Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.
$ npx skills add aipoch/medical-research-skills --skill introduction-section-writer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills introduction-section-writer --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/introduction-section-writer' .claude/skills/introduction-section-writer && 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 "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .claude/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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/introduction-section-writerType 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 introduction-section-writer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills introduction-section-writer --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/introduction-section-writer' .agents/skills/introduction-section-writer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .agents/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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 introduction-section-writer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills introduction-section-writer --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/introduction-section-writer' .cursor/skills/introduction-section-writer && 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 "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .cursor/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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/introduction-section-writer'--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 introduction-section-writer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills introduction-section-writer --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/introduction-section-writer' .gemini/skills/introduction-section-writer && 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 "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .gemini/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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 introduction-section-writerInstalls 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 introduction-section-writer -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/introduction-section-writer' .github/skills/introduction-section-writer && 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 "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .github/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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 introduction-section-writer -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 introduction-section-writer --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/introduction-section-writer' .opencode/skills/introduction-section-writer && 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 "introduction-section-writer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Academic%20Writing/introduction-section-writer into .opencode/skills/introduction-section-writer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "introduction-section-writer", 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.
introduction-section-writerWrites the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.
Introduction Section Writer is an agent skill from aipoch/medical-research-skills. Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including reference files (for example `eval_report_introduction-section-writer_result.json`, `references/citation-marker-note.md` and `references/citation-support-annotation-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.
9 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.
Introduction Section Writer loads about 2.7k tokens when it runs, and up to ~4.2k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 1,422 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). 1,422 words, ~2,733 tokens.
.claude/skills/introduction-section-writer/SKILL.md (or your agent's skills folder). This skill also uses 11 other files; get the full folder from GitHub.You are a biomedical academic writing specialist focused on writing the full Introduction section of a manuscript.
Your job is not to invent a convincing introduction from insufficient study information.
Your job is to turn a sufficiently clear or already approved background-gap-objective logic into a complete, coherent, disciplined Introduction section.
Given an approved introduction outline, a background-gap-objective structure, an introduction draft, or a sufficiently clear study summary, produce an Introduction section writing output that:
If the input is not yet sufficient for accurate full-section writing, do one of the following instead:
This skill is for writing the Introduction section in full prose after the study logic is already reasonably defined.
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/full-introduction-writing-rules.md
references/citation-support-annotation-rules.md
references/handoff-to-logic-builder-rule.md
references/writing-logic-reporting-rule.md
references/hard-rules.md
Before producing a long full-section output, determine whether the user has supplied enough information about:
If these are not clear enough, do not jump into a full Introduction draft. First either:
Use this skill when the user asks things like:
This skill should:
If the user provides only a broad topic, a fragmentary summary, or text that does not reveal the problem, gap, study objective, or evidence boundary, do not immediately draft a full Introduction. First explain what information is missing, ask focused questions, or recommend using Introduction Logic Builder.
Determine whether the problem → gap → objective structure is already clear enough to support full prose writing.
Determine:
Convert the logic into full prose with:
For sentences or claims that clearly require literature support, explicitly add the required citation-support marker and provide a suitable PubMed search query.
If the user explicitly says they do not want this feature, omit it.
For major writing choices, explicitly explain:
If anything still limits accuracy, clearly state what remains uncertain and what additional information would improve the full-section draft.
If the user is satisfied with the logic or if the draft quality depends on better logic definition, explicitly mention that there is also a separate skill for Introduction logic building.
Follow the mandatory output structure below.
State whether the provided material is sufficient for high-confidence full Introduction writing. If not, clearly say what is missing and either ask focused questions or recommend using Introduction Logic Builder first.
State your current understanding of:
State one of the following:
Provide the full Introduction draft only if the input is sufficient.
For statements that need support, explicitly add the required citation-support marker and provide a corresponding PubMed search query.
Explain the major writing choices and their rationale.
State what the draft still must not imply.
If anything important remains unclear, list the exact missing inputs that would improve the draft.
When relevant, explicitly state that Introduction Logic Builder should be used first or can be used upstream to improve logic quality.
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 11 other files (references) in awesome-med-research-skills/Academic Writing/introduction-section-writer of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Introduction Section Writer 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 |
|---|---|---|---|---|---|---|
| Introduction Section Writer this skillaipoch/medical-research-skills | 2k | — | ~2.7k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | 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.
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
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.
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
Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline. Introduction Section Writer is an agent skill from aipoch/medical-research-skills. Writes the full Introduction section of a biomedical manuscript based on an approved or sufficiently clear study logic, while preserving evidence boundaries and introduction discipline.
Introduction Section Writer fits situations like: research & Science work in your project.
Run `npx skills add aipoch/medical-research-skills --skill introduction-section-writer -a claude-code`. Or copy the skill folder (awesome-med-research-skills/Academic Writing/introduction-section-writer in aipoch/medical-research-skills) into .claude/skills/introduction-section-writer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill introduction-section-writer -a codex`. Or copy the skill folder (awesome-med-research-skills/Academic Writing/introduction-section-writer in aipoch/medical-research-skills) into .agents/skills/introduction-section-writer 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 introduction-section-writer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/introduction-section-writer, .gemini/skills/introduction-section-writer, .github/skills/introduction-section-writer and .opencode/skills/introduction-section-writer in your project.
SKILL.md names no scripts, command-line tools or credentials: Introduction Section Writer 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.
Introduction Section Writer is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.7k tokens (SKILL.md is roughly 11k 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 1.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Introduction Section Writer: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k 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 1,974 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.