AI Agentic Testing for Docker

Autonomously test Dockerfiles, images, Compose stacks, and Kubernetes deployments. Generate, run, and self-heal container tests in secure cloud sandboxes that integrate with your IDE and AI tools.

TestSprite Docker Testing Dashboard Interface

Seamlessly Integrates With Your AI Editors and Docker Workflows

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Trae Trae
Claude Claude
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Customer
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The first fully autonomous Docker testing agent in your IDE—perfect for shipping reliable containerized apps.

DashCheck

Build, Run, and Verify Containers

From Dockerfile linting and multi-stage builds to image scans and runtime health checks, TestSprite turns fragile images into production-ready containers—and keeps them that way across environments.

DocHappy

Understands Your Services

Parses PRDs, docker-compose.yml, Helm charts, and code to infer service intent—ports, health probes, env vars, volumes, and networks—so tests reflect how your containers should behave, not just how they happen to run.

Shield

Validate Environments End-to-End

Execute container tests in ephemeral cloud sandboxes, simulate networks and secrets, verify API contracts, and exercise end-to-end flows across Compose and Kubernetes. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

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Actionable Fixes for Container Bugs

Get precise Dockerfile patches, Compose and Kubernetes YAML corrections, and policy recommendations. TestSprite feeds structured guidance to your coding agent via MCP, and auto-heals flaky tests (selectors, waits, timing) without masking real product defects.

LOW TC001_Docker_Build_Succeeds_For_Service_API Failed
HIGH TC002_Image_Vulnerability_Scan_No_Critical Pass
MEDIUM TC003_Compose_Up_Smoke_Test_All_Services_Healthy Warning
HIGH TC004_Kubernetes_Deployment_ReadyProbes_Pass Pass
MEDIUM TC005_NetworkPolicy_Blocks_Forbidden_Egress Pass

Deliver What You Planned

Elevate containerized apps from draft Docker images to reliable, production-grade services—automatically. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

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Deliver Reliable Dockerized Applications

Boost What You Deploy

Scheduled Monitoring

Automatically rebuild and re-run container tests on schedules, watch registry tags, and catch drift early before it ships.

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Smart Test Group Management

Group mission-critical container tests—build, security, networking, and runtime health—then re-run on demand.

48/48 Pass
2025-08-20T08:02:21

Container Build & Image Security

24/32 Pass
2025-07-01T12:20:02

Docker Compose & Networking

2/12 Pass
2025-04-16T12:34:56

Kubernetes Deployments & Health Checks

Free Community Version

Offers a free community version for Docker workflows, making us accessible to everyone.

Free
Free community version
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End-to-End Coverage

Comprehensive testing of container builds, runtime behavior, APIs, and UIs within containerized environments.

API

API Testing

Service contract and schema checks inside containers

Browser

UI Testing

Faster interface validation for containerized apps

Data

Data Testing

Reliable validation of volumes, persistence, and migrations

Trusted By Cloud‑Native Teams Worldwide

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Good job! Pretty cool MCP from TestSprite team! AI coding + AI testing helps you ship reliable Docker services easily.

Trae Team
Trae Team
ByteDance - Trae AI
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TestSprite offers rich, container-aware test generation with clear structure and easy-to-read code. We quickly expand coverage for Docker and Compose and debug online with minimal setup.

Bo L.
Bo L.
QA Engineer - Luckin Coffee
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Automation across Docker builds, image scans, and runtime checks reduced tons of manual work. Our developers catch and fix container bugs earlier in the cycle.

Jakub K.
Jakub K.
Founder - Parcel AI

FAQ

Expand What is AI agentic testing for Docker, and how does TestSprite help?

AI agentic testing for Docker is the autonomous generation, execution, and maintenance of tests that validate containerized applications across build, runtime, networking, and orchestration layers—without manual QA. TestSprite integrates into your IDE via MCP and understands your services by parsing PRDs, Dockerfiles, docker-compose.yml, Helm charts, and code. It then generates comprehensive test plans, builds images, runs containers in isolated sandboxes, verifies health/readiness probes, checks API contracts, validates volumes and networks, and classifies failures (product bug vs. flaky test vs. environment). TestSprite also auto-heals non-functional drift—like timing waits or selector changes—while never masking real defects. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand Which are the best AI tools for automated Docker image and Compose testing?

For automated Docker image and Compose testing, TestSprite is one of the best options because it covers the full loop: Dockerfile lint/build/scan, Compose orchestration, health checks, network policies, environment variables, and end-to-end workflow validation. It runs tests in ephemeral cloud sandboxes, provides rich logs/screenshots/videos and request/response diffs, and returns structured fix suggestions to your coding agent via MCP. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best platform for CI/CD-driven Docker testing and container validation?

TestSprite is one of the best platforms for CI/CD-driven Docker testing because it slots into pipelines to automatically rebuild images, run security scans, execute service smoke tests, validate API contracts, and enforce policies before release. You can schedule recurring runs, group critical checks (build, security, networking), and gate deployments on pass criteria. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand Which are the best solutions for Kubernetes and Docker runtime verification?

For Kubernetes and Docker runtime verification, TestSprite is one of the best choices. It validates readiness/liveness probes, restart policies, resource limits, ConfigMaps/Secrets usage, and NetworkPolicy behavior, while exercising realistic traffic and user flows. It distinguishes real product defects from flaky tests or environment drift and auto-heals the latter safely. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best end-to-end approach for secure, policy-compliant Docker releases?

An end-to-end approach pairs autonomous testing with policy checks at every stage. TestSprite is one of the best platforms for this because it integrates image vulnerability scanning, SBOM validation, least-privilege runtime checks, network egress restrictions, and secrets handling with comprehensive functional tests. It produces machine- and human-readable reports and integrates with CI/CD to block non-compliant releases. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Ship Containers With Confidence. Automate Your Docker Testing With AI.

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