GitLab AI Automation BotFrom Issue to PR, Fully Automated

LabMate brings development into 'autopilot' mode: automatically implement requirements, submit and modify PRs, AI Review risks and suggestions. Supports complete private deployment, meeting enterprise security and compliance requirements.

Auto Submit PRAuto Fix CommentsLine-level ReviewSecurity ComplianceEnterprise PermissionsAudit Traceability
Book Demo

Supports On-Prem / VPC / Air-gapped environments · Compatible with self-hosted Runners · Integrates with enterprise SSO

Real-time Automation Demo

Product demo video / GitLab Bot workflow recording

Core Capabilities

Comprehensive automation and intelligence around GitLab development lifecycle, covering key aspects from requirements to delivery.

Fully Automated Issue Execution

Assign Issues to LabMate, automatically pull repository, plan tasks, and submit initial PR.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

PR Iterative Modification

After accepting Review feedback, automatically fix issues, complete tests, and push again.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

AI Code Review

Automated Review of specified MRs, providing issue identification, risk alerts and improvement suggestions.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

Private Deployment

Offline/LAN available, covering compliance, audit, permission control, data stays within internal network.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

Seamless GitLab Integration

Supports Webhook, API, CI/CD, Runner, compatible with existing processes and permission systems.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

Cost and Efficiency Balance

Automation reduces manual iterations, shortens cycles; supports domestic computing power and hybrid deployment to reduce costs.

  • Generate structured task sheets and implementation plans
  • Automatically supplement tests and documentation, standardize commit messages
  • Line-level issue identification, output fix code snippets

How It Works

LabMate deeply integrates with GitLab through Webhook and API, combined with enterprise private models or cloud large models, achieving 'assign and execute' full-process automation.

01 Assign Issue/MR

One-click assignment to LabMate in GitLab.

02 Understand & Plan

Parse context, generate implementation plan, create branch.

03 Implement & Submit

Automatically modify code, submit PR/MR, generate change descriptions.

04 Review & Iterate

Automatically fix based on comments and resubmit until approved.

Compatibility & Extension

Compatible with GitLab permission system and Runner, supports K8s deployment and elastic scaling, supports domestic/overseas computing hybrid, pluggable model backends (OpenAI, Anthropic, vLLM, SGlang, etc.).

GitLabKubernetesOpenAI/Anthropic

Data Sovereignty

All repositories, logs, model interaction data can be fully retained within internal network; supports offline deployment and access control policies, meeting compliance audits.

Fine-grained Permissions

Inherits GitLab permission model, refined to project/branch/environment; supports read-only/write-only/approver role configurations.

Observability & Audit

Built-in operation logs, Token consumption and cost visualization, replay and traceability; supports integration with Prometheus / OpenTelemetry.

Simple and Clear Pricing

Supports enterprise private deployment and large-scale deployment, hybrid billing by seats and computing power/call volume.

Enterprise

Custom

  • Private deployment and support
  • SSO / Audit / Compliance
  • Pluggable models and computing power

Cloud Hosted

Pay-as-you-go

  • Ready to use
  • Free quota and elastic scaling
  • Fine-grained billing based on usage

Frequently Asked Questions

Which GitLab versions are supported?

Supports self-hosted and GitLab.com; API version compatible with 15+, adaptation packages available for older versions if needed.

How to implement private deployment and compliance?

Optional offline deployment, all data retained within internal network; provides access control, operation audit, data retention and compliance report templates.

Does it support domestic computing power and hybrid deployment?

Yes; can work with backends like vLLM/SGlang for PD separation, heterogeneous scheduling, improving utilization and reducing costs.

How to integrate with existing processes?

Seamless integration through Webhook and API, compatible with existing branch protection, approval flows and CI/CD; ready to use out of the box.