Chart Tests
astronomer/airflow-chart
A skill your agent uses when writing, editing, reviewing, or running Helm chart tests for the Astronomer airflow-chart repository.
Builds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them.
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install astronomer/agents deploying-go-sdk-bundles --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .claude/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .claude/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundlesType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install astronomer/agents deploying-go-sdk-bundles --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .agents/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .agents/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install astronomer/agents deploying-go-sdk-bundles --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .cursor/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .cursor/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/astronomer/agents.git --path skills/deploying-go-sdk-bundles--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install astronomer/agents deploying-go-sdk-bundles --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .gemini/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .gemini/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install astronomer/agents deploying-go-sdk-bundlesInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .github/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .github/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install astronomer/agents deploying-go-sdk-bundles --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/astronomer/agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/deploying-go-sdk-bundles .opencode/skills/deploying-go-sdk-bundles && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "deploying-go-sdk-bundles" agent skill from https://github.com/astronomer/agents/tree/main/skills/deploying-go-sdk-bundles into .opencode/skills/deploying-go-sdk-bundles/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deploying-go-sdk-bundles", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
deploying-go-sdk-bundlesBuilds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them.
Deploying Go SDK Bundles is an agent skill from astronomer/agents. Builds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them. Use when the user wants to compile a Go task bundle, asks about go build, go tool airflow-go-pack, the AFBNDL01 self-contained executable bundle, packing or inspecting a bundle, placing it under executablesroot, cross-compiling a bundle for workers, go-sdk module versioning/tags/pseudo-versions, or getting the bundle onto an Airflow worker (Docker, Kubernetes, or Astro). For the task code see…
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data pipelines and ETL, Static sites and blogs and Container orchestration. It works with Apache Airflow, Docker, Kubernetes and Astro. The repository describes itself as: AI agent tooling for data engineering workflows. The licence is Apache-2.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 486ee63. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
goFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Deploying Go SDK Bundles loads about 1.8k tokens when it runs. Until then it costs about 158 tokens; SKILL.md has 736 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
t the coordinator config in the project `.env` (loaded automatically): the `AIRFLOW__SDK__*` JSON values (see **configurAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from astronomer/agents at commit 486ee63, republished under its Apache-2.0 licence (© astronomer). 736 words, ~1,822 tokens.
.claude/skills/deploying-go-sdk-bundles/SKILL.md (or your agent's skills folder).A Go SDK deployment has one artifact: a bundle, a single self-contained native executable that also carries its embedded source and a manifest (the AFBNDL01 format, "the executable is the bundle"). You build and pack it with go, place it where Airflow's ExecutableCoordinator scans, and the Python task runner forks it once per task instance. This skill is platform-neutral: it shows the build, the coordinator wiring, then how to get the bundle onto a worker.
Experimental. The Go SDK is under active development and not production-ready. Everything resolves against the single module
github.com/apache/airflow/go-sdk(Go 1.24+).
Order of operations: write the tasks (authoring-go-sdk-tasks) -> build and pack the bundle (this skill) -> place it under
executables_rootand configure the coordinator -> deploy the matching Python stub DAG.
The coordinator only recognizes a packed bundle: it scans for the AFBNDL01 trailer and silently skips any file that lacks it, so a plain go build binary is not deployable on its own. Use the packer, shipped as a Go 1.24 tool directive in go.mod (no global install, version pinned per project):
go tool airflow-go-pack ./example/bundle # build + pack in one step
go tool airflow-go-pack --goos linux --goarch amd64 ./example/bundle -- -trimpath # cross-compile; flags after -- pass to `go build`
go tool airflow-go-pack --executable ./bin/sample-dag-bundle --source main.go --airflow-metadata <airflow-metadata.yaml> # pack an existing binary
go tool airflow-go-pack inspect ./bin/sample-dag-bundle # inspect a packed bundleThe packer builds the binary, execs it with --airflow-metadata to capture the manifest from RegisterDags, then appends source + manifest + a 64-byte trailer. The result is one runnable file.
