setup-dev-context SKILL.md skillA
setup-dev-context from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai-analyst-lab/ai-analyst/setup-dev-context@git:20260902.b370de6Pins git:20260902.b370de6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai-analyst-lab/ai-analyst
- Path
.claude/skills/setup-dev-context/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260902.b370de6, committed Sep 2, 2026
- First version recorded
- Aug 27, 2026
- Size
- 9,084 bytes
- Repository stars
- 322
- License
- MIT
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…
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
# /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
mdr add ai-analyst-lab/ai-analyst/setup-dev-context@sha256:b23404ef2fbaaa1cThe line at the top of this page pins the label git:20260902.b370de6, 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.
[](https://markdownregistry.com/a/art_hs7vyxvfxeciphf5)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 27, 2026 and Sep 2, 2026, about one every 6 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260902.b370de6 latest | 2026-09-02 | b370de6 | 9,084 B | A | view · diff |
| git:20260827.7ff2e25 | 2026-08-27 | 7ff2e25 | 9,436 B | A | view |
Audit of the latest version
- 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
ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · 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
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.