First Query

hello@ghafoorsblog.com (AG Sayyed) — Mon, 09 Nov 2026 00:00:00 +0000

First Query

Your first Graphify architecture question — from signal to answer.

Prerequisites

Graphify installed (uv tool install graphifyy && graphify install)
Graph built (graphify . --code-only in your project root)
In your project directory

The Golden Rule: Signal Activity

Before EVERY Graphify command, you must signal activity:

1mkdir -p graphify-out && touch graphify-out/.graphify-activity

This is required by the GraphifyStats VS Code extension and prevents stale data warnings.

Your First Query

1# 1. Signal activity
2mkdir -p graphify-out && touch graphify-out/.graphify-activity
3
4# 2. Ask an architecture question
5graphify query "project overview"

Expected Output

This project is a Hugo + HBStack site for a personal blog with course content.
The codebase includes:

**Core Systems:**
- Dictionary/vocabulary extraction pipeline (scripts/dictionary/)
- YouTube content automation (scripts/dictionary/yt-to-content-v2.py)
- Anki flashcard generation (scripts/anki/)
- CBT lexicon extraction (scripts/extract-cbt-lexicon.mjs)

**Content Structure:**
- Courses under content/courses/ags/ (spirituality, storytelling)
- Docs under content/docs/ (dictionary, anki, tutorials, lexicon)
- JupyterLite integration for interactive notebooks

**Build Pipeline:**
- Hugo with HBStack theme
- Task-based automation (Taskfile.yaml)
- Custom shortcodes for accordions, vocabulary, diagrams

Understanding the Output

Element	Meaning
Natural language answer	Graphify synthesizes findings into readable text
File references	Specific paths cited (e.g., `scripts/dictionary/yt-to-content-v2.py`)
Architectural concepts	Components, pipelines, data flows identified

Next Queries to Try

 1# Always signal activity first!
 2mkdir -p graphify-out && touch graphify-out/.graphify-activity
 3
 4# How does a specific system work?
 5graphify query "how does the youtube content pipeline work?"
 6
 7# What depends on a file?
 8graphify query "what depends on tasks/content.yaml?"
 9
10# Trace a relationship
11graphify path scripts/dictionary/yt-to-content-v2.py data/course/ags/storytelling/j-wiebe/youtube-content/course-structure.yaml
12
13# Deep-dive on a component
14graphify explain scripts/dictionary/yt-to-content-v2.py

Common Patterns

Question Type	Query Template
Architecture overview	`graphify query "project overview"`
How X works	`graphify query "how does X work?"`
Dependencies of X	`graphify query "what depends on X?"`
Relationship A→B	`graphify path A B`
Deep-dive on file	`graphify explain <file-path>`

Tips for Better Queries

Use specific names from your codebase — “yt-to-content-v2.py” not “the script”
Ask about concepts, not syntax — “how does auth work?” not “show me the login function”
Iterate — Start broad, then drill down with explain and path
Rebuild if stale — graphify update . after significant changes

Next Steps

Daily Usage - Common query patterns for development
Verification - Confirm your setup is correct

First-Query on Ghafoor's Personal Blog

First Query

First Query

Prerequisites

The Golden Rule: Signal Activity

Your First Query

Expected Output

Understanding the Output

Next Queries to Try

Common Patterns

Tips for Better Queries

Next Steps