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| ## CRITICAL WARNING: Use MCP Tools, NOT CLI Commands | ||
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| > **STOP! Before running ANY Airflow-related command, read this.** | ||
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| > You MUST use MCP tools for ALL Airflow interactions. CLI commands like `astro dev run`, `airflow dags`, or shell commands to read logs are **FORBIDDEN**. | ||
| > | ||
| > **Why?** MCP tools provide structured, reliable output. CLI commands are fragile, produce unstructured text, and often fail silently. |
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this is kind of counter to what we're trying to do with the af cli btw
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fwiw this is the exact same SKILL.md as the one for the existing create dags skill
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