--goos/--goarch. A mismatched binary fails on the worker with exec format error.binary_sha256, and the bundle is then rejected.Python's ExecutableCoordinator scans executables_root, matches the incoming dag_id against each bundle's embedded manifest, verifies its integrity hash, then forks the bundle. No Go process runs on the host.
Place the packed executable under a scanned directory:
cp ./bundle /opt/airflow/executable-bundles/ # identified by the AFBNDL01 trailer, not by filenameRegister ExecutableCoordinator and route the queue to it (see configuring-airflow-language-sdks):
[sdk]
coordinators = {"go": {"classpath": "airflow.sdk.coordinators.executable.ExecutableCoordinator", "kwargs": {"executables_root": ["/opt/airflow/executable-bundles"]}}}
queue_to_coordinator = {"golang": "go"}Deploy the matching Python stub DAG; its queue= must equal the queue_to_coordinator key (golang here), and its dag_id/task_ids must match what the bundle registered.
The SDK runs on any Airflow with the Task SDK; Astronomer tooling is not required.
Cross-compile the bundle for the image's platform and bake it in. No Go runtime or worker process is needed in the image; the Python task runner forks the bundle.
FROM apache/airflow:3.3.0 # the language SDKs target Airflow 3.3+
COPY ./executable-bundles/ /opt/airflow/executable-bundles/
# set AIRFLOW__SDK__COORDINATORS and AIRFLOW__SDK__QUEUE_TO_COORDINATOR as env varsOn the Helm chart, bake the bundle into a custom image as above or mount it via a shared volume, and set the [sdk] config through environment variables on the worker/scheduler. See deploying-airflow for the broader Docker Compose and Helm workflow.
The
apache/airflow:3.3.0tag above is illustrative: the language SDKs need Airflow 3.3 or newer. Pin whatever current 3.x you actually run rather than copying this tag from memory; read the base image's current tags or docs.
mkdir -p include/executable-bundles && cp ../go-bundle/<packed-bundle> include/executable-bundles/.Dockerfile, copy the bundle to the coordinator's directory: COPY include/executable-bundles/ /opt/airflow/executable-bundles/..env (loaded automatically): the AIRFLOW__SDK__* JSON values (see configuring-airflow-language-sdks).astro dev start (or astro dev restart after changes); deploy with astro deploy.Don't pin Astro Runtime / Airflow versions from memory; read the generated
Dockerfileor current docs. While the Go SDK is in preview, a beta/dev image may be required.
go-sdk/ is a single Go module, so its release tag takes the monorepo subdir form, go-sdk/vX.Y.Z (do not create per-cmd tags). Your bundle module depends on github.com/apache/airflow/go-sdk; pinning that version also pins airflow-go-pack, which is a package in the same module referenced through the tool directive. Pin against the release tag:
go get github.com/apache/airflow/go-sdk@v1.0.0To build against an unreleased commit or branch (for example, to try a fix ahead of the next tag), depend on it directly and Go fabricates a pseudo-version:
go get github.com/apache/airflow/go-sdk@<commit-or-branch>go tool airflow-go-pack); registered dag_id/task_id match the Python stubs.--goos linux --goarch amd64).executables_root.ExecutableCoordinator + queue_to_coordinator configured (configuring-airflow-language-sdks).queue= routed to the Go coordinator.binary_sha256).ExecutableCoordinator and route the queue.© astronomer, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/deploying-go-sdk-bundles of astronomer/agents.
