Form Validation
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing templates, rendered HTML, or shared components related to Validate forms accessibly.
Analyze reliability and validity of questionnaire scales. An agent skill from Drchronx/ai-agent-research-starter-kit.
Custom licenceAuto-check passed
Install Scale Reliability Validity
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit scale-reliability-validity --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/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .claude/skills/scale-reliability-validity && 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 "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .claude/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validityType 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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit scale-reliability-validity --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .agents/skills/scale-reliability-validity && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .agents/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit scale-reliability-validity --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .cursor/skills/scale-reliability-validity && 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 "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .cursor/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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/Drchronx/ai-agent-research-starter-kit.git --path '本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity'--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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit scale-reliability-validity --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .gemini/skills/scale-reliability-validity && 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 "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .gemini/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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 Drchronx/ai-agent-research-starter-kit scale-reliability-validityInstalls 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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .github/skills/scale-reliability-validity && 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 "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .github/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit scale-reliability-validity --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity' .opencode/skills/scale-reliability-validity && 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 "scale-reliability-validity" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/13_%E9%87%8F%E8%A1%A8%E5%BC%80%E5%8F%91%E4%B8%8E%E5%BF%83%E7%90%86%E6%B5%8B%E9%87%8FSkills/scale-reliability-validity into .opencode/skills/scale-reliability-validity/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scale-reliability-validity", 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
scale-reliability-validity- GitHub stars
- 134
- Token cost
- ~380 tokens
- SKILL.md length
- 127 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 53
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Analyze reliability and validity of questionnaire scales. An agent skill from Drchronx/ai-agent-research-starter-kit.
- Works in 7 steps: Audit missingness, coding, anchors, and… → Compute descriptive statistics and… → Estimate reliability: alpha, omega, and… → …
- McDonalds omega
- SKILL.md covers Inputs, Workflow, Hard Constraints and Output
- Runs Python scripts from its folder
What it does
Scale Reliability Validity is an agent skill from Drchronx/ai-agent-research-starter-kit. Analyze reliability and validity of questionnaire scales. Use for Cronbach alpha, McDonald's omega, composite reliability, AVE, convergent validity, discriminant validity, Fornell-Larcker, HTMT, item-total correlations, scale purification, and management or psychology measurement reporting.
Its SKILL.md is about 380 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `agents/openai.yaml` and `scripts/create_scale_codebook.py`).
The repository describes itself as: AI Agent 科研全流程教学包，能教学生从零部署 Codex、Claude Code、OpenClaw、Hermes 等 Agent，学会使用 Skills、飞书、AMiner、AI4Scholar、Zotero、Obsidian…
When your agent uses it
- McDonalds omega
- Composite reliability
- Convergent validity
- Discriminant validity
Example prompts
- “/scale-reliability-validity”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Audit missingness, coding, anchors, and reverse-coded items.
- Compute descriptive statistics and item-total correlations.
- Estimate reliability: alpha, omega, and composite reliability when appropriate.
- Assess convergent validity using AVE or factor loadings.
- Assess discriminant validity using Fornell-Larcker, HTMT, or model comparison.
- Decide whether item removal is theoretically justified.
- Produce a measurement-quality report.
What it can do on your machine
Read from SKILL.md and the folder at commit aab1133. 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
Ships 1 file in scripts/ (Python), which the agent can run.
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
Scale Reliability Validity loads about 380 tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 127 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); the scripts in this folder 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 127 words (~380 tokens).
“Use this skill after collecting scale data.”
- name
- scale-reliability-validity
Files
SKILL.md and 2 other files (scripts) in 本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity of Drchronx/ai-agent-research-starter-kit.
- SKILL.md
- agents/openai.yaml
- scripts/create_scale_codebook.py
Open the folder on GitHubat commit aab1133
Compare with similar skills
Scale Reliability Validity 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 |
|---|---|---|---|---|---|---|
| Scale Reliability Validity this skillDrchronx/ai-agent-research-starter-kit | 134 | — | ~380 | Automated safety check: Pass | Custom licence | |
| Form Validationthedaviddias/Front-End-Checklist | 74k | — | ~633 | Automated safety check: Pass | MIT | |
| Scale Benchmarkssickn33/agentic-awesome-skills | 47k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Genome-Scale Metabolic Model Validatoraiming-lab/AutoResearchClaw | 15k | — | ~2k | Automated safety check: Pass | MIT | |
| Validateagenticnotetaking/arscontexta | 3.5k | — | ~3k | Automated safety check: Pass | MIT | |
| Zod Validation Expertdavila7/claude-code-templates | 32k | 3 repos | ~2.4k | Automated safety check: Pass | MIT |
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Questions about Scale Reliability Validity
What does Scale Reliability Validity do?
Analyze reliability and validity of questionnaire scales. An agent skill from Drchronx/ai-agent-research-starter-kit. Scale Reliability Validity is an agent skill from Drchronx/ai-agent-research-starter-kit. Analyze reliability and validity of questionnaire scales.
When should I use Scale Reliability Validity?
Scale Reliability Validity fits situations like: mcDonalds omega; composite reliability; convergent validity; discriminant validity.
How do I install Scale Reliability Validity in Claude Code?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a claude-code`. Or copy the skill folder (本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity in Drchronx/ai-agent-research-starter-kit) into .claude/skills/scale-reliability-validity in your project. Claude Code loads it when a task matches its description.
How do I install Scale Reliability Validity in Codex?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a codex`. Or copy the skill folder (本地Skills功能分类库/13_量表开发与心理测量Skills/scale-reliability-validity in Drchronx/ai-agent-research-starter-kit) into .agents/skills/scale-reliability-validity in your project. Codex loads it when a task matches its description.
Can I use Scale Reliability Validity 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 Drchronx/ai-agent-research-starter-kit --skill scale-reliability-validity -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scale-reliability-validity, .gemini/skills/scale-reliability-validity, .github/skills/scale-reliability-validity and .opencode/skills/scale-reliability-validity in your project.
What does Scale Reliability Validity need to run?
Going by SKILL.md and its folder, Scale Reliability Validity needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Scale Reliability Validity 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 Scale Reliability Validity 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Scale Reliability Validity use?
Scale Reliability Validity 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 Scale Reliability Validity use?
About 380 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 Scale Reliability Validity?
Skills that share tags, products or a category with Scale Reliability Validity: Form Validation (thedaviddias/Front-End-Checklist, 74k stars), Scale Benchmarks (sickn33/agentic-awesome-skills, 47k stars), Genome-Scale Metabolic Model Validator (aiming-lab/AutoResearchClaw, 15k stars) and Validate (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Scale Reliability Validity?
Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 134 GitHub stars. The repository holds 53 skills in this directory. The repository was last updated on May 19, 2026.
Source: Drchronx/ai-agent-research-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.