Form Filling
asgeirtj/system_prompts_leaks
Fill out online forms (Google Forms, Typeform and similar) or PDF, Word and DocuSign forms; prepare a reviewable draft and get approval before submitting or sending.
Agent skill
Education Data Source Nccs
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016).
Custom licenceAuto-check passed
Install Education Data Source Nccs
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nccs -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-nccs --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-source-nccs .claude/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .claude/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccsType 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-source-nccs -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-nccs --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-source-nccs .agents/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .agents/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccs -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-nccs --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-source-nccs .cursor/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .cursor/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccs--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-source-nccs -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-nccs --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-source-nccs .gemini/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .gemini/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccsInstalls 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-source-nccs -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-source-nccs .github/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .github/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccs -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-source-nccs --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-source-nccs .opencode/skills/education-data-source-nccs && 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-source-nccs" 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-source-nccs into .opencode/skills/education-data-source-nccs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-nccs", 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-source-nccs- GitHub stars
- 4.5k
- Token cost
- ~4.2k tokens
- SKILL.md length
- 1,527 words
- Files
- 6 (incl. references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016).
- Works in 4 steps: Fetch data via… → Filter and clean → Link to IPEDS using unitid and year… → …
- IRS financial depth needed
- SKILL.md covers What is NCCS?, Reference File Structure, Decision Trees and Quick Reference: NCCS Datasets…, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Education Data Source Nccs is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). Revenue, expenses, assets, endowment, governance beyond IPEDS. Use when IRS financial depth needed. Portal ends 2016; public institutions excluded (no Form 990).
Its SKILL.md is about 4.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/education-relevance.md`, `references/form-990.md` and `references/nonprofit-data.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
- IRS financial depth needed
Example prompts
- “/education-data-source-nccs”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Fetch data via fetch_from_mirrors("nccs/colleges_nccs_all")
- Filter and clean
- Link to IPEDS using unitid and year columns
- Analyze — See variable definitions for meaning and limitations
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
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
Education Data Source Nccs loads about 4.2k tokens when it runs, and up to ~24k if it reads all its reference files. Until then it costs about 69 tokens; SKILL.md has 1,527 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 1,527 words (~4,166 tokens).
“National Center for Charitable Statistics (NCCS) Form 990 data for private nonprofit colleges and universities (Portal mirror: IPEDS-matched institutions, 1993-2016). Use when IRS-based financial data — revenue, expenses, assets, endowment details — or governance information (board composition, executive compensation) is…”
- name
- education-data-source-nccs
- metadata.audience
- any-agent
- metadata.domain
- data-source
- metadata.skill-authored
- 2026-02-09
- metadata.skill-last-updated
- 2026-02-09
Files
SKILL.md and 5 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-nccs of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/education-relevance.md
- references/form-990.md
- references/nonprofit-data.md
- references/ntee-codes.md
- references/variable-definitions.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Education Data Source Nccs 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 Source Nccs this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~4.2k | Automated safety check: Pass | Custom licence | |
| Form Fillingasgeirtj/system_prompts_leaks | 69k | — | ~400 | Automated safety check: Pass | CC0-1.0 | |
| Form Validationthedaviddias/Front-End-Checklist | 74k | — | ~633 | Automated safety check: Pass | MIT | |
| Formstrycompai/comp | 2k | — | ~1k | Automated safety check: Pass | AGPL-3.0 | |
| Form Httpsthedaviddias/Front-End-Checklist | 74k | — | ~552 | Automated safety check: Pass | MIT | |
| PortalBuilderIO/agent-native | 7.1k | — | ~1.1k | Automated safety check: Notes | None |
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Questions about Education Data Source Nccs
What does Education Data Source Nccs do?
NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). Education Data Source Nccs is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016).
When should I use Education Data Source Nccs?
Education Data Source Nccs fits situations like: IRS financial depth needed.
How do I install Education Data Source Nccs in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nccs -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-nccs in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/education-data-source-nccs in your project. Claude Code loads it when a task matches its description.
How do I install Education Data Source Nccs in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nccs -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-nccs in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/education-data-source-nccs in your project. Codex loads it when a task matches its description.
Can I use Education Data Source Nccs 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-source-nccs -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-source-nccs, .gemini/skills/education-data-source-nccs, .github/skills/education-data-source-nccs and .opencode/skills/education-data-source-nccs in your project.
What does Education Data Source Nccs need to run?
SKILL.md names no scripts, command-line tools or credentials: Education Data Source Nccs is instructions for the agent only. Our summary lists: Python 3.
Does Education Data Source Nccs 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 Education Data Source Nccs 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 Source Nccs use?
Education Data Source Nccs 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 Source Nccs use?
About 4.2k tokens (SKILL.md is roughly 17k 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 Education Data Source Nccs?
Skills that share tags, products or a category with Education Data Source Nccs: Form Filling (asgeirtj/system_prompts_leaks, 69k stars), Form Validation (thedaviddias/Front-End-Checklist, 74k stars), Forms (trycompai/comp, 2k stars) and Form Https (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Education Data Source Nccs?
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.