airflow SKILL.md skillA

airflow from fmind/dot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fmind/dot/airflow@git:20261031.ad68ebd

Pins git:20261031.ad68ebd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fmind/dot
Path
skills/airflow/SKILL.md
Versions recorded
9
Latest version
git:20261031.ad68ebd, committed Oct 31, 2026
First version recorded
Sep 16, 2026
Size
4,056 bytes
Repository stars
13
License
MIT

Develop and test Airflow DAGs with the Astronomer astro CLI.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Apache Airflow with Astronomer CLI

Use `astro` for local Apache Airflow development, DAG authoring, task testing, and debugging. [python-stack](../python-stack/SKILL.md) owns Python package conventions and [docker](../docker/SKILL.md) manages container runtimes.

Docker mode (the default) needs an existing Docker-compatible engine; run `dot doctor --headroom` before the first image pull or build. `--standalone` runs Airflow on the host without Docker. Workstation tools disable anonymous telemetry (`ASTRO_TELEMETRY_DISABLED=1`). Inspect the project's Airflow version before choosing component flags for `astro dev logs` and `astro dev bash` (`--api-server` and `--dag-processor` for Airflow 3; `--webserver` for Airflow 2). `astro dev bash` opens an interactive shell, so agents run Airflow commands through `astro dev run` instead.

## Workflow

1. **Start local environment**: `--no-browser` keeps the UI from opening.

   ```bash
   astro dev start --no-browser
   ```

1. **Validate DAG syntax and integrity**: parse DAG files to catch import and configuration errors without waiting for the scheduler.

   ```bash
   astro dev parse
   ```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fmind/dot/airflow@sha256:3303e483f635e964

The line at the top of this page pins the label git:20261031.ad68ebd, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_o4kibqolpxvlqap2.svg)](https://markdownregistry.com/a/art_o4kibqolpxvlqap2)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 9 versions of this file, between Sep 16, 2026 and Oct 31, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261031.ad68ebd latest2026-10-31 ad68ebd 4,056 BA view · diff
git:20261025.37344b22026-10-25 37344b2 3,781 BA view · diff
git:20261007.fbd724a2026-10-07 fbd724a 3,737 BA view · diff
git:20261005.e9af7a22026-10-05 e9af7a2 3,985 BA view · diff
git:20261004.f03a5512026-10-04 f03a551 3,929 BA view · diff
git:20261002.4d314362026-10-02 4d31436 3,503 BA view · diff
git:20260926.626254b2026-09-26 626254b 3,120 BA view · diff
git:20260918.abd4a742026-09-18 abd4a74 2,962 BA view · diff
git:20260916.bf6037d2026-09-16 bf6037d 3,049 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4056 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

fmind/dot · 13 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_o4kibqolpxvlqap2
GET https://markdownregistry.com/api/v1/resolve?ref=fmind/dot/airflow
GET https://markdownregistry.com/api/v1/blob/3303e483f635e9644355012c045f24256a1bd35e79a3f35f35ca7704d3ea9d4a

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in fmind/dot

Other files named airflow

airflow SKILL.md skill
alivirgo/major-ai-skills · skills/airflow/SKILL.md · Build and troubleshoot Apache Airflow DAGs, operators, sensors, schedules, and retry behavior for data pipelines.
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