Radiology Experiment Design
huang-sir1/radiology-skills
Design/audit tissue, cell, organoid, animal, perturbation and rescue validation; not physical SOP execution.
Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be…
$ npx skills add aipoch/medical-research-skills --skill protocol-standardization -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills protocol-standardization --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/Protocol Design/protocol-standardization' .claude/skills/protocol-standardization && 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 "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .claude/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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/Protocol%20Design/protocol-standardizationType 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 protocol-standardization -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills protocol-standardization --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/Protocol Design/protocol-standardization' .agents/skills/protocol-standardization && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .agents/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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 protocol-standardization -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills protocol-standardization --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/Protocol Design/protocol-standardization' .cursor/skills/protocol-standardization && 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 "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .cursor/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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/Protocol Design/protocol-standardization'--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 protocol-standardization -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills protocol-standardization --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/Protocol Design/protocol-standardization' .gemini/skills/protocol-standardization && 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 "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .gemini/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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 protocol-standardizationInstalls 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 protocol-standardization -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/Protocol Design/protocol-standardization' .github/skills/protocol-standardization && 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 "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .github/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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 protocol-standardization -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 protocol-standardization --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/Protocol Design/protocol-standardization' .opencode/skills/protocol-standardization && 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 "protocol-standardization" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/protocol-standardization into .opencode/skills/protocol-standardization/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "protocol-standardization", 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.
protocol-standardizationStandardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be…
Protocol Standardization is an agent skill from aipoch/medical-research-skills. Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be explicitly marked as "To be supplemented/Not provided".
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files and assets (for example `POLISH_CHANGELOG.md`, `assets/protocol_template.md` and `eval_report_protocol-standardization_result.json`).
It sits in Research & Science, covering Operations and SOPs and Reproducible research. 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.
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.
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.
Protocol Standardization loads about 2.2k tokens when it runs, and up to ~2.4k if it reads all its reference files. Until then it costs about 69 tokens; SKILL.md has 1,030 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); files beside SKILL.md are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,030 words, ~2,207 tokens.
.claude/skills/protocol-standardization/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.assets/protocol_template.md).references/guide.md.Goal: Protein precipitation and cleanup (example)
Materials/Reagents
Steps (as recorded)
Title: Protein Precipitation by Cold Acetone (Standardized Protocol)
Purpose
Materials/Reagents
Equipment
Procedure
A. Preparation
B. Execution 3. Add pre-chilled acetone to 200 µL lysate at a ratio of To be supplemented/Not provided (e.g., 4:1 acetone:lysate). 4. Mix by To be supplemented/Not provided (vortex/inversion) for To be supplemented/Not provided (time). 5. Incubate at To be supplemented/Not provided (temperature) for To be supplemented/Not provided (time). 6. Centrifuge at To be supplemented/Not provided (×g or rpm) for To be supplemented/Not provided (time) at To be supplemented/Not provided (temperature). 7. Carefully remove and discard the supernatant without disturbing the pellet.
C. Closing 8. Air-dry pellet for To be supplemented/Not provided (time) until residual solvent is removed (do not overdry if resuspension is required). 9. Resuspend pellet in To be supplemented/Not provided (buffer type and volume) by To be supplemented/Not provided (pipetting/vortexing) for To be supplemented/Not provided (time).
Critical Parameters to Supplement
Quality Control / Checkpoints
Safety & Waste Disposal
Suggested Output Location
outputs/ProteinPrecipitation_Acetone.txt (example naming)Workflow Structure
Parameter Rules
Templates and References
assets/protocol_template.mdreferences/guide.mdOutput Path and Naming
outputs/{Experiment_Info_Abbreviation}.txt| Field | Required | Format/Source | Example | If Missing |
|---|---|---|---|---|
| User task description | Yes | Text | Research question, writing goal, analysis objective | Stop and ask user to provide |
| Primary input material | Depends on task | Text, file path, ID, table, or literature | PMID, PDF, CSV, DOCX, keywords, etc. | Specify which material type is missing |
| Output preference | No | Text | Language, format, target journal, template | Use skill default format |
This skill accepts requests that match the documented purpose of protocol-standardization and include enough context to complete the workflow safely.
Do not continue the workflow when the request is out of scope, missing a critical input, or would require unsupported assumptions. Instead respond:
protocol-standardizationonly handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
© 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 (references, assets) in scientific-skills/Protocol Design/protocol-standardization of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Protocol Standardization 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 |
|---|---|---|---|---|---|---|
| Protocol Standardization this skillaipoch/medical-research-skills | 2k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Radiology Experiment Designhuang-sir1/radiology-skills | 1.9k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| Taipei Permit Drawing Standardsh30190/HJPLUS_Taiwan_Architect_KB | 157 | — | ~4.6k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| Jqte Io Cgefranklee16/academic-research-skills | 223 | 1 repos | ~419 | Automated safety check: Pass | None | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None |
huang-sir1/radiology-skills
Design/audit tissue, cell, organoid, animal, perturbation and rescue validation; not physical SOP execution.
h30190/HJPLUS_Taiwan_Architect_KB
This skill should be used when preparing, reviewing, or indexing Taipei City building permit drawing sets (A101-A7), verifying the 44-item application document checklist, setting up N-prefix…
franklee16/academic-research-skills
A skill your agent uses when a 《数量经济技术经济研究》 (JQTE) manuscript is built on an input-output table, a CGE model, or a structural decomposition (SDA).
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
xjtulyc/MedgeClaw
Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.
aipoch/open-science
Prepares setup instructions and a named activation file for a user-managed software environment on an Open-Science SSH or Slurm compute host.
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…
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
aipoch/medical-research-skills
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
aipoch/medical-research-skills
A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.
aipoch/medical-research-skills
Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…
aipoch/medical-research-skills
Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.
Categories
Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be…. Protocol Standardization is an agent skill from aipoch/medical-research-skills. Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be explicitly marked as "To be supplemented/Not provided".
Protocol Standardization fits situations like: tasks that involve Operations and SOPs; tasks that involve Reproducible research.
Run `npx skills add aipoch/medical-research-skills --skill protocol-standardization -a claude-code`. Or copy the skill folder (scientific-skills/Protocol Design/protocol-standardization in aipoch/medical-research-skills) into .claude/skills/protocol-standardization in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill protocol-standardization -a codex`. Or copy the skill folder (scientific-skills/Protocol Design/protocol-standardization in aipoch/medical-research-skills) into .agents/skills/protocol-standardization 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 protocol-standardization -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/protocol-standardization, .gemini/skills/protocol-standardization, .github/skills/protocol-standardization and .opencode/skills/protocol-standardization in your project.
SKILL.md names no scripts, command-line tools or credentials: Protocol Standardization is instructions for the agent only.
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. Review the folder before installing.
Protocol Standardization is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.2k tokens (SKILL.md is roughly 8.8k 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 156 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Protocol Standardization: Radiology Experiment Design (huang-sir1/radiology-skills, 1.9k stars), Taipei Permit Drawing Standards (h30190/HJPLUS_Taiwan_Architect_KB, 157 stars), Jqte Io Cge (franklee16/academic-research-skills, 223 stars) and Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k 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 1,973 GitHub stars. The repository holds 567 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.