Academic Paper Strategist
AAASS554/codex-academic-paper-skills
A skill your agent uses when the user needs to plan, de-risk, or ground a software engineering / computer science undergraduate thesis from a real codebase before final writing.
This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE…
Install Quality Signals
$ npx skills add hh-health-AI/healthcare-equity --skill quality-signals -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install hh-health-AI/healthcare-equity quality-signals --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/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .claude/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .claude/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .claude/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signalsType 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 hh-health-AI/healthcare-equity --skill quality-signals -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install hh-health-AI/healthcare-equity quality-signals --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .agents/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .agents/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .agents/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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 hh-health-AI/healthcare-equity --skill quality-signals -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install hh-health-AI/healthcare-equity quality-signals --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .cursor/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .cursor/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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/hh-health-AI/healthcare-equity.git --path modules/clinical-catalysts/skills/quality-signals--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 hh-health-AI/healthcare-equity --skill quality-signals -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install hh-health-AI/healthcare-equity quality-signals --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .gemini/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .gemini/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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 hh-health-AI/healthcare-equity quality-signalsInstalls 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 hh-health-AI/healthcare-equity --skill quality-signals -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .github/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .github/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .github/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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 hh-health-AI/healthcare-equity --skill quality-signals -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install hh-health-AI/healthcare-equity quality-signals --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/hh-health-AI/healthcare-equity.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/modules/clinical-catalysts/skills/quality-signals .opencode/skills/quality-signals && 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-signals" agent skill from https://github.com/hh-health-AI/healthcare-equity/tree/main/modules/clinical-catalysts/skills/quality-signals into .opencode/skills/quality-signals/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-signals", 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-signals- GitHub stars
- 101
- Token cost
- ~928 tokens
- SKILL.md length
- 408 words
- Files
- 1
- Skills in repo
- 72
- Repo updated
- First seen
- Licence
- MIT
At a glance
This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE…
- Works in 4 steps: Build the facility map from filings and… → Pull each site's enforcement state via… → Read the ladder, not the level:… → …
- Asks about warning letters
- SKILL.md covers Lane 1 — Facility / enforcement, Lane 2 — Product safety (FAERS… and Output & wiring
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Quality Signals is an agent skill from hh-health-AI/healthcare-equity. This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE signals", "recall risk", "is there a safety signal on [product]", or wants manufacturing-quality and post-market-safety evidence behind a thesis or a pending approval.
Its SKILL.md is about 930 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 Education, covering Essays and academic help. The repository describes itself as: Synthesis engine for buy-side healthcare equity research. The licence is MIT.
When your agent uses it
- Asks about warning letters
- 483s for [company]
- Facility/inspection risk
- Manufacturing risk on [TICKER]
Example prompts
- “warning letters or 483s for [company]”
- “facility/inspection risk”
- “manufacturing risk on [TICKER]”
- “/quality-signals”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Build the facility map from filings and application disclosures: named manufacturing sites (own + CDMO), what each makes, and which…
- Pull each site's enforcement state via web research (FDA inspection classification database, warning-letter index, import-alert lists, EU…
- Read the ladder, not the level: transitions are the signal (VAI→OAI; OAI→import alert; the Intas one-year pattern). Classify citation…
- Translate per the CMC evidence row and crl-risk-rubric.md: enforcement moves launch probability, timing, capacity, capital — and for…
What it can do on your machine
Read from SKILL.md and the folder at commit 6c7bda8. 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
Quality Signals loads about 928 tokens when it runs. Until then it costs about 94 tokens; SKILL.md has 408 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
The full file from hh-health-AI/healthcare-equity at commit 6c7bda8, republished under its MIT licence (© hh-health-AI). 408 words, ~928 tokens.
Download SKILL.mdSave it as
.claude/skills/quality-signals/SKILL.md (or your agent's skills folder).- name
- quality-signals
- description
- This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE signals", "recall risk", "is there a safety signal on [product]", or wants manufacturing-quality and post-market-safety evidence behind a thesis or a pending approval.
- metadata.version
- 0.1.0
Quality Signals
Manufacturing-quality and post-market-safety evidence engine: translate enforcement and safety records into approval-risk, launch-delay, supply-disruption, and label-risk briefs. Mechanics reference: ${CLAUDE_PLUGIN_ROOT}/references/quality-escalation-ladder.md. Scope: enforcement research — not a QMS, supplier-risk graph, or inspection-readiness program.
Lane 1 — Facility / enforcement
- Build the facility map from filings and application disclosures: named manufacturing sites (own + CDMO), what each makes, and which pending applications list them. Concentration = single points of failure.
- Pull each site's enforcement state via web research (FDA inspection classification database, warning-letter index, import-alert lists, EU EudraGMDP non-compliance reports) — or via the Rhizome connector when installed (prefer it for document depth; carry its citation URLs). Record: latest classification (NAI/VAI/OAI), open 483 themes, warning-letter status and response state, import alerts, PAI history.
- Read the ladder, not the level: transitions are the signal (VAI→OAI; OAI→import alert; the Intas one-year pattern). Classify citation themes — governance (quality unit, OOS investigations, CAPA, complaints) vs technical — and flag data-integrity fingerprints as the severest class.