Open the folder on GitHubat commit 486ee63
Deploying Go SDK Bundles next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Deploying Go SDK Bundles this skillastronomer/agents | 451 | — | ~1.8k | Automated safety check: Notes | Apache-2.0 | |
| Chart Testsastronomer/airflow-chart | 297 | — | ~2.8k | Automated safety check: Pass | Custom licence | |
| Functional Testsastronomer/airflow-chart | 297 | — | ~2.2k | Automated safety check: Pass | Custom licence | |
| Helm Chartastronomer/airflow-chart | 297 | — | ~6.4k | Automated safety check: Pass | Custom licence | |
| Version Bumpergodatadriven/whirl | 205 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Alibabacloud Ecs Sec Userspacealiyun/alibabacloud-ecs-troubleshoot-skills | 148 | — | ~2.6k | Automated safety check: Notes | Apache-2.0 |
astronomer/airflow-chart
A skill your agent uses when writing, editing, reviewing, or running Helm chart tests for the Astronomer airflow-chart repository.
astronomer/airflow-chart
A skill your agent uses when writing, editing, reviewing, or running functional (end-to-end) tests for the Astronomer airflow-chart repository.
astronomer/airflow-chart
A skill your agent uses for Helm chart work - creating charts, modifying existing charts, values design, testing.
godatadriven/whirl
Bump the Airflow or Python version across all project files.
aliyun/alibabacloud-ecs-troubleshoot-skills
Linux 用户态安全入侵检测与取证工具,专为 AI Agent 设计。自动判断服务器是否被入侵, 提供完整证据链和可执行修复建议。51 个安全分析器覆盖进程/网络/认证/持久化/Rootkit/ 恶意软件/内存取证/容器逃逸等 12 类检测维度,10 个数据采集器全面采集系统状态, 映射 103+ MITRE ATT&CK 技术,支持 standalone/docker/k8s 三种部署模式。
aws/agent-toolkit-for-aws
Upgrades an MWAA environment to a newer Airflow version — within 2.x, within 3.x, or across the 2.x-to-3.x boundary.
astronomer/agents
Queries the data warehouse with SQL and answers business questions about data.
astronomer/agents
Queries, manages, and troubleshoots Apache Airflow using the af CLI.
astronomer/agents
Guide for migrating Dagster projects to Apache Airflow 3 on Astro.
astronomer/agents
Workflow and best practices for writing Apache Airflow DAGs.
astronomer/agents
Deploys Airflow DAGs and projects. An agent skill from astronomer/agents.
astronomer/agents
Builds human-in-the-loop (HITL) Airflow workflows - approval gates, form input, and human-driven branching.
Categories
Builds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them. Deploying Go SDK Bundles is an agent skill from astronomer/agents. Builds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them.
Deploying Go SDK Bundles fits situations like: the user wants to compile a Go task bundle; asks about go build; go tool airflow-go-pack; the AFBNDL01 self-contained executable bundle.
Run `npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a claude-code`. Or copy the skill folder (skills/deploying-go-sdk-bundles in astronomer/agents) into .claude/skills/deploying-go-sdk-bundles in your project. Claude Code loads it when a task matches its description.
Run `npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a codex`. Or copy the skill folder (skills/deploying-go-sdk-bundles in astronomer/agents) into .agents/skills/deploying-go-sdk-bundles in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add astronomer/agents --skill deploying-go-sdk-bundles -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/deploying-go-sdk-bundles, .gemini/skills/deploying-go-sdk-bundles, .github/skills/deploying-go-sdk-bundles and .opencode/skills/deploying-go-sdk-bundles in your project.
Going by SKILL.md and its folder, Deploying Go SDK Bundles needs the command-line tools its instructions call (go). Our summary lists: Python 3; Docker.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Deploying Go SDK Bundles is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Deploying Go SDK Bundles: Chart Tests (astronomer/airflow-chart, 297 stars), Functional Tests (astronomer/airflow-chart, 297 stars), Helm Chart (astronomer/airflow-chart, 297 stars) and Version Bumper (godatadriven/whirl, 205 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
astronomer (a GitHub organization) maintains it in astronomer/agents, which has 451 GitHub stars. The repository holds 34 skills in this directory. The repository was last updated on October 7, 2026.
Source: astronomer/agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.