What is usage-patterns-dashboard?

A dashboard that groups a deployment's most expensive conversations by usage pattern, such as drafting, browser crawling, or batch processing. It shows spending by cost mechanism and links to the relevant conversations.

It is for analysing conversation costs, finding the most expensive conversations, and reviewing their console links.

It helps explain which kinds of work are driving usage costs instead of showing only a total. It can publish or refresh the dashboard artifact.

How Boise-State-Development/agentcore-public-stack configures Claude C

Reuse

Borrowing it

Nothing to install: this file belongs to Boise-State-Development/agentcore-public-stack. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/Boise-State-Development/agentcore-public-stack/main/.claude/skills/usage-patterns-dashboard/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/Boise-State-Development/agentcore-public-stack

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard/github.svg)](https://agentmods.dev/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard)

Your own site

<a href="https://agentmods.dev/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard"><img src="https://agentmods.dev/badge/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard"><img src="https://agentmods.dev/badge/skills/boise-state-development/agentcore-public-stack/usage-patterns-dashboard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 149 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,089 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.

Model	Per session	Once invoked
Fable 5.1	$0.00149	$0.02089
Opus 5.5	$0.00060	$0.00836
Sonnet 5.5	$0.00030	$0.00418
Haiku 4.5	$0.00015	$0.00209

Measured 20d ago against content hash ff67192bdb59, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

usage-patterns-dashboard 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 20d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/build_datasets.py, scripts/store_docs.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

.claude/skills/usage-patterns-dashboard/SKILL.md · 143 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

20d ago First seen · 143 lines · 149 tokens per session scan A ff67192bdb59

Subscribe to this mod's changes

usage-patterns-dashboard is a skill published in the GitHub repository Boise-State-Development/agentcore-public-stack (22 stars, last pushed yesterday), with no licence file. It adds 149 tokens to every session and 2,089 once invoked, about $0.0006 per session on Opus 5.5. 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 2026-10-17.

Analytics and metrics

usage-patterns-dashboard next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
usage-patterns-dashboardBoise-State-Development/agentcore-public-stack	Skill	22	yesterday	none	A	149	Claude Code
imagegenopenai/codex	Skill	133k	today	Apache-2.0	A	113	Codex
playwright-climicrosoft/playwright	Skill	99k	yesterday	Apache-2.0	A	19	Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginners	Skill	79k	4d ago	MIT	A	200	Claude Code, Codex
systematic-debuggingobra/superpowers	Skill	313k	3d ago	MIT	A	21	Claude Code
next-cache-components-adoptionvercel/next.js	Skill	143k	today	MIT	A	95	Claude Code
chat-pet-sprite-creationmicrosoft/vscode	Skill	195k	today	MIT	A	53	Claude Code, Codex

agentcore-public-stack: Skill for Claude Code