Does this skill handle security constraints?

Yes, it includes specific instructions to avoid simulating or outputting secrets in plans or comments to prevent triggering security tools like gitleaks.

Which documents does the skill review?

It reviews the README, AGENTS.md, global and ingestion ADRs, testing documentation, database schemas, and service-specific Dockerfiles.

When should I trigger the prepare skill?

You should use it when starting a new task, during initial onboarding, or whenever you need Claude to 'review conventions' or 'understand how the system works'.

What is the primary purpose of the 'prepare' skill?

It ensures Claude fully understands the Junjo AI Studio architecture, documentation, and coding standards before starting any development tasks.

Junjo AI Studio Onboarding

Name: Junjo AI Studio Onboarding
Author: mdrideout

bymdrideout

•

Productivity & Workflow

Prepares the development environment by systematically reviewing architecture, ADRs, and container configurations to ensure context-aware contributions.

The Junjo AI Studio Prepare skill is designed to synchronize Claude with the specific architectural patterns and conventions of the Junjo AI Studio repository. It automates the deep review of core documentation, including Architecture Decision Records (ADRs), agent workflows, database schemas, and Docker configurations. By establishing a baseline understanding of the end-to-end data flow and CI/CD expectations, it minimizes onboarding time and prevents common errors, such as accidental secret exposure or architectural inconsistencies, during task implementation.

Key Features

01Automated review of core repository documentation including README, AGENTS.md, and ADRs

02Validation of CI/CD workflows and security constraints like gitleaks prevention

03Analysis of Docker configurations and containerized service architecture for backend and frontend

047 GitHub stars

05Generation of a concise system data flow summary to confirm readiness

06Verification of database patterns and SQLite/Alembic migration conventions

Use Cases

01Reviewing project conventions and architecture after major repository updates

02Initializing context before starting a complex feature development or bug fix

03Onboarding to the Junjo AI Studio codebase as a new AI contributor

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mdrideout/junjo-ai-studio prepare

For use in Claude.ai and ChatGPT

Download Skill