Agent skill

Growth Analytics

by devcodex-labs in devcodex-labs/devcodex

增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。

AGPL-3.0Auto-check passedDevOps & Cloud

Install Growth Analytics

skills CLI
$ npx skills add devcodex-labs/devcodex --skill growth-analytics -a claude-code

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

GitHub CLI
$ gh skill install devcodex-labs/devcodex growth-analytics --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/devcodex-labs/devcodex.git skills-src && mkdir -p .claude/skills && cp -r skills-src/content/skills/growth-analytics .claude/skills/growth-analytics && 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
growth-analytics
GitHub stars
439
Token cost
~541 tokens
SKILL.md length
99 words
Files
2
Skills in repo
70
Repo updated
First seen
Licence
AGPL-3.0

At a glance

增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。

  • Works in 6 steps: 明确增长问题:目标用户、行为路径、业务目标和可观察结果。 → 定义指标分类:北极星、输入指标、护栏指标、分群维度和口径来源。 → 设计事件模型:事件名、触发时机、属性、去重、版本和采集失败处理。 → …
  • DevOps & Cloud work in your project
  • SKILL.md covers 定位, 触发条件, 核心门禁 and 执行步骤, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Growth Analytics is an agent skill from devcodex-labs/devcodex. 增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。

Its SKILL.md is about 540 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `intent.json`).

It sits in DevOps & Cloud. The repository describes itself as: Intent-driven AI coding workflow runtime for consistent context, skills, approvals, validation, and handoffs across six AI coding hosts. The licence is AGPL-3.0.

When your agent uses it

  • DevOps & Cloud work in your project

Example prompts

  • “/growth-analytics”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. 明确增长问题:目标用户、行为路径、业务目标和可观察结果。
  2. 定义指标分类:北极星、输入指标、护栏指标、分群维度和口径来源。
  3. 设计事件模型:事件名、触发时机、属性、去重、版本和采集失败处理。
  4. 建立漏斗、留存或实验方案,写清假设、样本、停止条件和回滚。
  5. 检查隐私、同意、数据最小化和数据保留策略。
  6. 写出决策闭环:什么信号触发继续、停止、回滚或二次实验。

What it can do on your machine

Read from SKILL.md and the folder at commit 1dd4525. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    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

Growth Analytics loads about 541 tokens when it runs. Until then it costs about 27 tokens; SKILL.md has 99 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~27
When it runs · the whole SKILL.md, loaded when a task matches
~541

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from devcodex-labs/devcodex at commit 1dd4525, republished under its AGPL-3.0 licence (© devcodex-labs). 99 words, ~541 tokens.

Download SKILL.mdSave it as .claude/skills/growth-analytics/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
growth-analytics
description
增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。

Growth Analytics Skill

定位

本 Skill 负责增长分析 Owner 视角。它是 P3 条件触发能力,只在增长、转化、留存、实验和产品数据决策出现时启用。它不替代普通日志、性能监控、错误监控或审计日志。

触发条件

场景是否触发
用户要求增长、转化、漏斗、留存、激活、复购、获客、运营指标或增长看板必须
功能设计需要埋点、事件命名、指标口径、实验分流或数据驱动决策必须
文档、产品方案或报告需要说明成功指标和行为数据验证可选,命中产品增长语义时触发
普通日志、性能指标、错误监控、审计日志、SRE 可观测性N/A + skipReason

核心门禁

Gate要求证据
GrowthAnalyticsGate增长问题、指标、事件、实验和决策闭环必须完整growthQuestion、decisionLoop
MetricTaxonomyGate北极星、输入指标、护栏指标、分群维度和反作弊口径必须定义metricTaxonomy
EventInstrumentationGate事件必须有命名、触发时机、属性、去重、采样和版本策略eventInstrumentation
FunnelRetentionGate漏斗、留存、 cohort 和流失原因不能只写概念funnelRetentionModel
ExperimentDesignGate实验必须有假设、分流、样本、停止条件、护栏和回滚experimentDesign
PrivacyConsentGate埋点和分析必须说明隐私、同意、最小化和保留边界privacyConsentBoundary

执行步骤

  1. 明确增长问题:目标用户、行为路径、业务目标和可观察结果。
  2. 定义指标分类:北极星、输入指标、护栏指标、分群维度和口径来源。
  3. 设计事件模型:事件名、触发时机、属性、去重、版本和采集失败处理。
  4. 建立漏斗、留存或实验方案,写清假设、样本、停止条件和回滚。
  5. 检查隐私、同意、数据最小化和数据保留策略。
  6. 写出决策闭环:什么信号触发继续、停止、回滚或二次实验。

