dash-audit

dash-audit is a skill for Codex from BjornMelin/dev-skills. It costs 70 tokens per session (528 once invoked), scanned A, original, no licence file.

A review checklist for Dash applications, which are Python web apps built with Plotly's Dash framework.

In plain words
What is it for?
Use it to audit Dash callbacks, layouts, state handling, accessibility, and Dash-specific user-interface behavior.
Why use it?
It helps find unsafe callback behavior, confusing state flow, accessibility problems, and interface regressions before they affect users.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to audit Dash callbacks, layouts, state handling, accessibility, and Dash-specific user-interface behavior.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/bjornmelin/dev-skills/dash-audit
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.

Any agent
npx skills add BjornMelin/dev-skills --skill dash-audit
Clone the repo
git clone --depth 1 https://github.com/BjornMelin/dev-skills

Made for: Codex.

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 dash-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/bjornmelin/dev-skills/dash-audit/github.svg)](https://agentmods.dev/skills/bjornmelin/dev-skills/dash-audit)
Your own site
<a href="https://agentmods.dev/skills/bjornmelin/dev-skills/dash-audit"><img src="https://agentmods.dev/badge/skills/bjornmelin/dev-skills/dash-audit/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 dash-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/bjornmelin/dev-skills/dash-audit"><img src="https://agentmods.dev/badge/skills/bjornmelin/dev-skills/dash-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 70 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 528 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 $0.00070 $0.00528
Opus 5 $0.00035 $0.00264
Sonnet 5 $0.00014 $0.00106
Haiku 4.5 $0.00007 $0.00053

Measured 9d ago against content hash 8d455eeb9a8b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

dash-audit 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.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/dash_ui_audit_adapter.py, scripts/tests/test_dash_ui_audit_adapter.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.

skills/dash-audit/SKILL.md · 54 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

Files

What ships with it

5 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.

  1. 9d ago First seen · 54 lines · 70 tokens per session scan A 8d455eeb9a8b

Subscribe to this mod's changes

dash-audit is a skill published in the GitHub repository BjornMelin/dev-skills (7 stars, last pushed 4d ago), with no licence file. It adds 70 tokens to every session and 528 once invoked, about $0.0003 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 2026-09-03.

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