Agent skill

Afa Dashboard

by afadtc in afadtc/afa-dtc-skills

DTC 数据仪表盘与体检——三层看板、KPI 追踪、北极星、异常预警。触发词: 数据体检, 仪表盘, dashboard, KPI, 指标追踪, 基准线, 营收报表, 异常预警, metrics, benchmark, data health check, revenue report。复杂问题先经 afa。

Custom licenceAuto-check passedBusiness, Finance & HR

Install Afa Dashboard

skills CLI
$ npx skills add afadtc/afa-dtc-skills --skill afa-dashboard -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install afadtc/afa-dtc-skills afa-dashboard --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/afadtc/afa-dtc-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/afa-dashboard .claude/skills/afa-dashboard && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
afa-dashboard
GitHub stars
168
Token cost
~2.2k tokens
SKILL.md length
460 words
Files
11 (incl. scripts, references)
Skills in repo
31
Repo updated
First seen
Licence
Custom licence

At a glance

DTC 数据仪表盘与体检——三层看板、KPI 追踪、北极星、异常预警。触发词: 数据体检, 仪表盘, dashboard, KPI, 指标追踪, 基准线, 营收报表, 异常预警, metrics, benchmark, data health check, revenue report。复杂问题先经 afa。

  • Works in 5 steps: Context Matrix (上下文矩阵) → Preamble & Visible Loading (启动协议) → Core Workflow → …
  • Tasks that involve OKRs and executive reporting
  • SKILL.md covers 1. Context Matrix (上下文矩阵), 2. Preamble & Visible Loading…, 3. Core Workflow and 4. Completion Protocol, plus 3 more sections
  • Runs Python scripts from its folder

What it does

Afa Dashboard is an agent skill from afadtc/afa-dtc-skills. DTC 数据仪表盘与体检——三层看板、KPI 追踪、北极星、异常预警。触发词: 数据体检, 仪表盘, dashboard, KPI, 指标追踪, 基准线, 营收报表, 异常预警, metrics, benchmark, data health check, revenue report。复杂问题先经 afa。

Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts and reference files (for example `references/anomaly-diagnosis-rules.md`, `references/anti-patterns.md` and `references/benchmark-database.md`).

It sits in Business, Finance & HR, covering OKRs and executive reporting. The repository describes itself as: 做了十年独立站,操盘超1亿美金预算,我把我自己蒸馏成了31 个独立站AI顾问。这是一套面向独立站与 DTC 品牌的全链路增长顾问 Skill 系统,覆盖诊断、选品、品牌、广告投放、CRO、留存、运营与规模化增长等模块。【作者:1亿美刀站长阿发】.

When your agent uses it

  • Tasks that involve OKRs and executive reporting

Example prompts

  • “/afa-dashboard”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Context Matrix (上下文矩阵)
  2. Preamble & Visible Loading (启动协议)
  3. Core Workflow
  4. Completion Protocol
  5. 边界与越界处理

What it can do on your machine

Read from SKILL.md and the folder at commit e4edb28. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Afa Dashboard loads about 2.2k tokens when it runs, and up to ~28k if it reads all its reference files. Until then it costs about 42 tokens; SKILL.md has 460 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~28k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 460 words (~2,165 tokens).

name
afa-dashboard

Read the full SKILL.md on GitHub

Files

SKILL.md and 10 other files (scripts, references) in skills/afa-dashboard of afadtc/afa-dtc-skills.

  • SKILL.md
  • references/anomaly-diagnosis-rules.md
  • references/anti-patterns.md
  • references/benchmark-database.md
  • references/core-frameworks.md
  • references/data-driven-decision-loop.md
  • references/diagnostic-system.md
  • references/nsm-playbook.md
  • references/report-templates.md
  • references/work-modes-and-templates.md
  • scripts/metrics_snapshot.py

Open the folder on GitHubat commit e4edb28

Compare with similar skills

Afa Dashboard next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Afa Dashboard compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Afa Dashboard this skillafadtc/afa-dtc-skills168—~2.2kAutomated safety check: PassCustom licence
Pine BacktesterTradersPost/pinescript-agents1701 repos~3.9kAutomated safety check: PassNone
Analytics Strategyrampstackco/claude-skills941—~2.4kAutomated safety check: PassMIT
Onboarding Plannerbpinheiroms/dotfiles108—~5.4kAutomated safety check: PassNone
Replit Decksanqiufong/slides-from-anything1321 repos~2.9kAutomated safety check: PassApache-2.0
Building Streamlit Dashboardsiusztinpaul/designing-real-world-ai-agents-workshop512—~1.1kAutomated safety check: PassApache-2.0

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    Design measurement frameworks including event taxonomy, KPI hierarchy, dashboard architecture, attribution models, and analytics implementation strategy.

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Questions about Afa Dashboard

What does Afa Dashboard do?

DTC 数据仪表盘与体检——三层看板、KPI 追踪、北极星、异常预警。触发词: 数据体检, 仪表盘, dashboard, KPI, 指标追踪, 基准线, 营收报表, 异常预警, metrics, benchmark, data health check, revenue report。复杂问题先经 afa。. Afa Dashboard is an agent skill from afadtc/afa-dtc-skills.

When should I use Afa Dashboard?

Afa Dashboard fits situations like: tasks that involve OKRs and executive reporting.

How do I install Afa Dashboard in Claude Code?

Run `npx skills add afadtc/afa-dtc-skills --skill afa-dashboard -a claude-code`. Or copy the skill folder (skills/afa-dashboard in afadtc/afa-dtc-skills) into .claude/skills/afa-dashboard in your project. Claude Code loads it when a task matches its description.

How do I install Afa Dashboard in Codex?

Run `npx skills add afadtc/afa-dtc-skills --skill afa-dashboard -a codex`. Or copy the skill folder (skills/afa-dashboard in afadtc/afa-dtc-skills) into .agents/skills/afa-dashboard in your project. Codex loads it when a task matches its description.

Can I use Afa Dashboard in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add afadtc/afa-dtc-skills --skill afa-dashboard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/afa-dashboard, .gemini/skills/afa-dashboard, .github/skills/afa-dashboard and .opencode/skills/afa-dashboard in your project.

What does Afa Dashboard need to run?

Going by SKILL.md and its folder, Afa Dashboard needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Afa Dashboard access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Afa Dashboard safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Afa Dashboard use?

Afa Dashboard has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Afa Dashboard use?

About 2.2k tokens (SKILL.md is roughly 8.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 26k tokens, read only when the agent opens those files.

What are the alternatives to Afa Dashboard?

Skills that share tags, products or a category with Afa Dashboard: Pine Backtester (TradersPost/pinescript-agents, 170 stars), Analytics Strategy (rampstackco/claude-skills, 941 stars), Onboarding Planner (bpinheiroms/dotfiles, 108 stars) and Replit Deck (sanqiufong/slides-from-anything, 132 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Afa Dashboard?

afadtc (a GitHub user) maintains it in afadtc/afa-dtc-skills, which has 168 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on October 8, 2026.

Source: afadtc/afa-dtc-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.