- Translate per the CMC evidence row and
crl-risk-rubric.md: enforcement moves launch probability, timing, capacity, capital — and for pending applications, an OAI/unresolved-WL at a listed site is a named CRL channel. For revenue products: supply-disruption and shortage-share scenarios (who gains if this site stops shipping — cross-read to competitors).
Show full SKILL.md (203 more words)Show less
Lane 2 — Product safety (FAERS / MAUDE / recalls)
- For the product set, sweep FAERS (drugs) or MAUDE (devices) for adverse-event clusters and trajectory, plus the recall database and any REMS changes. Signal, never incidence — reporting biases and no denominators; say so in every brief.
- Devices: narrative-review MAUDE (no use-error code exists); separate use-error vs device-defect patterns (~2:1 in sampled autoinjector reads — see combination-products.md); watch complaint-handling/MDR citations as the enforcement echo. Recalls: class, root cause (software/connectivity now the dominant locus in connected devices), and shared-supplier contagion across brands.
- Drugs: case-count the specific patterns that move regulators — Hy's Law counts (see crl-risk-rubric.md), event clusters that historically produced boxed warnings — and treat any class member's safety event as a class repricing event (route to healthcare-equity thesis).
Output & wiring
End each lane's finding with the EVIDENCE BRIEF block (layer: regulatory or commercial as applicable) — enforcement data freshness stated (stale >1 week for live positions) — and save to the evidence ledger. Wire standing coverage: add OAI/import-alert/warning-letter/recall keywords for held names to the readout-watcher and rule-watcher sweeps, and encode thresholds into healthcare-equity SELL-02 watchlists ("warning letter at [site] → re-underwrite" as a pre-committed action). Escalate to the adcom-label pre-decision checklist when a scored facility serves a pending application.
© hh-health-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in modules/clinical-catalysts/skills/quality-signals of hh-health-AI/healthcare-equity.
Open the folder on GitHubat commit 6c7bda8
Compare with similar skills
Quality Signals 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 Signals this skillhh-health-AI/healthcare-equity | 101 | — | ~928 | Automated safety check: Pass | MIT | |
| Academic Paper StrategistAAASS554/codex-academic-paper-skills | 539 | 1 repos | ~2.7k | Automated safety check: Pass | MIT | |
| Modeling Paper Rubric and Model Selectoryushui2022/MathModel-Skill | 454 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Humanities Thesisganzhi-black/humanities-thesis-skill | 637 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Skill Thesis Writeryanlin-cheng/skill-thesis-writer | 209 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Thesis CreatorStars-OC/thesis-creator | 230 | — | ~2.8k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Quality Signals
What does Quality Signals do?
This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE…. Quality Signals is an agent skill from hh-health-AI/healthcare-equity. This skill should be used when the user asks about "warning letters or 483s for [company]", "facility/inspection risk", "manufacturing risk on [TICKER]", "import alert exposure", "FAERS/MAUDE signals", "recall risk", "is there a safety signal on [product]", or wants manufacturing-quality and post-market-safety evidence behind a thesis or a pending approval.
When should I use Quality Signals?
Quality Signals fits situations like: asks about warning letters; 483s for [company]; facility/inspection risk; manufacturing risk on [TICKER].
How do I install Quality Signals in Claude Code?
Run `npx skills add hh-health-AI/healthcare-equity --skill quality-signals -a claude-code`. Or copy the skill folder (modules/clinical-catalysts/skills/quality-signals in hh-health-AI/healthcare-equity) into .claude/skills/quality-signals in your project. Claude Code loads it when a task matches its description.
How do I install Quality Signals in Codex?
Run `npx skills add hh-health-AI/healthcare-equity --skill quality-signals -a codex`. Or copy the skill folder (modules/clinical-catalysts/skills/quality-signals in hh-health-AI/healthcare-equity) into .agents/skills/quality-signals in your project. Codex loads it when a task matches its description.
Can I use Quality Signals 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 hh-health-AI/healthcare-equity --skill quality-signals -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-signals, .gemini/skills/quality-signals, .github/skills/quality-signals and .opencode/skills/quality-signals in your project.
What does Quality Signals need to run?
SKILL.md names no scripts, command-line tools or credentials: Quality Signals is instructions for the agent only.
Does Quality Signals 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 Signals 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 Signals use?
Quality Signals is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Quality Signals use?
About 928 tokens (SKILL.md is roughly 3.7k 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 Signals?
Skills that share tags, products or a category with Quality Signals: Academic Paper Strategist (AAASS554/codex-academic-paper-skills, 539 stars), Modeling Paper Rubric and Model Selector (yushui2022/MathModel-Skill, 454 stars), Humanities Thesis (ganzhi-black/humanities-thesis-skill, 637 stars) and Skill Thesis Writer (yanlin-cheng/skill-thesis-writer, 209 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Quality Signals?
hh-health-AI (a GitHub user) maintains it in hh-health-AI/healthcare-equity, which has 101 GitHub stars. The repository holds 72 skills in this directory. The repository was last updated on October 8, 2026.
Source: hh-health-AI/healthcare-equity on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.