Graphify Integration
SkillProductivityOptional 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.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
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|IMPLEMENTSconfidence: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) — usecommunityIDs 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
github.com/hashgraph-online/awesome-codex-plugins
More in Productivity
Skill · coreyhaines31
More in Productivitygws-calendar
Skill · googleworkspace
More in Productivitylark-minutes
Skill · larksuite
More in Productivitylark-workflow-standup-report
Skill · larksuite
More in Productivityenergy-procurement
Skill · affaan-m
More in Productivityhomelab-pihole-dns
Skill · affaan-m
More in Productivity