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开发与工程 · SKILL.md

mage-ai

mage-ai

【开发与工程】Mage AI repo skill for platform operations, pipeline authoring, integrations, dbt, streaming, and AI workflows.

独立 GitHub 快照 · 自动分类 · 以原作者文档为准

技能说明

GitHub

name: mage-ai description: "Mage AI repo skill for platform operations, pipeline authoring, integrations, dbt, streaming, and AI workflows." metadata: disco-role: operating disable-model-invocation: true license: Apache 2.0

Mage AI

Use this skill for the mage-ai repository and package. It is self-contained: future work should rely on the bundled references and scripts in this skill tree, not on the original checkout.

Quick route map

User needRoute
Install Mage, bootstrap a project, start the server, run a pipeline, clean logs/variables, or diagnose auth/logging/runtime startup issuessub-skills/platform-ops/
Author batch pipelines with Python, SQL, or R blocks; use runtime variables; work with dynamic blocks or templatessub-skills/pipeline-authoring/
Configure io_config.yaml, batch data integration pipelines, source/destination profiles, or connector settingssub-skills/batch-integrations/
Build or debug real-time pipelines, Kafka/CDC flows, or streaming sources/sinkssub-skills/streaming/
Add existing dbt projects, run dbt models or tests, or interpolate Mage values into dbt workflowssub-skills/dbt-workflows/
Set up AI generation, documentation helpers, or AI credentials and failuressub-skills/ai-workflows/

Shared facts

  • Public package name: mage-ai
  • Console entry point: mage
  • Python helper: mage_ai.run(pipeline_uuid, project_path=None, block_uuid=None, run_sensors=True, **global_vars)
  • Supported setup paths in the docs are Docker, pip, and conda.
  • Helpful extras: mage-ai[ai], mage-ai[streaming], and mage-ai[dbt].

How to use this skill

  1. Pick the route that matches the user's task.
  2. Read the route's SKILL.md and bundled references first.
  3. Use the bundled scripts for safe smoke checks when a task needs a quick validation.
  4. Keep execution, troubleshooting, and connector details inside the route that owns them.

Safe starting checks

  • scripts/smoke_cli.py — import and CLI help smoke test
  • scripts/check_project_layout.py — inspect a Mage project path without mutating it

What this skill does not do

  • It does not require the original repository checkout once the skill is loaded.
  • It does not execute cloud, broker, database, or model side effects unless the user explicitly asks for them.
  • It does not replace route-specific guidance with generic Mage documentation.
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