Graphify Integration

SkillProductivity

Optional knowledge-graph integration. When `graphify-out/graph.json` is present, architect/researcher/reviewer/task-builder agents can query symbol-level dependencies (IMPORTS, CALLS, EXTENDS, IMPLEMENTS, DEPENDS_ON) instead of grepping. Degrades gracefully when the graph is missing. Trigger phrases: "knowledge graph", "graphify", "blast radius", "dependency graph".

Use Graphify Integration in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Graphify Integration and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use the Graphify Integration skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Graphify IntegrationStart free

What this skill tells your AI

The instructions your AI receives, as published by hashgraph-online/awesome-codex-plugins in plugins/JuliusBrussee/blueprint/skills/graphify-integration/SKILL.md and read by Ahel’s review.

A knowledge graph turns "what will break if I change this file" from a guess into a query. Cavekit uses it only when it is available — nothing in the pipeline depends on it.

Installation (optional)

pip install graphifyy
graphify build .          # writes graphify-out/graph.json

If the file is missing, this skill returns no-ops and every caller falls back to grep + ripgrep search.

Graph shape

NetworkX node-link JSON. Nodes are symbols (functions, classes, modules). Edges carry:

  • type: DEPENDS_ON | IMPORTS | CALLS | EXTENDS | IMPLEMENTS
  • confidence: EXTRACTED (high) | INFERRED (medium) | AMBIGUOUS (low)
  • community: cluster ID (for partitioning big graphs into readable slices)

CLI surface (via cavekit-tools)

cavekit-tools.cjs graph-status                 # is the graph present?
cavekit-tools.cjs graph-query --term auth      # search by name substring
cavekit-tools.cjs graph-dependents --file X    # who imports/calls this?
cavekit-tools.cjs graph-summary                # top-level community list

(These subcommands are optional extensions; the base cavekit-tools.cjs ships without them, and they activate only if graphify-out/graph.json is present.)

Per-phase use

  • Draft (/ck:sketch) — query existing symbols for a proposed kit name to avoid collision with existing code.
  • Map (/ck:map) — use community IDs to partition tasks into coherent tiers. Two tasks whose affected symbols share no edges can run in parallel.
  • Research (ck:researcher) — query existing before fetching external. If the graph already answers the question, skip the web.
  • Build (/ck:make) — load the subgraph of the current task's files only. Smaller context → faster, cheaper agent.
  • Review / Inspect — compute blast radius of the diff. Files touched ∪ transitive dependents = review scope.

Confidence tiers

Do not treat low-confidence edges (AMBIGUOUS) as true without verification. When blast radius includes an AMBIGUOUS edge, fall back to grep and confirm.

Stub mode

When the graph is missing, every graph-* query returns:

{ "available": false, "fallback": "grep" }

Callers check available and fall back to Grep + Read. No error is raised — this is a degradation, not a failure.

Signals

GitHub stars
1k
Forks
316
Last commit
Oct 2026

Ahel review

  • K1binfo
    installs-packages

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Item type
skill
Key
graphify-integration
Source
github.com/hashgraph-online/awesome-codex-plugins