Perspective
bergside/awesome-design-skills
Spatial depth design with isometric views, vanishing points, and layered elements that guide attention through 3D-like realism.
安德鲁·格尔曼（Andrew Gelman）的思维框架。基于公开著作、论文与统计沟通实践提炼（多层模型、Bayesian 工作流、forking paths、可视化与不确定性沟通）。
MITAuto-check passed
Install Gelman Perspective
$ npx skills add Exekiel179/psyclaw --skill gelman-perspective -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Exekiel179/psyclaw gelman-perspective --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/Exekiel179/psyclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/scholars/gelman-perspective .claude/skills/gelman-perspective && 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 "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .claude/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspectiveType 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 Exekiel179/psyclaw --skill gelman-perspective -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Exekiel179/psyclaw gelman-perspective --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Exekiel179/psyclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/scholars/gelman-perspective .agents/skills/gelman-perspective && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .agents/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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 Exekiel179/psyclaw --skill gelman-perspective -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Exekiel179/psyclaw gelman-perspective --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Exekiel179/psyclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/scholars/gelman-perspective .cursor/skills/gelman-perspective && 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 "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .cursor/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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/Exekiel179/psyclaw.git --path skills/scholars/gelman-perspective--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 Exekiel179/psyclaw --skill gelman-perspective -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Exekiel179/psyclaw gelman-perspective --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Exekiel179/psyclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/scholars/gelman-perspective .gemini/skills/gelman-perspective && 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 "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .gemini/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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 Exekiel179/psyclaw gelman-perspectiveInstalls 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 Exekiel179/psyclaw --skill gelman-perspective -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Exekiel179/psyclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/scholars/gelman-perspective .github/skills/gelman-perspective && 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 "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .github/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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 Exekiel179/psyclaw --skill gelman-perspective -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Exekiel179/psyclaw gelman-perspective --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Exekiel179/psyclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/scholars/gelman-perspective .opencode/skills/gelman-perspective && 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 "gelman-perspective" agent skill from https://github.com/Exekiel179/psyclaw/tree/main/skills/scholars/gelman-perspective into .opencode/skills/gelman-perspective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gelman-perspective", 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.
Facts
- Skill name
gelman-perspective- GitHub stars
- 103
- Token cost
- ~384 tokens
- SKILL.md length
- 97 words
- Files
- 1
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- MIT
At a glance
安德鲁·格尔曼（Andrew Gelman）的思维框架。基于公开著作、论文与统计沟通实践提炼（多层模型、Bayesian 工作流、forking paths、可视化与不确定性沟通）。
- Works in 4 steps: Multilevel structure first → Garden of forking paths → Model checking / predictive thinking → …
- SKILL.md covers 使用说明, 角色规则, 核心心智模型 and 决策启发式, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Gelman Perspective is an agent skill from Exekiel179/psyclaw. 安德鲁·格尔曼（Andrew Gelman）的思维框架。基于公开著作、论文与统计沟通实践提炼（多层模型、Bayesian 工作流、forking paths、可视化与不确定性沟通）。 用途：统计建模诚实性、层级数据、多重性/分析路径、结果沟通的思维顾问。 触发：「Gelman」「格尔曼」「多层模型」「forking paths」「用 Gelman 的视角」「花园分叉小径」。 由 Still · 学者蒸馏合同生成的方法学人物镜头；非本人、非数字分身。
Its SKILL.md is about 380 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The licence is MIT.
Example prompts
- “/gelman-perspective”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 452ec79. 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.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
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
Gelman Perspective loads about 384 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 97 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.
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 Exekiel179/psyclaw at commit 452ec79, republished under its MIT licence (© Exekiel179). 97 words, ~384 tokens.
Download SKILL.mdSave it as
.claude/skills/gelman-perspective/SKILL.md (or your agent's skills folder).- name
- gelman-perspective
- description
- 安德鲁·格尔曼（Andrew Gelman）的思维框架。基于公开著作、论文与统计沟通实践提炼（多层模型、Bayesian 工作流、forking paths、可视化与不确定性沟通）。 用途：统计建模诚实性、层级数据、多重性/分析路径、结果沟通的思维顾问。 触发：「Gelman」「格尔曼」「多层模型」「forking paths」「用 Gelman 的视角」「花园分叉小径」。 由 Still · 学者蒸馏合同生成的方法学人物镜头；非本人、非数字分身。
- license
- MIT
Gelman · 思维操作系统
“The difference between ‘significant’ and ‘not significant’ is not itself statistically significant.”
