---
title: "CI/CD Automation Agents"
description: "Agents that fix pipelines, rerun flaky tests, manage release gates, and handle rollout steps across delivery."
url: https://www.callstack.com/services/ci-cd-automation-agents
updated: 2026-11-09T15:59:00.195Z
---

# CI/CD Automation Agents

Agents that fix pipelines, rerun flaky tests, manage release gates, and handle rollout steps across delivery.

_[Agentic Delivery](/agentic-delivery) › [Custom Agents](/capabilities/custom-agents)_

**Pipelines that fix themselves**

Every red build waits for a human. We deploy agents across your delivery workflow that diagnose pipeline failures, rerun what is flaky, fix what is broken, and keep releases moving without babysitters.

## Custom Agents

- 3x Delivery acceleration · 80% Effort executed by agents
- Industry runs on our tooling · 50M+ OSS downloads / month
- 3.7× Lower task cost vs Opus 5.5
- Built on Agent Device. · T3 · Shopify · Tester Army · Agent Device
- React Foundation Founding Member · 300+ commits to React Native · Contributing since 2016
- 100+ Enterprise projects delivered
- ISO 27001 certified

## What you get: Delivery that runs unattended.

- **Failure diagnosis** Failed builds triaged automatically: root cause identified, not just a red X.
- **Self-healing fixes** Common breakage - caches, signing, environment drift - repaired by agents with an audit trail.
- **Flake management** Flaky tests detected, quarantined, and reported instead of blocking merges.
- **Release gate automation** Checks, approvals, and evidence collected automatically at each stage.
- **Rollout orchestration** Staged rollouts advanced or halted on health signals.
- **Escalation rules** Humans paged only when judgment is needed, with full context attached.

## Scope → Build → Scale: Build agents into repeatable workflows.

### Scope (1 WEEK)
We select a product workflow, define where agents act, and agree the controls and success measures.
- Workflow and owners defined
- Baseline and controls agreed
- Token budgets confirmed
### Build (1-12 MONTHS)
We connect context, agents, and verification to your tools, then run the workflow on your product backlog.
- Running on your product backlog
- Speed and quality measured
- Business impact validated
### Scale (AS NEEDED)
We document the workflow, transfer ownership, and extend it across teams and products based on results.
- Your team owns the workflow
- Expand based on results
- Full knowledge handover

## What shipping at AI speed looks like.

- [Building an Agentic SDLC for a Web Launch in Under One Month](/case-studies/building-an-agentic-sdlc-for-a-web-launch-in-under-one-month): 3x estimated delivery acceleration

**Keep delivery moving without babysitters.** Agents watch, fix, and escalate across the pipeline, so engineers stay on product work. [Build custom agents](/contact)

> Their engineers proved to be a crucial part of our mobile app relaunch project.
>
> — Brian Aznar, Engineering Director, Major League Soccer

We’ll connect you with the right expert within 24 hours.

## Let’s find the right path for your product.

**Which CI systems do you support?**

GitHub Actions, GitLab CI, Jenkins, Bitrise, CircleCI, and self-hosted stacks. The agents operate through APIs and runners, not by replacing your CI.
**Can agents merge or deploy on their own?**

Only within the permissions you define. Typical setups allow autonomous retries and infrastructure fixes, with human approval on merges and production rollouts.
**What if an agent applies a wrong fix?**

Every action is logged, reversible, and PR-based where code changes. Wrong fixes surface immediately in validation - the same gate human fixes go through.
**Does this work with on-prem CI?**

Yes. Agents run inside your network against self-hosted CI, which pairs naturally with our self-hosted infrastructure work.
**What improves, measurably?**

Mean time to green, queue time, and engineer interruptions per week. We baseline before rollout, so the delta is visible.
**How long does setup take?**

First agents land on your noisiest failure classes within weeks, then coverage expands based on what the diagnosis data shows.

## Open source

- [Agent Device](https://agent-device.dev/): CLI to control iOS and Android devices for AI agents
- [Agent React DevTools](https://github.com/callstackincubator/agent-react-devtools): Gives AI agents access to React DevTools
- [Agent Skills](https://github.com/callstackincubator/agent-skills): Callstack’s best practices on React Native performance optimization, upgrading, CI workflows, and brownfield migrations
- [React Native AI](https://github.com/callstackincubator/ai): On-device LLM execution in React Native with Vercel AI SDK compatibility
- [Skill Gym](https://incubator.callstack.com/skillgym/): Prove your agent skills work before you ship them