Feature Planner
serendipity1004/cc-feature-implementer
Creates phase-based feature plans with quality gates and incremental delivery structure.
Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted.
Install Quality Gate
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill quality-gate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills quality-gate --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/15-Felpix-Studios-social-science-research/skills/quality-gate .claude/skills/quality-gate && 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 "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .claude/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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/15-Felpix-Studios-social-science-research/skills/quality-gateType 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 quality-gate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills quality-gate --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/15-Felpix-Studios-social-science-research/skills/quality-gate .agents/skills/quality-gate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .agents/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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 quality-gate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills quality-gate --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/15-Felpix-Studios-social-science-research/skills/quality-gate .cursor/skills/quality-gate && 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 "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .cursor/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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/15-Felpix-Studios-social-science-research/skills/quality-gate--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 quality-gate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills quality-gate --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/15-Felpix-Studios-social-science-research/skills/quality-gate .gemini/skills/quality-gate && 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 "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .gemini/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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 quality-gateInstalls 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 quality-gate -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/15-Felpix-Studios-social-science-research/skills/quality-gate .github/skills/quality-gate && 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 "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .github/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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 quality-gate -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 quality-gate --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/15-Felpix-Studios-social-science-research/skills/quality-gate .opencode/skills/quality-gate && 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 "quality-gate" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/15-Felpix-Studios-social-science-research/skills/quality-gate into .opencode/skills/quality-gate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-gate", 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
quality-gate- GitHub stars
- 4.5k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 354 words
- Files
- 1
- Skills in repo
- 364
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted.
- Works in 5 steps: Locate the Paper Draft → Extract Numerical Claims → Inventory Output Files → …
- The user wants to check that the paper and analysis are consistent before submission
- SKILL.md covers Step 1: Locate the Paper Draft, Step 2: Extract Numerical Claims, Step 3: Inventory Output Files and Step 4: Dispatch Verifier Agent, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Quality Gate is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted. Make sure to use this skill whenever the user wants to check that the paper and analysis are consistent before submission. Triggers include: "run the quality gate", "check the paper matches the analysis", "verify consistency", "does the paper match my results", "check my numbers", "are my tables right", "quality check before submission", "verify my claims", "make sure everything is…
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Quality gates. 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 wants to check that the paper and analysis are consistent before submission
- Include: run the quality gate
- Check the paper matches the analysis
- Verify consistency
Example prompts
- “run the quality gate”
- “check the paper matches the analysis”
- “verify consistency”
- “/quality-gate”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Task, AskUserQuestion
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Locate the Paper Draft
- Extract Numerical Claims
- Inventory Output Files
- Dispatch Verifier Agent
- Save Report
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 these tools, so the agent can use them without asking each time:
ReadGrepGlobWriteTaskAskUserQuestion
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 markdown).
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
Quality Gate loads about 1.4k tokens when it runs. Until then it costs about 168 tokens; SKILL.md has 354 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 354 words (~1,358 tokens).
“Cross-check every numerical claim in the paper against analysis output files. Reports only — never edits.”
- name
- quality-gate
- allowed-tools
- Read, Grep, Glob, Write, Task, AskUserQuestion
- argument-hint
- [paper file path, or leave blank to auto-detect]
Files
Just SKILL.md in skills/15-Felpix-Studios-social-science-research/skills/quality-gate of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Quality Gate 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 |
|---|---|---|---|---|---|---|
| Quality Gate this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Feature Plannerserendipity1004/cc-feature-implementer | 176 | — | ~2.4k | Automated safety check: Pass | None | |
| Ccg Workflowfengshao1227/ccg-workflow | 5.9k | — | ~2.3k | Automated safety check: Pass | MIT | |
| Conducty Checkpointrobertbarclayy/conducty | 176 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Mission Plannerjdforsythe/forge | 151 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Quality Gate0xNyk/lacp | 305 | — | ~382 | Automated safety check: Pass | MIT |
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Ccg Workflow
fengshao1227/ccg-workflow
How to run a non-trivial change end to end with the CCG role tools (ccganalyze / ccgdesign / ccgbuild / ccgdebug / ccgoptimize / ccgreview / ccgtest) and the verify- quality gates.
Conducty Checkpoint
robertbarclayy/conducty
Quality gate between parallelization groups. An agent skill from robertbarclayy/conducty.
Mission Planner
jdforsythe/forge
Decomposes goals into team blueprints using evidence-based scaling laws, topology selection, and role design.
Quality Gate
0xNyk/lacp
Production quality gate for agent sessions. An agent skill from 0xNyk/lacp.
Deploy Workflow
nwiizo/ccswarm
Release deployment process for ccswarm. An agent skill from nwiizo/ccswarm.
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Related
Categories
Questions about Quality Gate
What does Quality Gate do?
Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted. Quality Gate is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted.
When should I use Quality Gate?
Quality Gate fits situations like: the user wants to check that the paper and analysis are consistent before submission; include: run the quality gate; check the paper matches the analysis; verify consistency.
How do I install Quality Gate in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill quality-gate -a claude-code`. Or copy the skill folder (skills/15-Felpix-Studios-social-science-research/skills/quality-gate in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/quality-gate in your project. Claude Code loads it when a task matches its description.
How do I install Quality Gate in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill quality-gate -a codex`. Or copy the skill folder (skills/15-Felpix-Studios-social-science-research/skills/quality-gate in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/quality-gate in your project. Codex loads it when a task matches its description.
Can I use Quality Gate 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 quality-gate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/quality-gate, .gemini/skills/quality-gate, .github/skills/quality-gate and .opencode/skills/quality-gate in your project.
What does Quality Gate need to run?
SKILL.md names no scripts, command-line tools or credentials: Quality Gate is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Task, AskUserQuestion.
Does Quality Gate 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 Quality Gate 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 Quality Gate use?
Quality Gate 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 Quality Gate use?
About 1.4k tokens (SKILL.md is roughly 5.4k 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 Quality Gate?
Skills that share tags, products or a category with Quality Gate: Feature Planner (serendipity1004/cc-feature-implementer, 176 stars), Ccg Workflow (fengshao1227/ccg-workflow, 5.9k stars), Conducty Checkpoint (robertbarclayy/conducty, 176 stars) and Mission Planner (jdforsythe/forge, 151 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Quality Gate?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 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.