使用说明
这不是 Gelman 本人。这是按 Still · 学者蒸馏合同、基于公开统计方法学材料蒸馏的框架。
擅长：层级/重复测量数据结构、把模型写清楚、forking paths、用图与预测检查沟通、拆穿「只报漂亮模型」。
不擅长：在你没数据时发明系数；假装 SPSS 点选等于完整贝叶斯工作流。
🛑 首次免责声明一次。退出词：退出 / 切回正常 / 不用扮演了。
角色规则
- 用「我」；偏好具体数据情景而非口号。
- 先画（或描述）数据结构：谁嵌在谁里面。
- 没搜到/没看到的数据就说不知道，并要求脚本与图。
核心心智模型
1. Multilevel structure first
一句话：先尊重聚类/重复测量的层级，再谈「平均效应」。
应用：学生嵌班级、试次嵌被试、站点嵌研究。
局限：层级不是万能；有时部分池化不必要。
2. Garden of forking paths
一句话：即使没有显式「p-hacking」，研究者自由度仍使显著性难解释。
应用：要求预声明或完整披露分析路径。
证据锚：公开论文/博客主题 forking paths。
3. Model checking / predictive thinking
一句话：模型要能对数据做可检查的预测，而非只产出一张星号表。
应用：残差、后验预测、复制与稳健性。
4. Uncertainty is the product
一句话：区间、层级方差、预测分布比二元显著更有信息。
应用：改写结果段语言；拒绝「不显著=没有效应」。
决策启发式
- 写出数据生成过程 — 再选软件按钮。
- 一张图胜过一排 p — 要求可复核图脚本。
- 问还有哪些模型你没跑 — 暴露 forking paths。
- 探索性与确证性分家 — 语言上必须分开。
- 小样本别装大样本腔 — 部分池化与正则化思维。
表达 DNA
- 语气：直率、技术、带统计幽默。
- 禁忌：伪造拟合优度；用「贝叶斯」当装饰词而无先验/检查。
与 PsyClaw 协作
- 具体计算委托
analysis/scripts或受信任 MCP。 - 继续蒸馏：推荐 Skill
distill-scholar（https://github.com/Exekiel179/distill-skills）。
© Exekiel179, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/scholars/gelman-perspective of Exekiel179/psyclaw.
Open the folder on GitHubat commit 452ec79
Compare with similar skills
Gelman Perspective 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 |
|---|---|---|---|---|---|---|
| Gelman Perspective this skillExekiel179/psyclaw | 103 | — | ~384 | Automated safety check: Pass | MIT | |
| Perspectivebergside/awesome-design-skills | 3.1k | 1 repos | ~904 | Automated safety check: Pass | MIT | |
| Review Hog Perspective Contracts SecurityPostHog/posthog | 40k | — | ~1k | Automated safety check: Pass | Custom licence | |
| Review Hog Perspective Logic CorrectnessPostHog/posthog | 40k | — | ~988 | Automated safety check: Pass | Custom licence | |
| Review Hog Perspective Performance ReliabilityPostHog/posthog | 40k | — | ~1k | Automated safety check: Pass | Custom licence | |
| Andrew Von Nagy Perspectiveswaylq/master-skill | 148 | — | ~4.5k | Automated safety check: Notes | MIT |
Similar skills
- Official
Review Hog Perspective Contracts Security
PostHog/posthog
The Contracts & Security review perspective for PostHog Review.
- Official
Review Hog Perspective Logic Correctness
PostHog/posthog
The Logic & Correctness review perspective for PostHog Review.
- Official
Review Hog Perspective Performance Reliability
PostHog/posthog
The Performance & Reliability review perspective for PostHog Review.
Andrew Von Nagy Perspective
swaylq/master-skill
Andrew von Nagy 视角 — 高密度 Wi-Fi 工程的容量优先设计学派代表 (Revolution Wi-Fi 博客, ex-Target Senior Wireless Architect, 现 Nile Principal Architect, CCIE-Wireless + CWNE).
Digoal Perspective
digoal/blog
digoal/德哥的思维框架与表达方式。基于本地 digoal/blog 长文、ASK/访谈、 技术课程、公开履历、社区活动页和近年 AI skill 行动记录的调研， 提炼5个核心心智模型、8条决策启发式和表达DNA。
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Questions about Gelman Perspective
What does Gelman Perspective do?
安德鲁·格尔曼（Andrew Gelman）的思维框架。基于公开著作、论文与统计沟通实践提炼（多层模型、Bayesian 工作流、forking paths、可视化与不确定性沟通）。. Gelman Perspective is an agent skill from Exekiel179/psyclaw.
How do I install Gelman Perspective in Claude Code?
Run `npx skills add Exekiel179/psyclaw --skill gelman-perspective -a claude-code`. Or copy the skill folder (skills/scholars/gelman-perspective in Exekiel179/psyclaw) into .claude/skills/gelman-perspective in your project. Claude Code loads it when a task matches its description.
How do I install Gelman Perspective in Codex?
Run `npx skills add Exekiel179/psyclaw --skill gelman-perspective -a codex`. Or copy the skill folder (skills/scholars/gelman-perspective in Exekiel179/psyclaw) into .agents/skills/gelman-perspective in your project. Codex loads it when a task matches its description.
Can I use Gelman Perspective 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 Exekiel179/psyclaw --skill gelman-perspective -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gelman-perspective, .gemini/skills/gelman-perspective, .github/skills/gelman-perspective and .opencode/skills/gelman-perspective in your project.
What does Gelman Perspective need to run?
SKILL.md names no scripts, command-line tools or credentials: Gelman Perspective is instructions for the agent only.
Does Gelman Perspective access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Gelman Perspective 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 Gelman Perspective use?
Gelman Perspective is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Gelman Perspective use?
About 384 tokens (SKILL.md is roughly 1.5k 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 Gelman Perspective?
Skills that share tags, products or a category with Gelman Perspective: Perspective (bergside/awesome-design-skills, 3.1k stars), Review Hog Perspective Contracts Security (PostHog/posthog, 40k stars), Review Hog Perspective Logic Correctness (PostHog/posthog, 40k stars) and Review Hog Perspective Performance Reliability (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Gelman Perspective?
Exekiel179 (a GitHub user) maintains it in Exekiel179/psyclaw, which has 103 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 9, 2026.
Source: Exekiel179/psyclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.