对用户参与度数据执行同期群分析——留存曲线、功能采用趋势及分层洞察。适用于按同期群分析用户留存、研究功能随时间的采用情况、调查流失规律，或识别参与度趋势。
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install killvxk/pm-skills-zh cohort-analysis --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .claude/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .claude/skills/cohort-analysis && rm -rf skills-srcUse ~/.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/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .claude/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysisType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install killvxk/pm-skills-zh cohort-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .agents/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .agents/skills/cohort-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .agents/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install killvxk/pm-skills-zh cohort-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .cursor/skills/cohort-analysis && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .cursor/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/killvxk/pm-skills-zh.git --path pm-data-analytics/skills/cohort-analysis--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install killvxk/pm-skills-zh cohort-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .gemini/skills/cohort-analysis && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .gemini/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install killvxk/pm-skills-zh cohort-analysisInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .github/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .github/skills/cohort-analysis && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .github/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install killvxk/pm-skills-zh cohort-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/killvxk/pm-skills-zh.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/pm-data-analytics/skills/cohort-analysis .opencode/skills/cohort-analysis && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cohort-analysis" agent skill from https://github.com/killvxk/pm-skills-zh/tree/master/pm-data-analytics/skills/cohort-analysis into .opencode/skills/cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohort-analysis", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
cohort-analysis对用户参与度数据执行同期群分析——留存曲线、功能采用趋势及分层洞察。适用于按同期群分析用户留存、研究功能随时间的采用情况、调查流失规律，或识别参与度趋势。
Cohort Analysis is an agent skill from killvxk/pm-skills-zh. 对用户参与度数据执行同期群分析——留存曲线、功能采用趋势及分层洞察。适用于按同期群分析用户留存、研究功能随时间的采用情况、调查流失规律，或识别参与度趋势。
Its SKILL.md is about 560 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Product analytics. It works with Python. The repository describes itself as: PM Skills Marketplace 简体中文版 - 65个产品经理技能和36个工作流，翻译自 https://github.com/phuryn/pm-skills/. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 5179784. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
productcompass.pmFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Cohort Analysis loads about 562 tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 129 words of instructions outside code blocks.
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.
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.
The full file from killvxk/pm-skills-zh at commit 5179784, republished under its MIT licence (© killvxk). 129 words, ~562 tokens.
.claude/skills/cohort-analysis/SKILL.md (or your agent's skills folder).通过同期群分析用户参与度和留存规律，识别用户行为、功能采用及长期参与度的趋势。将定量洞察与定性研究建议相结合。
示例一：上传 CSV 数据
上传 cohort_engagement.csv，包含以下字段：cohort_month、weeks_active、
user_id、feature_x_usage、engagement_score
需求："分析留存规律，并找出 Q4 2025 同期群为何相比 Q3 表现欠佳"示例二：描述数据格式
"我有 2025 年 1—12 月的月度用户同期群。每行包含：
同期群日期、用户 ID、购买频次和客服工单数量。
分析哪些同期群的长期留存率最高。"示例三：功能采用分析
上传包含同期群采用数据的 feature_usage.xlsx。
需求："对比各同期群新功能的采用曲线。
哪些同期群采用速度最快？有什么规律？"你将收到：
© killvxk, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in pm-data-analytics/skills/cohort-analysis of killvxk/pm-skills-zh.
Open the folder on GitHubat commit 5179784
Cohort Analysis 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cohort Analysis this skillkillvxk/pm-skills-zh | 168 | — | ~562 | Automated safety check: Pass | MIT | |
| Retentioneering Contributingretentioneering/retentioneering-tools | 920 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Retentioneering Product Analyticsretentioneering/retentioneering-tools | 920 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| A/B Test Analysisphuryn/pm-skills | 27k | — | ~893 | Automated safety check: Pass | MIT | |
| Batch CohortAperivue/medsci-skills | 329 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Opik Analytics Instrumentationcomet-ml/opik | 22k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 |
retentioneering/retentioneering-tools
Help the user turn their Retentioneering ideas, friction reports, bug findings, or feature needs into high-quality upstream contributions: from capturing and validating the idea, through minimal…
retentioneering/retentioneering-tools
Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering.
phuryn/pm-skills
Validates an experiment's setup, works out lift, p-value and confidence interval from A/B test data, and recommends whether to ship, extend or stop.
