Home / ai-analyst-lab / ai-analyst · .claude/skills/setup-dev-context/SKILL.md · GitHub

setup-dev-context skillA

setup-dev-context is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Configure AI Analyst to understand your development environment and codebase structure. Use this skill whenever developers need to integrate AI Analyst into their workflow, or when questions arise about database configuration, SQL conventions, schema naming patterns, dbt integration, warehouse connections, or team-specific data practices. Trigger this skill when users mention: "set up for our team", "configure for our codebase", "integrate with our database", "tell it about our SQL conventions".

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# /setup-dev-context — Developer Context Setup

> Standalone skill for teams integrating AI Analyst into development workflows.
> Most users (PMs, execs, DS) never need this — only teams doing codebase integration.

## Trigger
Invoked as `/setup-dev-context`

## Purpose
Collects codebase-specific context to help AI Analyst understand your development
environment. This enables more accurate SQL generation, schema awareness, and
integration with your existing data infrastructure.

## Sequence

Run the steps in order: the interview confirms values before anything is written.

### Step 0: Check Prerequisites (ALWAYS FIRST)

Before doing anything else, verify basic setup is complete:

```bash
# Read setup state file
cat .knowledge/setup-state.yaml
```

Look for `phase_2.status: complete`. If missing or status is not "complete":

```
⚠️  Basic setup not complete. Please run `/setup` first to configure your profile and data connection.

You need to complete the initial setup before configuring development context.
```

STOP here. Do not proceed to interview.

If setup is complete, continue to Step 1.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/setup-dev-context@git:20260902.b370de6
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Versions

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git:20260902.b370de6 latest2026-09-02 b370de6 9,084 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 9,436 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (9084 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

ai-analyst-lab/ai-analyst · 302 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hs7vyxvfxeciphf5
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/setup-dev-context
GET https://markdownregistry.com/api/v1/blob/b23404ef2fbaaa1c5b7e5b3ad80d8f6e28aff4e69e8fbc448a00d3944ff0ef45

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