CLI ToolsMay 11, 2026·3 min read

Dagger — Programmable Local-First CI Engine

Dagger turns CI into programmable containerized functions. Run the same build graph locally or in CI, with SDKs and observable pipeline execution.

Agent ready

This asset can be read and installed directly by agents

TokRepo exposes a universal CLI command, install contract, metadata JSON, adapter-aware plan, and raw content links so agents can judge fit, risk, and next actions.

Stage only · 17/100Stage only
Agent surface
Any MCP/CLI agent
Kind
CLI Tool
Install
Single
Trust
Trust: New
Entrypoint
Asset
Universal CLI install command
npx tokrepo install 77a000b2-1fe6-4227-8f0d-c08674e918b6
Intro

Dagger is a verified GitHub-backed tool for modern AI and developer workflows, sourced from dagger/dagger with 15,777 stars and a Apache-2.0 license snapshot. Best for: teams tired of CI-only YAML failures who want build, test, and release logic runnable from a laptop before pushing. Works with: containers, Go/Python/TypeScript SDKs, GitHub Actions, GitLab CI, local Docker-compatible runtimes. Setup time: 15 minutes. Use it when you need a concrete, repeatable path rather than another one-off shell snippet.


Operating Pattern

Fit check

Question Practical answer
What do you install? dagger from dagger/dagger
What is the first command? dagger init
What proves it works? dagger call test
How long should a pilot take? 15 minutes for a small repo or sandbox

Adoption loop

  1. Run the tool on a disposable branch or sandbox project.
  2. Capture before/after output so reviewers can see the exact effect.
  3. Add the smallest CI or local check that prevents regressions.
  4. Document owner, upgrade command, and rollback command in the repo.

Recommended use

Move the hardest CI step first. If the integration test becomes a typed Dagger function, developers can reproduce the failure locally before waiting on CI.

Guardrails

Do not translate every CI line at once. Keep the pipeline small until cache, secrets, and artifact boundaries are understood.

Rollout checklist

  • Pin the package or release version before using it in CI.
  • Keep credentials in environment variables or the platform secret store.
  • Add one owner who is responsible for upgrades and breaking-change triage.
  • Re-check the GitHub repo before writing docs that mention APIs or install paths.

FAQ

Q: Is this production-ready? A: The repo exists at https://github.com/dagger/dagger and has 15,777 GitHub stars. Treat the first rollout as a controlled pilot until your team has tested install, rollback, and CI behavior.

Q: Why use it instead of a generic script? A: The value is repeatability: a named package, a documented command, a source repo, and a small verification path that can be reviewed by teammates.

Q: What should I measure first? A: Measure setup time against the 15 minutes target, count how many files or tasks it changes, and record whether the CI command catches the same issue locally.


🙏

Source & Thanks

Built from dagger/dagger. License: Apache-2.0.

GitHub stars verified from api.github.com/repos/dagger/dagger: 15,777.

Discussion

Sign in to join the discussion.
No comments yet. Be the first to share your thoughts.

Related Assets