dmc-py

dmc-py is a skill for Codex from BjornMelin/dev-skills. It costs 48 tokens per session (1,808 once invoked), scanned A, original, no licence file.

A guide to Dash and DMC v2, tools for building Python web dashboards and interfaces. It covers providers, styling, callbacks, pages, charts, and modal windows.

In plain words
What is it for?
Use it for Dash projects involving dashboards, forms, charts, visualizations, or dialogs.
Why use it?
It brings the documented patterns for these tools together when building an interactive dashboard or form.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it for Dash projects involving dashboards, forms, charts, visualizations, or dialogs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/bjornmelin/dev-skills/dmc-py
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 dmc-py
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 dmc-py

README.md
[![agentmods](https://agentmods.dev/badge/skills/bjornmelin/dev-skills/dmc-py.svg)](https://agentmods.dev/skills/bjornmelin/dev-skills/dmc-py)
Your own site
<a href="https://agentmods.dev/skills/bjornmelin/dev-skills/dmc-py"><img src="https://agentmods.dev/badge/skills/bjornmelin/dev-skills/dmc-py.svg" alt="Measured on agentmods" height="20"></a>
Per session 48 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,808 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 $0.00048 $0.01808
Opus 5 $0.00024 $0.00904
Sonnet 5 $0.00010 $0.00362
Haiku 4.5 $0.00005 $0.00181

Measured 8d ago against content hash eb9974eab873, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

dmc-py 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 8d ago.

The scan reads SKILL.md. This mod also ships 8 executable files (assets/app_multi_page.py, assets/app_single_page.py, assets/callbacks_patterns.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.

archive/skills/dmc-py/SKILL.md · 153 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

53 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. 8d ago First seen · 153 lines · 48 tokens per session scan A eb9974eab873

Subscribe to this mod's changes

dmc-py is a skill published in the GitHub repository BjornMelin/dev-skills (7 stars, last pushed today), with no licence file. It adds 48 tokens to every session and 1,808 once invoked, about $0.0002 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.

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