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Local-first Cursor plugin

Six focused workflows for analytics engineering work.

Review SQL, profile supplied data, assess dbt health, shape data models, clarify requirements, and explain data code from the context you choose to make available in Cursor.

Honest status: the plugin source exists and works through Cursor's local-development flow. Its marketplace source is private and unpublished, so there is no public install link or download today.

AE Toolkit · Local workflow
workspace / analytics
/sql-review models/orders.sql
01Read project conventionscomplete
02Trace query graincomplete
03Review correctness + costactive
04Propose verificationqueued
Free local workflows

Useful without a course connection.

These workflow instructions ship with the plugin. “Local-first” describes the plugin files and workspace context; the selected Cursor model may still use its configured AI provider.

  • /ae-review-sqlAvailable locally
    Workflow 01

    Review SQL

    Check correctness, grain, joins, performance, and production risk.

  • /ae-profile-dataAvailable locally
    Workflow 02

    Profile data

    Compute and interpret a local CSV, JSON, or JSONL profile.

  • /ae-review-modelAvailable locally
    Workflow 03

    Review a data model

    Assess or propose a model from business and source evidence.

  • /ae-dbt-healthAvailable locally
    Workflow 04

    Check dbt health

    Inspect a real dbt project without blindly executing dbt.

  • /ae-requirementsAvailable locally
    Workflow 05

    Clarify requirements

    Turn an ambiguous request into definitions and acceptance criteria.

  • /ae-explainAvailable locally
    Workflow 06

    Explain data code

    Explain selected SQL, Python, dbt, YAML, or pipeline code.

Boundaries

Analysis first, with visible control.

  • It does not silently connect to a warehouse or mutate production.
  • It does not grade, submit coursework, or provide remote hints.
  • It does not include the planned AnalyticsEngineering.com backend.
  • The local plugin itself contains zero anonymous telemetry.

Release updates

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