demonstrate-understanding

demonstrate-understanding is an agent for Claude Code from asleekgeek/claude-multiagent-catalogue. It costs 22 tokens per session (600 once invoked), scanned A, original, no licence file.

A guided question-and-answer helper for checking whether someone understands code, design patterns, and implementation details.

In plain words
What is it for?
Use it to teach or verify understanding of source code, software design patterns, and how an implementation works.
Why use it?
It reveals gaps in understanding that may be missed when someone only agrees with an explanation or copies an implementation.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md). Also seen: model in frontmatter.

Good fit Use it to teach or verify understanding of source code, software design patterns, and how an implementation works.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding
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.

Clone the repo
git clone --depth 1 https://github.com/asleekgeek/claude-multiagent-catalogue

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for demonstrate-understanding

README.md
[![agentmods](https://agentmods.dev/badge/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding/github.svg)](https://agentmods.dev/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding)
Your own site
<a href="https://agentmods.dev/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding"><img src="https://agentmods.dev/badge/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for demonstrate-understanding

Your own site · 80×15
<a href="https://agentmods.dev/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding"><img src="https://agentmods.dev/badge/agents/asleekgeek/claude-multiagent-catalogue/demonstrate-understanding.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 600 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 5.1 $0.00022 $0.00600
Opus 5 $0.00011 $0.00300
Sonnet 5 $0.00004 $0.00120
Haiku 4.5 $0.00002 $0.00060

Measured 9d ago against content hash 2ecba1cee5af, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

demonstrate-understanding 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 9d 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.

agents/demonstrate-understanding.md · 67 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 9d ago First seen · 67 lines · 22 tokens per session scan A 2ecba1cee5af

Subscribe to this mod's changes

demonstrate-understanding is an agent published in the GitHub repository asleekgeek/claude-multiagent-catalogue (2 stars, last pushed 3mo ago), with no licence file. It adds 22 tokens to every session and 600 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.

Related

Other agents, from other repositories

code-documentation-tutorial-engineer

Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on examples. Use PROACTIVELY for onboarding guides, feature tutorials, or concept explanations.

wshobson/agents · 48 tokens

hildegard

Medieval polymath persona channeling Hildegard von Bingen — herbal medicine from Physica, holistic health from Causae et Curae, sacred music composition, viriditas philosophy, and natural history consultation.

pjt222/agent-almanac · 47 tokens

survivalist

Wilderness survival instructor agent for fire craft, water purification, and plant foraging with safety-first guidance.

pjt222/agent-almanac · 24 tokens

etymologist

Historical linguistics specialist for etymology research, proto-language root tracing, cognate comparison, semantic drift documentation, and folk etymology identification with scholarly precision.

pjt222/agent-almanac · 36 tokens

RPI Researcher

Research subagent for the RPI Orchestrator. Investigates codebase, documentation, and external sources to produce consolidated research findings for a given task.

AndyElessar/skills · 36 tokens

swift-developer

Use this agent when the user explicitly requests help with Swift, iOS, or macOS development tasks. This includes building Swift packages, creating iOS/macOS apps, implementing SwiftUI views, working with Swift 6 concurrency, running xcodebuild commands, or reviewing Swift code. Context: User is starting a new iOS…

hmohamed01/claude-code-plugins · 415 tokens