Excel and CSV Data Analysis
bytedance/deer-flow
Analyzes uploaded Excel and CSV files with SQL through DuckDB, producing schema inspections, statistical summaries and exports to CSV, JSON or Markdown.
Agent skill
Automated bias assessment for diagnostic accuracy studies using QUADAS-C criteria.
$ npx skills add aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studies --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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .claude/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && 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 "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .claude/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studiesType 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 aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studies --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .agents/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .agents/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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 aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studies --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .cursor/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && 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 "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .cursor/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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/aipoch/medical-research-skills.git --path 'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies'--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 aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studies --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .gemini/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && 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 "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .gemini/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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 aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studiesInstalls 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 aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .github/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && 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 "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .github/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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 aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills quadas-c-assessment-for-diagnostic-accuracy-studies --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies' .opencode/skills/quadas-c-assessment-for-diagnostic-accuracy-studies && 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 "quadas-c-assessment-for-diagnostic-accuracy-studies" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies into .opencode/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quadas-c-assessment-for-diagnostic-accuracy-studies", 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.
quadas-c-assessment-for-diagnostic-accuracy-studiesAutomated bias assessment for diagnostic accuracy studies using QUADAS-C criteria.
Quadas C Assessment For Diagnostic Accuracy Studies is an agent skill from aipoch/medical-research-skills. Automated bias assessment for diagnostic accuracy studies using QUADAS-C criteria. Requires full text input.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `quadas-c-assessment-for-diagnostic-accuracy-studies_audit_result_v1.json`, `references/prompts.md` and `scripts/extract_pdf.py`).
It sits in Data & Analytics, covering Data analysis. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.
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.
Ships 2 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Quadas C Assessment For Diagnostic Accuracy Studies loads about 1.1k tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 40 tokens; SKILL.md has 517 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.
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.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 517 words, ~1,138 tokens.
.claude/skills/quadas-c-assessment-for-diagnostic-accuracy-studies/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.This skill automates the risk of bias assessment for diagnostic accuracy studies comparing two or more index tests (QUADAS-C).
scripts/extract_pdf.py is the most direct path to complete the request.quadas-c-assessment for diagnostic accuracy studies package behavior rather than a generic answer.scripts/extract_pdf.py plus 1 additional script(s).references/ for task-specific guidance.Python: 3.10+. Repository baseline for current packaged skills.Third-party packages: not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.See ## Usage above for related details.
cd "20260316/scientific-skills/Data Analytics/quadas-c-assessment-for-diagnostic-accuracy-studies"
python -m py_compile scripts/extract_pdf.py
python scripts/extract_pdf.py --helpExample run plan:
CONFIG block or documented parameters if the script uses fixed settings.python scripts/extract_pdf.py with the validated inputs.scripts/extract_pdf.py with additional helper scripts under scripts/.references/ contains supporting rules, prompts, or checklists.Use this skill when:
The skill processes the paper through the following steps:
To run the assessment, use the provided Python script. You can pass the paper text as a command-line argument or via a file.
# Example: Process a text file containing the paper
python scripts/quadas_c.py --file "path/to/paper.txt"The output is a JSON object with the following structure:
{
"P": "Low/High/Unclear",
"I": "Low/High/Unclear",
"R": "Low/High/Unclear",
"FT": "Low/High/Unclear"
}See references/prompts.md for the specific signaling questions and risk of bias criteria used in the LLM prompts.
When the user provides a PDF file path, use extract_pdf.py to extract the text content before assessment:
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (scripts, references) in scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Quadas C Assessment For Diagnostic Accuracy Studies 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 |
|---|---|---|---|---|---|---|
| Quadas C Assessment For Diagnostic Accuracy Studies this skillaipoch/medical-research-skills | 1.9k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Excel and CSV Data Analysisbytedance/deer-flow | 84k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Exploratory Data AnalysisOleafly/Oleafly | 212 | 2 repos | ~3.4k | Automated safety check: Notes | MIT | |
| Raccoon DataanalysisSenseTime-Copilot/raccoon-dataanalysis-skill | 137 | — | ~1.9k | Automated safety check: Pass | None | |
| CSV Data Analysis5zjk5/prompt-engineering | 127 | — | ~2.6k | Automated safety check: Pass | None | |
| Data Analysiszj-unicom-ai/UniEmployee | 360 | — | ~857 | Automated safety check: Pass | MIT |
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This skill should be used when users need to analyze CSV or Excel files, understand data patterns, generate statistical summaries, or create data visualizations.
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aipoch/medical-research-skills
Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…
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Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
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Categories
Automated bias assessment for diagnostic accuracy studies using QUADAS-C criteria. Quadas C Assessment For Diagnostic Accuracy Studies is an agent skill from aipoch/medical-research-skills. Automated bias assessment for diagnostic accuracy studies using QUADAS-C criteria.
Quadas C Assessment For Diagnostic Accuracy Studies fits situations like: tasks that involve Data analysis.
Run `npx skills add aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a claude-code`. Or copy the skill folder (scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies in aipoch/medical-research-skills) into .claude/skills/quadas-c-assessment-for-diagnostic-accuracy-studies in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a codex`. Or copy the skill folder (scientific-skills/Data Analysis/quadas-c-assessment-for-diagnostic-accuracy-studies in aipoch/medical-research-skills) into .agents/skills/quadas-c-assessment-for-diagnostic-accuracy-studies in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aipoch/medical-research-skills --skill quadas-c-assessment-for-diagnostic-accuracy-studies -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/quadas-c-assessment-for-diagnostic-accuracy-studies, .gemini/skills/quadas-c-assessment-for-diagnostic-accuracy-studies, .github/skills/quadas-c-assessment-for-diagnostic-accuracy-studies and .opencode/skills/quadas-c-assessment-for-diagnostic-accuracy-studies in your project.
Going by SKILL.md and its folder, Quadas C Assessment For Diagnostic Accuracy Studies needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
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.
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.
Quadas C Assessment For Diagnostic Accuracy Studies is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.6k 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 541 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Quadas C Assessment For Diagnostic Accuracy Studies: Excel and CSV Data Analysis (bytedance/deer-flow, 84k stars), Exploratory Data Analysis (Oleafly/Oleafly, 212 stars), Raccoon Dataanalysis (SenseTime-Copilot/raccoon-dataanalysis-skill, 137 stars) and CSV Data Analysis (5zjk5/prompt-engineering, 127 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-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.