Use Case

Supercharge Your Development Pipeline

Supervisor agents that manage code review, testing, deployment, and monitoring — with human gates at every critical step.

Pipeline Agents

An AI Agent for Every Stage of Your Pipeline

Four specialized agents that cover the complete software development lifecycle — from code review through production monitoring.

Code Review Agent

Analyzes diffs, checks for bugs and security issues, posts inline comments

Test Agent

Generates tests, runs suites, analyzes failures, reports coverage

Deploy Agent

Manages staged rollouts, canary releases, health checks, rollbacks

Monitoring Agent

Watches metrics, detects anomalies, correlates logs, alerts on incidents

PR #342 — Add user authentication moduleREVIEW IN PROGRESS
criticalauth/login.ts:47

SQL injection vulnerability: user input is concatenated directly into the query string. Use parameterized queries instead.

warningauth/session.ts:23

Session validation makes a database call on every request. Consider caching active sessions in Redis with a TTL.

infoauth/middleware.ts:12

Missing error handling for token expiration. The catch block silently swallows the error.

Architecture

A Supervisor That Orchestrates Your Entire Pipeline

The supervisor agent coordinates all pipeline agents, manages dependencies between stages, handles failures, and provides a single pane of glass for your deployment process.

Pipeline Supervisor

Coordinates stages, manages failures, reports status

Code ReviewPassed
Run Tests142 passed, 0 failed
Human Gate: Approve DeployAwaiting...
Deploy to StagingPending
Health ChecksPending
Human Gate: Promote to ProdPending
Monitor ProductionPending
If any stage fails, the supervisor can retry, roll back, or escalate — automatically
Human-in-the-Loop

Human Gates at Every Critical Step

AI handles the heavy lifting. Humans make the critical decisions. Every gate preserves full context and reasoning so approvers can act confidently.

PR Approval Gate

Agent completes review and flags issues. Human reviewer makes the final merge decision with full context from the agent's analysis.

Trigger: After code review completes

Deploy Approval Gate

Agent prepares the deployment summary — what changed, what was tested, risk assessment. Human approves or requests changes before rollout.

Trigger: Before production deployment

Incident Escalation Gate

Monitoring agent detects anomaly, correlates logs, and identifies probable root cause. Human decides on the remediation strategy.

Trigger: When severity exceeds threshold

Security Review Gate

Agent flags security vulnerabilities found during code review or dependency scanning. Human security engineer reviews before proceeding.

Trigger: When security issues detected

Integrations

Connects to Your Existing Dev Toolchain

OrchStack plugs into the tools your team already uses. No migration required — agents work alongside your existing CI/CD pipeline.

Source Control

GitHub

PRs, issues, actions, webhooks

GitLab

MRs, pipelines, deployments

Bitbucket

PRs, pipelines, integrations

CI/CD

GitHub Actions

Workflow triggers and status

GitLab CI

Pipeline orchestration

Jenkins

Job management and triggers

Project Management

Jira

Issues, sprints, boards

Linear

Issues, cycles, projects

Asana

Tasks, projects, timelines

Communication

Slack

Notifications, approvals, threads

Microsoft Teams

Alerts and gate approvals

PagerDuty

Incident escalation

Monitoring

Datadog

Metrics, logs, APM traces

Grafana

Dashboards and alerting

Sentry

Error tracking and replay

Infrastructure

AWS

ECS, Lambda, CloudWatch

GCP

Cloud Run, GKE, Logging

Kubernetes

Deployments, pods, configs

Capabilities

Everything You Need for Pipeline Automation

A complete set of AI-powered tools for every stage of the software development lifecycle.

Code Review Agent

Automated PR reviews that go beyond linting. The agent analyzes logic, identifies potential bugs, checks for security vulnerabilities, and suggests improvements with inline comments.

Test Automation

Agents that generate test cases, run test suites, analyze failures, and identify flaky tests. Coverage gaps are flagged and test suggestions are provided for uncovered code paths.

Deploy Orchestration

Coordinate multi-stage deployments across environments. The agent manages canary releases, rollbacks, feature flags, and health checks — with human approval at every gate.

Incident Response

Monitoring agents detect anomalies, correlate logs, identify root causes, and suggest fixes. Severity-based escalation ensures the right people are notified at the right time.

PR Management

Automate PR labeling, assignment, conflict detection, and merge coordination. The agent ensures every PR meets your team's definition of done before it reaches a human reviewer.

Pipeline Analytics

Track cycle time, deployment frequency, change failure rate, and MTTR. Identify bottlenecks in your pipeline and measure the impact of automation on your DORA metrics.

SDLC Automation FAQ

Automate Your Development Pipeline

Ship faster, catch more bugs, and keep humans in control of every critical decision.

Free tier available · No credit card required