Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Generates a comprehensive research proposal design based on input literature, including hypothesis, mechanism verification, and budget.
$ npx skills add aipoch/medical-research-skills --skill research-proposal-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills research-proposal-generator --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/research-proposal-generator' .claude/skills/research-proposal-generator && 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 "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .claude/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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/research-proposal-generatorType 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 research-proposal-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills research-proposal-generator --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/research-proposal-generator' .agents/skills/research-proposal-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .agents/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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 research-proposal-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills research-proposal-generator --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/research-proposal-generator' .cursor/skills/research-proposal-generator && 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 "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .cursor/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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/research-proposal-generator'--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 research-proposal-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills research-proposal-generator --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/research-proposal-generator' .gemini/skills/research-proposal-generator && 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 "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .gemini/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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 research-proposal-generatorInstalls 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 research-proposal-generator -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/research-proposal-generator' .github/skills/research-proposal-generator && 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 "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .github/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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 research-proposal-generator -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 research-proposal-generator --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/research-proposal-generator' .opencode/skills/research-proposal-generator && 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 "research-proposal-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Protocol%20Design/research-proposal-generator into .opencode/skills/research-proposal-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-proposal-generator", 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.
research-proposal-generatorGenerates a comprehensive research proposal design based on input literature, including hypothesis, mechanism verification, and budget.
Research Proposal Generator is an agent skill from aipoch/medical-research-skills. Generates a comprehensive research proposal design based on input literature, including hypothesis, mechanism verification, and budget. Use when the user wants to design a research project from a paper.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `POLISH_CHANGELOG.md` and `eval_report_research-proposal-generator_result.json`).
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.
5 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.
Research Proposal Generator loads about 2k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 957 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). 957 words, ~2,023 tokens.
.claude/skills/research-proposal-generator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.This skill analyzes a given literature text (paper) and generates a complete research proposal design, including scientific hypothesis, research outline, detailed experimental design, budget, and yearly plan.
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.
Skill directory: 20260316/scientific-skills/Protocol Design/research-proposal-generator
No packaged executable script was detected.
Use the documented workflow in SKILL.md together with the references/assets in this folder.Example run plan:
SKILL.md.references/ contains supporting rules, prompts, or checklists.Input: The text content of a scientific paper.
Output: A structured research proposal in Markdown format.
Please follow these steps to generate the proposal. Refer to prompts.md for detailed prompts for each step.
references/prompts.md.Assemble the final report in the following order:
Note: This process simulates a multi-step expert workflow. Ensure consistency between the hypothesis and the designed experiments.
research_proposal_generator_result.md unless the skill documentation defines a better convention.This skill accepts requests that match the documented purpose of research-proposal-generator 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:
research-proposal-generatoronly handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
Run this minimal verification path before full execution when possible:
No local script validation step is required for this skill.Expected output format:
Result file: research_proposal_generator_result.md
Validation summary: PASS/FAIL with brief notes
Assumptions: explicit list if any© 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 2 other files in scientific-skills/Protocol Design/research-proposal-generator of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Research Proposal Generator 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 |
|---|---|---|---|---|---|---|
| Research Proposal Generator this skillaipoch/medical-research-skills | 1.9k | — | ~2k | 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
Generates a comprehensive research proposal design based on input literature, including hypothesis, mechanism verification, and budget. Research Proposal Generator is an agent skill from aipoch/medical-research-skills. Generates a comprehensive research proposal design based on input literature, including hypothesis, mechanism verification, and budget.
Research Proposal Generator fits situations like: the user wants to design a research project from a paper.
Run `npx skills add aipoch/medical-research-skills --skill research-proposal-generator -a claude-code`. Or copy the skill folder (scientific-skills/Protocol Design/research-proposal-generator in aipoch/medical-research-skills) into .claude/skills/research-proposal-generator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill research-proposal-generator -a codex`. Or copy the skill folder (scientific-skills/Protocol Design/research-proposal-generator in aipoch/medical-research-skills) into .agents/skills/research-proposal-generator 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 research-proposal-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/research-proposal-generator, .gemini/skills/research-proposal-generator, .github/skills/research-proposal-generator and .opencode/skills/research-proposal-generator in your project.
SKILL.md names no scripts, command-line tools or credentials: Research Proposal Generator 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.
Research Proposal Generator is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Research Proposal Generator: 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.