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Dagger

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Programmable containerized CI/CD engine for agent workflows.

Dagger is an open-source engine for defining CI/CD and delivery pipelines in code and containers. Agents can invoke those pipelines as deterministic tools instead of assembling shell commands at runtime.

Model support
Multi-model
Deployment
Self-hosted
Open source
Yes
License
Apache-2.0
Pricing model
Mixed
Added / updated
19 Aug 2026 / 19 Aug 2026

dagger.io · Docs · Source

Assessment

Dagger gives agents named, repeatable pipeline operations instead of arbitrary shell commands. Containerized steps provide process isolation, but Dagger is not an LLM product or a complete security boundary. The engine and Factory Cloud are separate surfaces.

Strengths

  • Apache-2.0 pipelines runnable locally and in CI.
  • Deterministic pipeline tools for agents.
  • Containerized pipeline steps.

Limitations

  • Different model from GitHub Actions YAML.
  • Application-code writing remains outside the pipeline engine.
  • Requires a separate harness for scheduling and policy.

Fields last checked against primary sources on . Pricing and plan names change; check the vendor URL.