD project aliases: short names that redirect to projects (admin, Premium/Ultimate).
gitlab_security_finding 🏢1List pipeline security report findings via GraphQL (Premium/Ultimate).
gitlab_storage_move 🏢18Manage repository storage moves for projects, groups, and snippets (admin only).
gitlab_vulnerability 🏢8List, triage, and summarize project vulnerabilities (Premium/Ultimate, GraphQL).

32 base / 47 self-managed enterprise / 48 GitLab.com Enterprise meta-tools. Rows marked 🏢 require the Enterprise/Premium catalog; gitlab_orbit additionally requires GitLab.com. See Meta-Tools Reference for the complete list with actions and examples.

Compatibility

MCP CapabilitySupport
ToolsUp to 1011 individual / 32–48 meta
Resources46 (static + templates)
Prompts38 templates
CompletionsProject, user, group, branch, tag
LoggingStructured (text/JSON) + MCP notifications
ProgressTool execution progress reporting
Sampling11 LLM-powered analysis actions via gitlab_analyze
Elicitation4 interactive creation wizards
RootsWorkspace root tracking

Tested with: VS Code + GitHub Copilot, Claude Desktop, Claude Code, Cursor, Windsurf, JetBrains IDEs, Zed, Kiro, Cline, Roo Code.

See the full Compatibility Matrix for detailed client support.

AI Model Tool-Use Evaluation

The project includes an automated evaluator for model-facing MCP quality. It can run schema-only checks against the tool catalog or execute validated model tool calls through MCP against a Docker GitLab CE instance populated with fixtures. The evaluator measures whether each model chooses the correct meta-tool and action, sends valid parameters, recovers from actionable GitLab errors, and respects destructive-action safeguards.

Current published result: 2026-05-05 Full Docker Economy Run.

ProviderModelCompatibilityTool accuracyRecoveryDocker live status
Anthropicclaude-haiku-4-5-20251001OK100.0%No repairs100.0% final across 240 ops
Googlegemini-3.1-flash-lite-previewOK100.0%100.0% (1/1)100.0% final across 240 ops
OpenAIgpt-5.4-nanoOK100.0%50.0% (2/4)100.0% final across 240 ops
Qwenqwen3.6-flashOK100.0%No repairs100.0% final across 84 ops

The published model-evaluation set covers 419 task attempts and 804 expected MCP operations. Across the selected reports, models emitted 809 tool calls over 809 model requests, with 100.0% aggregate final success. See AI Model Evaluation Results for the detailed current matrix.

No Dynamic 2-tool evaluation summary has been published yet.

Current published result: Dynamic 3-tool all-provider Docker run 2026-05-09.

ProviderModelCompatibilityTool accuracyRecoveryDocker live status
Anthropicclaude-haiku-4-5-20251001OK100.0%44.4% (4/9)100.0% final across 256 ops
Googlegemini-3.1-flash-lite-previewOK100.0%8.3% (1/12)100.0% final across 256 ops
OpenAIgpt-5.4-nanoOK100.0%44.4% (12/27)100.0% final across 256 ops
Qwenqwen3.6-flashOK100.0%25.0% (1/4)100.0% final across 256 ops

The published model-evaluation set covers 512 task attempts and 1024 expected MCP operations. Across the selected reports, models emitted 1397 tool calls over 1397 model requests, with 100.0% aggregate final success. See AI Model Evaluation Results for the detailed current matrix.

Documentation

Full documentation is available at jmrplens.github.io/gitlab-mcp-server.

DocumentDescription
Getting StartedDownload, setup wizard, per-client configuration
IDE ConfigurationPer-client stdio, HTTP legacy, and HTTP OAuth examples
ConfigurationEnvironment variables, transport modes, TLS
HTTP Server ModeShared HTTP deployments, authentication, server pool isolation
Tools ReferenceAll individual tools with input/output schemas, including GitLab.com-only Orbit
Meta-Tools32/47/48 domain meta-tools with action dispatching
Dynamic Toolset3-tool low-token mode with canonical action catalog, safety model, and examples
ResourcesAll 46 resources with URI templates
PromptsAll 38 prompts with arguments and output format
Auto-UpdateSelf-update mechanism, modes, and release format
TestingUnit, E2E, schema model evaluation, Docker model evaluation, and curated model results
SecuritySecurity model, token scopes, input validation
ArchitectureSystem architecture, component design, data flow
Development GuideBuilding, testing, CI/CD, contributing

Tech Stack

ComponentTechnology
LanguageGo 1.26+
MCP SDKgithub.com/modelcontextprotocol/go-sdk v1.6.0
GitLab Clientgitlab.com/gitlab-org/api/client-go/v2 v2.24.1
Transportstdio (default), HTTP (Streamable HTTP)

Building from Source

git clone https://github.com/jmrplens/gitlab-mcp-server.git
cd gitlab-mcp-server
make build

See the Development Guide for cross-compilation and contributing guidelines.

