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Knowledge graph in Claude Code

How to set up CLAUDE.md so Claude Code checks a project map first instead of rescanning files from scratch in every single session.

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Graphify строит граф проекта из кода и документов локально, без отправки данных наружу checked 2026-07-16

Updated: 16.07.2026

$ ## Context navigation 1. Ask for the project graph first, don't page through …

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Knowledge graph in Claude Code

The bigger the project, the more every Claude Code request costs: the model re-reads files to work out the structure. There is a cheaper path — build a project map once and tell Claude Code to look there first, reading raw files only when explicitly asked. Here is how to set it up and why you want a graph rather than just a file list.

The idea: a map instead of rescanning

Out of the box, Claude Code orients itself through files by hand at the start of a session — opening, reading, cross-referencing. If the project structure is complex, that happens from scratch every time. Open community skills (Graphify, for one) solve it differently: a single pass scans the whole folder and builds a graph — file nodes and the links between them — which then serves as a compact map instead of dozens of scattered files in context.

Step 1 — install a skill that builds the graph

Skills like this install as an ordinary Claude Code skill — one command from the project README, no source changes. Once installed, the skill is available as a separate command that scans the current folder and builds a graph of links between files: configs, prompts, settings.

Step 2 — write the rule into CLAUDE.md

An installed skill is not used automatically — Claude Code has no obligation to consult the graph unless you say so explicitly. The rule goes into CLAUDE.md, which Claude Code reads before the start of any session:

## Context navigation
1. Ask for the project graph first, don't page through files one by one.
2. Read raw files only when it is explicitly needed for a
   specific edit — don't scan everything "just in case".
3. If the graph is stale (after major structural changes) —
   rebuild it before the next task.

Without that entry the skill just sits next to the project and never joins the workflow.

Step 3 — what the map actually shows

Once built, the graph shows not individual files but relationships: which configs are used in which prompts, which modules reference each other. It is a compact schema rather than a list of dozens of lines — and it is exactly what replaces paging through files by hand on every new request.

Step 4 — how this changes task planning

When Claude Code has a map, the work plan is built from concrete links rather than guesses: first it establishes which files and configs actually relate to the task, then the order of edits. In practice that means fewer "which file do I fix here" questions and fewer off-target edits on the first pass.

The full CLAUDE.md instruction

The final block worth keeping in CLAUDE.md as a whole (you can adapt the wording to your project, but leave the meaning of the rules alone):

## Context navigation
1. Ask for the project graph first.
2. Read raw files only on a direct request.
3. Rebuild the graph after structural changes.

How we do it

The qvib.pro knowledge base holds more than five hundred open cards — including ones on configuring CLAUDE.md and working with Claude Code context, no DMs and no code words. The "project map instead of rescanning" idea is the same principle our qvib engine is built on: it holds the project structure explicitly instead of reconstructing it on every generation.

  • The "Claude Skills" section: qvib.pro/arsenal/skills/claude-skills
  • Prompts for configuring CLAUDE.md: qvib.pro/arsenal/prompts/claude-md-context
  • How the qvib engine works: qvib.pro/

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