Aperivue/medsci-skills
A skill your agent uses when one validated cohort analysis must be repeated across many exposure/outcome pairs.
comet-ml/opik
Shows how to add product analytics events to Opik's frontend, Java backend and Python SDK, all reporting through Segment to PostHog with an opik_ name prefix.
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
killvxk/pm-skills-zh
分析 A/B 测试结果，涵盖统计显著性检验、样本量验证、置信区间计算及上线/延长/停止的决策建议。适用于评估实验结果、判断测试是否达到显著性、解读分流测试数据，或决定是否上线某个实验组。
killvxk/pm-skills-zh
集思广益制定团队级 OKR（目标与关键成果），对齐公司目标——定性目标与可量化关键成果。适用于制定季度 OKR、将团队目标与公司战略对齐、起草目标，或学习如何编写有效的 OKR。
killvxk/pm-skills-zh
生成用于测试的逼真虚拟数据集，支持自定义列、约束条件及输出格式（CSV、JSON、SQL、Python 脚本）。适用于创建测试数据、构建模拟数据集，或为开发和演示生成示例数据。
killvxk/pm-skills-zh
创建结构化的用户访谈脚本，包含 JTBD（用户待办任务）探测问题、破冰环节、核心探索及收尾部分。遵循"老妈测试"原则——不引导、不推销，聚焦过去的实际行为。适用于准备用户访谈、创建访谈指南或规划探索性研究时使用。
killvxk/pm-skills-zh
定义并设计产品指标看板，包含核心指标、数据来源、可视化类型和告警阈值。适用于创建指标看板、定义 KPI（关键绩效指标）、搭建产品分析体系或制定数据监控计划时使用。
killvxk/pm-skills-zh
对 PRD（产品需求文档）或发布计划进行事前剖析（Pre-mortem）。将风险分类为老虎（真实问题）、纸老虎（被夸大的担忧）和大象（未被说出的隐忧），并按发布阻断、快速跟进或持续跟踪进行分级。适用于发布准备、对产品计划进行压力测试，或识别可能出错的地方。
Works with
Categories
对用户参与度数据执行同期群分析——留存曲线、功能采用趋势及分层洞察。适用于按同期群分析用户留存、研究功能随时间的采用情况、调查流失规律，或识别参与度趋势。. Cohort Analysis is an agent skill from killvxk/pm-skills-zh.
Cohort Analysis fits situations like: tasks that involve Product analytics.
Run `npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a claude-code`. Or copy the skill folder (pm-data-analytics/skills/cohort-analysis in killvxk/pm-skills-zh) into .claude/skills/cohort-analysis in your project. Claude Code loads it when a task matches its description.
Run `npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a codex`. Or copy the skill folder (pm-data-analytics/skills/cohort-analysis in killvxk/pm-skills-zh) into .agents/skills/cohort-analysis in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add killvxk/pm-skills-zh --skill cohort-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cohort-analysis, .gemini/skills/cohort-analysis, .github/skills/cohort-analysis and .opencode/skills/cohort-analysis in your project.
SKILL.md names no scripts, command-line tools or credentials: Cohort Analysis is instructions for the agent only. Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: productcompass.pm. This is read from the text; nothing was executed.
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.
Cohort Analysis is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 562 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.
Skills that share tags, products or a category with Cohort Analysis: Retentioneering Contributing (retentioneering/retentioneering-tools, 920 stars), Retentioneering Product Analytics (retentioneering/retentioneering-tools, 920 stars), A/B Test Analysis (phuryn/pm-skills, 27k stars) and Batch Cohort (Aperivue/medsci-skills, 329 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
killvxk (a GitHub user) maintains it in killvxk/pm-skills-zh, which has 168 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on March 16, 2026.
Source: killvxk/pm-skills-zh on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