Container Image

The published image is ghcr.io/jmrplens/gitlab-mcp-server:latest. Runtime examples live in Quick Start next to MCP client configuration, and Docker Compose/source-build details live in the Development Guide.

FAQ

Does it work with self-hosted GitLab?

Yes. Set GITLAB_URL to your instance URL. When GITLAB_URL is omitted, stdio mode uses https://gitlab.com. Self-signed TLS certificates are supported via GITLAB_SKIP_TLS_VERIFY=true.

Is my data safe?

The server runs locally on your machine (stdio mode) or on your own infrastructure (HTTP mode). No data is sent to third parties — all API calls go directly to your GitLab instance. See SECURITY.md for details.

Can I use it in read-only mode?

Yes. Set GITLAB_READ_ONLY=true to disable all mutating tools (create, update, delete). Only read operations will be available.

Alternatively, set GITLAB_SAFE_MODE=true for a dry-run mode: mutating tools remain visible but return a structured JSON preview instead of executing. Useful for auditing, training, or reviewing what an AI assistant would do.

What GitLab editions are supported?

Both Community Edition (CE) and Enterprise Edition (EE). Set GITLAB_ENTERPRISE=true in stdio mode to enable additional tools for Premium/Ultimate features (DORA metrics, vulnerabilities, compliance, etc.). In HTTP mode, --enterprise can force the Enterprise/Premium catalog, otherwise CE/EE is detected per token+URL pool entry when GitLab reports edition.

How does it handle rate limiting?

The server includes retry logic with backoff for GitLab API rate limits. Errors are classified as transient (retryable) or permanent, with actionable hints in error messages.

Which AI clients are supported?

Any MCP-compatible client: VS Code + GitHub Copilot, Claude Desktop, Cursor, Claude Code, Windsurf, JetBrains IDEs, Zed, Kiro, and others. The built-in setup wizard can auto-configure most clients.

Contributing

See CONTRIBUTING.md for development guidelines, branch naming, commit conventions, and pull request process.

Security

See SECURITY.md for the security policy and vulnerability reporting.

Code of Conduct

See CODE_OF_CONDUCT.md. This project follows the Contributor Covenant v2.1.

Unnecessary Statistics

Numbers nobody asked for, but here they are anyway.

File counts

CategoryFilesLines
Source (.go, non-test)655138,992
Unit tests (_test.go)418223,956
End-to-end tests11124,022
Total1,184386,970

Functions

CategoryCount
Source functions4,199
— exported (public)2,265
— unexported (private)1,934
Unit test functions (TestXxx)9,264
Subtests (t.Run(...))2,012
End-to-end test functions248

Ratios worth noting

ObservationValue
Test lines vs source lines1.61× more tests than code
Average source file length~212 lines
Average test file length~535 lines
Comment lines in source10,642 (~7.7% of source)
Test functions per source function2.2×

Code patterns

PatternCount
if err != nil checks5,896
defer statements732
struct types defined2,062
//nolint suppressions54
TODO / FIXME / HACK comments1

Project

MetricValue
Go packages198
Direct dependencies (go.mod)11
Indirect dependencies47
Git commits122
Unique contributors2

Hall of fame

RecordFile
Longest source filecmd/eval_meta_tools/main.go — 7,136 lines
Longest test fileinternal/tools/projects/projects_test.go — 6,428 lines

Because why not

FactValue
Source code printed at 55 lines/page~2,527 pages of A4
Source lines mentioning "gitlab"11,136 (impossible to avoid)
Longest function name in sourceensureLiveCommitDiscussionNoteDeleteTarget (42 chars)
Longest test function nameTestRequiredMissingAndUnknownParamNames_SchemaValidation_ReturnsSortedMissingAndUnknown (87 chars)
© 2025 MCP.so. All rights reserved.

Build with ShipAny.