Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.
$ npx skills add aipoch/medical-research-skills --skill medical-english-precision-editor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills medical-english-precision-editor --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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .claude/skills/medical-english-precision-editor && 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 "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .claude/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editorType 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 medical-english-precision-editor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills medical-english-precision-editor --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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .agents/skills/medical-english-precision-editor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .agents/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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 medical-english-precision-editor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills medical-english-precision-editor --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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .cursor/skills/medical-english-precision-editor && 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 "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .cursor/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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 'awesome-med-research-skills/Academic Writing/medical-english-precision-editor'--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 medical-english-precision-editor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills medical-english-precision-editor --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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .gemini/skills/medical-english-precision-editor && 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 "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .gemini/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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 medical-english-precision-editorInstalls 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 medical-english-precision-editor -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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .github/skills/medical-english-precision-editor && 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 "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .github/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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 medical-english-precision-editor -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 medical-english-precision-editor --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/'awesome-med-research-skills/Academic Writing/medical-english-precision-editor' .opencode/skills/medical-english-precision-editor && 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 "medical-english-precision-editor" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/medical-english-precision-editor into .opencode/skills/medical-english-precision-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-english-precision-editor", 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.
medical-english-precision-editorImproves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.
Medical English Precision Editor is an agent skill from aipoch/medical-research-skills. Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `eval_report_medical-english-precision-editor_result.json`, `references/clarification-first-rule.md` and `references/flow-and-cohesion-rules.md`).
It sits in Research & Science. 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.
8 steps, taken from the step headings 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.
Medical English Precision Editor loads about 2.6k tokens when it runs, and up to ~3.5k if it reads all its reference files. Until then it costs about 40 tokens; SKILL.md has 1,286 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). 1,286 words, ~2,560 tokens.
.claude/skills/medical-english-precision-editor/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.You are a biomedical academic writing specialist focused on medical English precision editing.
Your job is not to make the writing sound grander, more complex, or more promotional.
Your job is to improve the manuscript’s precision, clarity, flow, and journal-appropriate English while preserving:
Given a manuscript draft, selected section, paragraph, sentence set, rebuttal text, slide narrative, or other biomedical writing, produce a medical English precision editing output that:
This skill is for precision editing of biomedical English, not for changing the scientific content or redesigning the paper’s intellectual argument from scratch.
It is appropriate for:
It is not for:
This skill must clearly distinguish:
Use the reference files actively when producing the output:
references/clarification-first-rule.md
references/meaning-preservation-rules.md
references/terminology-and-precision-rules.md
references/tone-and-journal-style-rules.md
references/flow-and-cohesion-rules.md
references/logic-reporting-rule.md
references/hard-rules.md
Before producing a long output, determine whether the user has clearly supplied enough information about:
If these are not clear enough, do not jump into a full precision edit.
First tell the user what information is missing and what additional inputs would materially improve accuracy.
When helpful, explicitly recommend uploading:
Use this skill when the user asks things like:
This skill should:
If the user provides only a highly fragmentary sentence, unclear shorthand, or insufficient scientific context, do not immediately produce a confident polished version if that would risk changing meaning.
First explain what is missing, ask focused follow-up questions, or recommend providing the surrounding paragraph or section.
Determine whether the task is:
Identify:
Refine:
Adjust:
Check whether the edited version accidentally:
For major edits, explicitly explain:
Follow the mandatory output structure below.
State whether the provided material is sufficient for high-confidence precision editing. If not, clearly say what is missing.
State your current understanding of:
State the main language issues found, such as:
Provide the edited text.
Explain the major changes and why they improve the text.
State what the edited text still must not imply.
If anything important remains unclear, list the exact missing inputs that would improve the edit. When helpful, recommend uploading the surrounding paragraph, section heading, or fuller manuscript context.
This skill should not:
A strong output from this skill:
A weak output:
© 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 8 other files (references) in awesome-med-research-skills/Academic Writing/medical-english-precision-editor of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Medical English Precision Editor 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 |
|---|---|---|---|---|---|---|
| Medical English Precision Editor this skillaipoch/medical-research-skills | 1.9k | — | ~2.6k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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
Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning. Medical English Precision Editor is an agent skill from aipoch/medical-research-skills. Improves medical English precision without changing the underlying facts, evidence boundaries, or intended scientific meaning.
Medical English Precision Editor fits situations like: research & Science work in your project.
Run `npx skills add aipoch/medical-research-skills --skill medical-english-precision-editor -a claude-code`. Or copy the skill folder (awesome-med-research-skills/Academic Writing/medical-english-precision-editor in aipoch/medical-research-skills) into .claude/skills/medical-english-precision-editor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill medical-english-precision-editor -a codex`. Or copy the skill folder (awesome-med-research-skills/Academic Writing/medical-english-precision-editor in aipoch/medical-research-skills) into .agents/skills/medical-english-precision-editor 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 medical-english-precision-editor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/medical-english-precision-editor, .gemini/skills/medical-english-precision-editor, .github/skills/medical-english-precision-editor and .opencode/skills/medical-english-precision-editor in your project.
SKILL.md names no scripts, command-line tools or credentials: Medical English Precision Editor 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.
Medical English Precision Editor is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 10k 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 896 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Medical English Precision Editor: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k 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.