Matplotlib
zLanqing/codex-claude-academic-skills
Low-level plotting library for full customization. An agent skill from zLanqing/codex-claude-academic-skills.
Agent skill
Education Data Context
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Interpretation guidance for Urban Institute Portal datasets.
Install Education Data Context
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-context -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-context --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .claude/skills/education-data-context && 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 "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .claude/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-contextType 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 education-data-context -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-context --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .agents/skills/education-data-context && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .agents/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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 education-data-context -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-context --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .cursor/skills/education-data-context && 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 "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .cursor/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context--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 education-data-context -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-context --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .gemini/skills/education-data-context && 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 "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .gemini/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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 education-data-contextInstalls 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 education-data-context -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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .github/skills/education-data-context && 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 "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .github/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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 education-data-context -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 education-data-context --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context .opencode/skills/education-data-context && 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 "education-data-context" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context into .opencode/skills/education-data-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-context", 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
education-data-context- GitHub stars
- 4.5k
- Token cost
- ~5.9k tokens
- SKILL.md length
- 2,123 words
- Files
- 7 (incl. references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Interpretation guidance for Urban Institute Portal datasets.
- Works in 7 steps: Compare state assessment scores across… → Use IPEDS graduation rates to represent… → Assume Scorecard earnings represent all… → …
- Interpreting Portal data before analysis
- SKILL.md covers Why Data Context Matters, Data Provenance: The Education…, Reference File Structure and Decision Trees, plus 6 more sections
- Reaches educationdata.urban.org
What it does
Education Data Context is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Interpretation guidance for Urban Institute Portal datasets. Coded values (-1/-2/-3), year definitions, grade encoding, suppression, licensing, cross-source joins. Use when interpreting Portal data before analysis. Routes to source-specific skills.
Its SKILL.md is about 5.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/ccd-context.md`, `references/crdc-context.md` and `references/data-relationships.md`).
It sits in Data & Analytics. 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
- Interpreting Portal data before analysis
Example prompts
- “/education-data-context”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Compare state assessment scores across states (EDFacts)
- Use IPEDS graduation rates to represent all students
- Assume Scorecard earnings represent all graduates
- Calculate statistics without filtering coded values
- Compare 2020-2021 data to prior years without noting COVID
- Merge data across years assuming stable identifiers
- Assume Portal rate variables are on a 0-100 percentage scale
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 (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
educationdata.urban.org
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
Education Data Context loads about 5.9k tokens when it runs, and up to ~23k if it reads all its reference files. Until then it costs about 68 tokens; SKILL.md has 2,123 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 2,123 words (~5,923 tokens).
“Data origin, caveats, and interpretation guidance for Urban Institute Education Data Portal datasets. Use when interpreting Portal coded values (-1/-2/-3 missing/not-applicable/suppressed), understanding year definitions (fall vs. academic year), applying correct grade encoding (grade=-1 means Pre-K, not missing), assessing suppression rates…”
- name
- education-data-context
- metadata.audience
- any-agent
- metadata.domain
- data-documentation
Files
SKILL.md and 6 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/ccd-context.md
- references/crdc-context.md
- references/data-relationships.md
- references/edfacts-context.md
- references/ipeds-context.md
- references/scorecard-context.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Education Data Context 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 |
|---|---|---|---|---|---|---|
| Education Data Context this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~5.9k | Automated safety check: Pass | Custom licence | |
| MatplotlibzLanqing/codex-claude-academic-skills | 4.7k | 17 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Chart Visualizationbytedance/deer-flow | 84k | 2 repos | ~840 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Education Data Context
What does Education Data Context do?
Interpretation guidance for Urban Institute Portal datasets. Education Data Context is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Interpretation guidance for Urban Institute Portal datasets.
When should I use Education Data Context?
Education Data Context fits situations like: interpreting Portal data before analysis.
How do I install Education Data Context in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-context -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/education-data-context in your project. Claude Code loads it when a task matches its description.
How do I install Education Data Context in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-context -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-context in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/education-data-context in your project. Codex loads it when a task matches its description.
Can I use Education Data Context 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 education-data-context -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/education-data-context, .gemini/skills/education-data-context, .github/skills/education-data-context and .opencode/skills/education-data-context in your project.
What does Education Data Context need to run?
SKILL.md names no scripts, command-line tools or credentials: Education Data Context is instructions for the agent only. Our summary lists: Python 3.
Does Education Data Context access the network?
SKILL.md names 1 domain. In commands or code: educationdata.urban.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Education Data Context 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 Education Data Context use?
Education Data Context 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 Education Data Context use?
About 5.9k tokens (SKILL.md is roughly 24k 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 17k tokens, read only when the agent opens those files.
What are the alternatives to Education Data Context?
Skills that share tags, products or a category with Education Data Context: Matplotlib (zLanqing/codex-claude-academic-skills, 4.7k stars), Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars) and Chart Visualization (bytedance/deer-flow, 84k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Education Data Context?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 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.