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glebis/claude-skills
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Agent skill
Redistricting Analysis
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Redistricting analysis in R using the redistverse ecosystem.
Custom licenceAuto-check passed
Install Redistricting Analysis
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills redistricting-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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .claude/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .claude/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills redistricting-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .agents/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .agents/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills redistricting-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .cursor/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .cursor/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/22-christopherkenny-skills/skills/redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills redistricting-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .gemini/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .gemini/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .github/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .github/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-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 brycewang-stanford/Auto-Empirical-Research-Skills redistricting-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/22-christopherkenny-skills/skills/redistricting-analysis .opencode/skills/redistricting-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 "redistricting-analysis" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/22-christopherkenny-skills/skills/redistricting-analysis into .opencode/skills/redistricting-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "redistricting-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.
Facts
- Skill name
redistricting-analysis- GitHub stars
- 4.6k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 430 words
- Files
- 18 (incl. references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Redistricting analysis in R using the redistverse ecosystem.
- Works in 7 steps: Load data — Download pre-built precinct… → Prepare adjacency — Verify and edit the… → Set constraints — Define population… → …
- The user is working with redist
- SKILL.md covers Standard Analysis Pipeline, Quick Navigation, Key Data Structures and Population Tolerance Guidelines
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Redistricting Analysis is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Redistricting analysis in R using the redistverse ecosystem. Use whenever the user is working with redist, redistmetrics, ggredist, geomander, adj, alarmdata, PL94171, censable, easycensus, tinytiger, baf, rict, or redistio. Covers the complete pipeline: Census and spatial data loading, adjacency graph construction, SMC/MCMC simulation, constraints (population balance, county splits, VRA compliance), convergence diagnostics, plan metrics (compactness, partisan fairness, splits), visualization, summary tables, and…
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 18 other files, including reference files (for example `references/01-redist-simulation.md`, `references/02-redist-constraints.md` and `references/03-redist-advanced.md`).
The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- The user is working with redist
- Mentions redistricting
- Simulation ensembles
- Any redistverse package by name
Example prompts
- “/redistricting-analysis”
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Load data — Download pre-built precinct map + demographics + elections via alarmdata, or assemble your own sf object and build a…
- Prepare adjacency — Verify and edit the adjacency graph (remove water-body edges, fix topological errors). → 08-adj.md…
- Set constraints — Define population tolerance, county-split penalties, VRA hinge constraints, compactness. → 02-redist-constraints.md
- Simulate — Run redist_smc() (recommended) or MCMC to generate an ensemble of valid plans. → 01-redist-simulation.md
- Validate — Check convergence (summary()), R-hat, effective sample size, and plan diversity. → 01-redist-simulation.md
- Score — Compute compactness, partisan fairness, splits, and other metrics across the ensemble. → 04–06 redistmetrics references
- Visualize & compare — Map plans, plot metric distributions, compare enacted plan to the baseline. → 07-ggredist.md
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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
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
Redistricting Analysis loads about 1.5k tokens when it runs, and up to ~21k if it reads all its reference files. Until then it costs about 177 tokens; SKILL.md has 430 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 430 words (~1,476 tokens).
“A comprehensive reference for redistricting analysis in R using the redistverse ecosystem (library(redistverse) loads redist, redistmetrics, ggredist, geomander, sf, and adj).”
- name
- redistricting-analysis
Files
SKILL.md and 17 other files (references) in skills/22-christopherkenny-skills/skills/redistricting-analysis of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/01-redist-simulation.md
- references/02-redist-constraints.md
- references/03-redist-advanced.md
- references/04-redistmetrics-compactness.md
- references/05-redistmetrics-partisan.md
- references/06-redistmetrics-other.md
- references/07-ggredist.md
- references/08-adj.md
- references/09-geomander-adjacency.md
- references/10-geomander-spatial.md
- references/11-geomander-data.md
- references/12-alarmdata.md
- references/13-pl94171.md
- references/14-census-utilities.md
- references/15-baf.md
- references/16-rict.md
- references/17-redistio.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Redistricting 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 |
|---|---|---|---|---|---|---|
| Redistricting Analysis this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Ecosystemglebis/claude-skills | 391 | — | ~2.1k | Automated safety check: Pass | MIT | |
| EcosystemConvex-Dev/convex | 117 | — | ~159 | Automated safety check: Pass | Custom licence | |
| Summarise Ecosystem Resultsastral-sh/ruff | 50k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Minimizing Ty Ecosystem Changesastral-sh/ruff | 50k | — | ~4.6k | Automated safety check: Pass | MIT | |
| Gtm Developer Ecosystemgithub/awesome-copilot | 40k | 1 repos | ~2.3k | Automated safety check: Pass | MIT |
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Questions about Redistricting Analysis
What does Redistricting Analysis do?
Redistricting analysis in R using the redistverse ecosystem. Redistricting Analysis is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Redistricting analysis in R using the redistverse ecosystem.
When should I use Redistricting Analysis?
Redistricting Analysis fits situations like: the user is working with redist; mentions redistricting; simulation ensembles; any redistverse package by name.
How do I install Redistricting Analysis in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a claude-code`. Or copy the skill folder (skills/22-christopherkenny-skills/skills/redistricting-analysis in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/redistricting-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Redistricting Analysis in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-analysis -a codex`. Or copy the skill folder (skills/22-christopherkenny-skills/skills/redistricting-analysis in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/redistricting-analysis in your project. Codex loads it when a task matches its description.
Can I use Redistricting Analysis 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill redistricting-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/redistricting-analysis, .gemini/skills/redistricting-analysis, .github/skills/redistricting-analysis and .opencode/skills/redistricting-analysis in your project.
What does Redistricting Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Redistricting Analysis is instructions for the agent only.
Does Redistricting Analysis 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 Redistricting Analysis 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 Redistricting Analysis use?
Redistricting Analysis 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 Redistricting Analysis use?
About 1.5k tokens (SKILL.md is roughly 5.9k 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 20k tokens, read only when the agent opens those files.
What are the alternatives to Redistricting Analysis?
Skills that share tags, products or a category with Redistricting Analysis: Ecosystem (glebis/claude-skills, 391 stars), Ecosystem (Convex-Dev/convex, 117 stars), Summarise Ecosystem Results (astral-sh/ruff, 50k stars) and Minimizing Ty Ecosystem Changes (astral-sh/ruff, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Redistricting Analysis?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.