输出字段

markdown
## GrowthAnalyticsGate

| 字段 | 内容 |
|------|------|
| growthQuestion | 增长问题、目标用户、行为路径、业务目标 |
| metricTaxonomy | 北极星、输入指标、护栏指标、分群、口径 |
| eventInstrumentation | 事件名、触发时机、属性、去重、采样、版本 |
| funnelRetentionModel | 漏斗、留存、cohort、转化和流失分析 |
| experimentDesign | 假设、分流、样本、停止条件、护栏、回滚 |
| privacyConsentBoundary | 隐私、同意、最小化、保留、用户可见说明 |
| decisionLoop | 数据如何驱动继续、停止、回滚或下一轮实验 |
| evidenceMatrix | 判断 -> 用户行为 / 事件 / 指标 / 查询 / 实验 / 文档 |

反模式

反模式修正
把所有日志都叫埋点区分增长事件、SRE 日志、审计日志和调试日志
只写 DAU、转化率,没有口径和分群补 MetricTaxonomyGate
先加事件,后想用途从 growthQuestion 和 decisionLoop 反推事件
实验没有停止条件或护栏指标补 ExperimentDesignGate
采集用户行为但不说明隐私和同意补 PrivacyConsentGate

与其他 Skill 的关系

  • product-strategy:定义用户价值和成功信号;本 Skill 将其量化为增长指标和实验闭环。
  • data-architecture:负责数据模型、质量和消费者;本 Skill 负责增长指标和行为事件语义。
  • production-readiness-sre:负责运行可观测性;本 Skill 不替代 SRE 指标。
  • business-model-review:商业化指标或收入实验需要与商业模型联动。

© devcodex-labs, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in content/skills/growth-analytics of devcodex-labs/devcodex.

  • SKILL.md
  • intent.json

Open the folder on GitHubat commit 1dd4525

Compare with similar skills

Growth Analytics 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.

Growth Analytics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Growth Analytics this skilldevcodex-labs/devcodex439—~541Automated safety check: PassAGPL-3.0
Monitor CInrwl/nx29k6 repos~4.7kAutomated safety check: PassMIT
Terraform and OpenTofu Guideagentscope-ai/QwenPaw35k6 repos~4.2kAutomated safety check: PassApache-2.0
Vercel Optimize Auditvercel-labs/agent-skills32k9 repos~4.3kAutomated safety check: PassNone
Openclaw Live Updateropenclaw/openclaw392k—~3.7kAutomated safety check: PassMIT
Analyze GitHub Action Logswithastro/astro63k1 repos~1.3kAutomated safety check: PassCustom licence

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Categories

Questions about Growth Analytics

What does Growth Analytics do?

增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。. Growth Analytics is an agent skill from devcodex-labs/devcodex.

When should I use Growth Analytics?

Growth Analytics fits situations like: devOps & Cloud work in your project.

How do I install Growth Analytics in Claude Code?

Run `npx skills add devcodex-labs/devcodex --skill growth-analytics -a claude-code`. Or copy the skill folder (content/skills/growth-analytics in devcodex-labs/devcodex) into .claude/skills/growth-analytics in your project. Claude Code loads it when a task matches its description.

How do I install Growth Analytics in Codex?

Run `npx skills add devcodex-labs/devcodex --skill growth-analytics -a codex`. Or copy the skill folder (content/skills/growth-analytics in devcodex-labs/devcodex) into .agents/skills/growth-analytics in your project. Codex loads it when a task matches its description.

Can I use Growth Analytics 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 devcodex-labs/devcodex --skill growth-analytics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/growth-analytics, .gemini/skills/growth-analytics, .github/skills/growth-analytics and .opencode/skills/growth-analytics in your project.

What does Growth Analytics need to run?

SKILL.md names no scripts, command-line tools or credentials: Growth Analytics is instructions for the agent only.

Does Growth Analytics 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 Growth Analytics 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. Review the folder before installing.

What licence does Growth Analytics use?

Growth Analytics is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Growth Analytics use?

About 541 tokens (SKILL.md is roughly 2.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Growth Analytics?

Skills that share tags, products or a category with Growth Analytics: Monitor CI (nrwl/nx, 29k stars), Terraform and OpenTofu Guide (agentscope-ai/QwenPaw, 35k stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Openclaw Live Updater (openclaw/openclaw, 392k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Growth Analytics?

devcodex-labs (a GitHub organization) maintains it in devcodex-labs/devcodex, which has 439 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on September 17, 2026.

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