expand-graph

A command that finds possible missing links between one note and other notes in a knowledge graph, a collection of connected notes.

In plain words
What is it for?
Use it to analyze a note and discover relationships worth adding to the knowledge graph.
Why use it?
It helps reveal useful connections that were not added manually, so related information is easier to find.

Command

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add commands/witt3rd/claude-plugins/expand-graph
Clone the repo
git clone --depth 1 https://github.com/witt3rd/claude-plugins
Per session 11 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 4,608 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00011 $0.04608
Opus 5 $0.00005 $0.02304
Sonnet 5 $0.00002 $0.00922
Haiku 4.5 $0.00001 $0.00461

Measured 2d ago against content hash 0b8f03913023, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

expand-graph scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/azkg/commands/expand-graph.md · 731 lines

How it starts

The opening of the file, as written. The whole thing — 731 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Expand Graph

Discover missing relationships between a note and the rest of the knowledge graph through multi-strategy analysis.

0. Locate AZKG Repository

Check for AZKG_REPO_PATH environment variable:

  • Use bash conditional: if [ -z "$AZKG_REPO_PATH" ]; then REPO_PATH=$(pwd); else REPO_PATH="$AZKG_REPO_PATH"; fi
  • If AZKG_REPO_PATH is set: Use that path as the repository root
  • If AZKG_REPO_PATH is not set: Use current working directory (pwd)
  • Store result as REPO_PATH for all subsequent file operations

All file operations must use REPO_PATH:

  • Read: Read(REPO_PATH/filename.md) or Read("$REPO_PATH/filename.md")
  • Write: Write(REPO_PATH/filename.md) or Write("$REPO_PATH/filename.md")
  • Edit: Edit(REPO_PATH/filename.md) or Edit("$REPO_PATH/filename.md")
  • Grep: Grep(pattern, path=REPO_PATH) or with explicit path
  • Glob: Glob(pattern, path=REPO_PATH) or with explicit path

Example usage:

# Check environment variable
if [ -z "$AZKG_REPO_PATH" ]; then
  REPO_PATH=$(pwd)
else
  REPO_PATH="$AZKG_REPO_PATH"
fi

# Then use REPO_PATH for all operations
Read("$REPO_PATH/agents.md")

Concrete examples:

  • If AZKG_REPO_PATH="/c/Users/dothompson/OneDrive/src/witt3rd/donald-azkg" → Read("/c/Users/dothompson/OneDrive/src/witt3rd/donald-azkg/agents.md")
  • If AZKG_REPO_PATH is not set and pwd is /c/Users/dothompson/OneDrive/src/witt3rd/donald-azkg → Read("agents.md") or use full path from pwd

1. Parse Input and Load Note

Input format: User provides:

  • A note name: /expand-graph mcp_security.md
  • Or just the topic: /expand-graph mcp_security

Normalize and validate:

  • Add .md extension if missing
  • Use Glob to verify the target note exists
  • If not found, suggest similar notes using Glob

Read the target note:

  • Use Read tool to get full content
  • Extract YAML tags
  • Extract main concepts and topics
  • Parse current "Related Concepts" section to see existing relationships

2. Extract Key Concepts

Read the full file on GitHub · 731 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 731 lines · 11 tokens per session scan A 0b8f03913023

Subscribe to this mod's changes

expand-graph is a command published in the GitHub repository witt3rd/claude-plugins (2 stars, last pushed 10mo ago), licensed MIT. It adds 11 tokens to every session and 4,608 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.