Automatically triage your GitLab issues with AI agents
Swiftask connects your AI agents to GitLab to analyze, label, and assign every new issue instantly. Free your developers from administrative tasks.
Result:
Reduce time-to-first-response and keep your backlog organized without human intervention.
AI Agents
gitlab
Connector gitlab · Secure OAuth 2.0
Manual GitLab issue triage slows down your velocity
Every day, your team receives dozens of GitLab issues. Between bugs, feature requests, and support questions, manual triage becomes a major bottleneck that occupies your tech leads instead of letting them focus on development.
Main negative impacts:
Technical debt buildup
Slow triage means critical bugs remain unaddressed for hours, increasing regression risks.
Wasted time for tech leads
Spending time reading, classifying, and reassigning tickets is a low-value task that frustrates your best engineers.
Disorganized backlog
Without rigorous classification, your backlog becomes unreadable, making sprint planning complex and inefficient.
Swiftask deploys an AI agent that analyzes every new GitLab issue in real-time. It automatically applies the right labels, sets priority, and assigns the ticket to the right person, ensuring a smooth and responsive workflow.
BEFORE / AFTER
What changes with Swiftask
Without Swiftask
A user creates an issue. The ticket stays 'untriaged'. A tech lead must log in, read the content, decide the priority, apply labels (bug, frontend, etc.), and assign it manually. This process takes time and is prone to forgetting.
With Swiftask + GitLab
As soon as the ticket is opened, the AI agent analyzes the content, detects the problem type, adds appropriate labels, adjusts priority, and notifies the responsible developer. The ticket is ready to be handled immediately.
Set up your GitLab triage agent in 4 steps
1
STEP 1 : Create your Swiftask agent
Create a dedicated triage agent. Give it clear instructions on your label conventions and assignment rules.
2
STEP 2 : Connect your GitLab project
Connect Swiftask to your GitLab instance via a secure API key. Select the projects to monitor.
3
STEP 3 : Define classification rules
Teach the agent to recognize patterns: keywords, request types, or urgency, to automate actions.
4
STEP 4 : Activate automated triage
The agent now handles every new issue upon creation. You can adjust its rules at any time.
Advanced issue features
The agent analyzes the title, description, provided logs, and project context to make precise decisions.
- Target connector: The agent performs the right actions in gitlab based on event context.
- Automated actions: Automatic label addition (bug, feature, refactor). Automatic assignment to team members based on expertise. Automatic priority setting (P0 to P3). Automatic closing of duplicate or incomplete issues.
- Native governance: All AI actions are logged in the GitLab issue comment history for full transparency.
Each action is contextualized and executed automatically at the right time.
Each Swiftask agent uses a dedicated identity (e.g. agent-gitlab@swiftask.ai ). You keep full visibility on every action and every sent message.
Key takeaway: The agent automates repetitive decisions and leaves high-value actions to your teams.
Benefits for your Engineering team
Drastic reduction in response time
Tickets are triaged in seconds, allowing immediate attention.
Focus on development
Your developers no longer waste time managing backlog administration.
Standardized triage
The AI applies rules consistently 100% of the time, eliminating human error.
Increased visibility
A clean backlog allows better visibility into project health and workload.
Scalability
Whether you have 10 or 1000 issues per month, your triage process remains consistent and high-performing.
Security and compliance
Swiftask applies enterprise-grade security standards for your gitlab automations.
- Restricted API access: Swiftask uses tokens with permissions limited to the necessary projects.
- Data privacy: Your issues are processed with strict security protocols, GDPR compliant.
- Full control: You can disable the agent or modify its rules instantly from Swiftask.
- Full audit trail: Every assignment or labeling action is logged for full traceability.
To learn more about compliance, visit the Swiftask governance page for detailed security architecture information.
RESULTS
Measurable impact on your velocity
| Metric | Before | After |
|---|---|---|
| Average triage time | Several hours per week | Immediate (seconds) |
| Dev admin tasks | High | Near zero |
| Critical bug reactivity | Depends on human availability | Instant 24/7 |
| Backlog quality | Variable and cluttered | Structured and consistent |
Take action with gitlab
Reduce time-to-first-response and keep your backlog organized without human intervention.