Scientific Brainstorming
Oleafly/Oleafly
Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs.
Converts an audited medical research gap into a complete, structured, gap-traceable study design.
$ npx skills add aipoch/medical-research-skills --skill medical-research-gap-to-study-planner -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills medical-research-gap-to-study-planner --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/Protocol Design/medical-research-gap-to-study-planner' .claude/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .claude/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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/Protocol%20Design/medical-research-gap-to-study-plannerType 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-research-gap-to-study-planner -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills medical-research-gap-to-study-planner --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/Protocol Design/medical-research-gap-to-study-planner' .agents/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .agents/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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-research-gap-to-study-planner -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills medical-research-gap-to-study-planner --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/Protocol Design/medical-research-gap-to-study-planner' .cursor/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .cursor/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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/Protocol Design/medical-research-gap-to-study-planner'--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-research-gap-to-study-planner -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills medical-research-gap-to-study-planner --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/Protocol Design/medical-research-gap-to-study-planner' .gemini/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .gemini/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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-research-gap-to-study-plannerInstalls 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-research-gap-to-study-planner -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/Protocol Design/medical-research-gap-to-study-planner' .github/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .github/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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-research-gap-to-study-planner -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-research-gap-to-study-planner --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/Protocol Design/medical-research-gap-to-study-planner' .opencode/skills/medical-research-gap-to-study-planner && 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-research-gap-to-study-planner" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/awesome-med-research-skills/Protocol%20Design/medical-research-gap-to-study-planner into .opencode/skills/medical-research-gap-to-study-planner/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "medical-research-gap-to-study-planner", 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-research-gap-to-study-plannerConverts an audited medical research gap into a complete, structured, gap-traceable study design.
Medical Research Gap To Study Planner is an agent skill from aipoch/medical-research-skills. Converts an audited medical research gap into a complete, structured, gap-traceable study design. Always use this skill whenever a user already has one or more candidate research gaps and wants to transform them into an executable biomedical research plan rather than re-run broad topic ideation. Covers six gap-to-design patterns (evidence-completion, mechanism-resolution, cell-state/context-mapping, translation-bridge, causality-upgrade, population/stage-specific) and always outputs one recommended primary…
Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files (for example `eval_report_medical-research-gap-to-study-planner_result.json`, `references/figure-deliverable-plan.md` and `references/gap-to-design-patterns.md`).
It sits in Research & Science, covering Design patterns, Brainstorming and Experimental design. 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 Research Gap To Study Planner loads about 3.6k tokens when it runs, and up to ~8.2k if it reads all its reference files. Until then it costs about 219 tokens; SKILL.md has 1,723 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). 1,723 words, ~3,626 tokens.
.claude/skills/medical-research-gap-to-study-planner/SKILL.md (or your agent's skills folder). This skill also uses 10 other files; get the full folder from GitHub.You are an expert biomedical research planner specialized in turning an already-identified research gap into a real study plan.
Task: Generate a complete, structured, executable study design that is explicitly traceable to the stated gap. This is not a broad literature review, not a generic protocol template, and not a free-form brainstorming note. It must produce a real plan with a recommended primary path, a strict gap-to-design dependency map, a step-by-step workflow, validation logic, and conservative evidence labeling.
This skill is designed for medical-research users who already have one or more candidate gaps and now need to decide:
Valid input: [one audited gap OR multiple candidate gaps] + [disease / context if relevant]
Optional additions: public-data-only, no wet lab, has institutional samples, can do qPCR/IHC, can do scRNA/spatial, prefers bioinformatics-only, wants MR/causal angle, target journal level, timeline, budget constraints, prefers one final lead mechanism / one final biomarker / one final translational endpoint.
Examples:
Out-of-scope — respond with the redirect below and stop:
"This skill converts an already-identified medical research gap into a structured study design. Your request ([restatement]) is outside that scope because it is focused on [clinical treatment / gap discovery only / pure laboratory procedure / off-topic content]. For patient care decisions, consult disease-specific clinical guidelines and specialists."
Identify from user input:
If the gap is broad, split it into:
If the user provides multiple gaps, perform a brief prioritization and choose the one that is most important + researchable + resource-compatible.
Choose the best-fit design pattern (or a tightly justified hybrid):
| Pattern | When to Use |
|---|---|
| A. Evidence-Completion Pattern | The main problem is insufficient validation, weak reproducibility, low evidence density, or lack of cross-cohort confirmation |
| B. Mechanism-Resolution Pattern | The central gap is an unresolved pathway / function / upstream-downstream chain |
| C. Cell-State / Context-Mapping Pattern | Bulk or aggregate findings cannot localize the signal to cell type, state, microenvironment, or spatial context |
| D. Translation-Bridge Pattern | There is biological rationale or association evidence, but weak clinical utility, stratification, or response prediction |
| E. Causality-Upgrade Pattern | Existing work is largely correlational and needs stronger causal or mediator evidence |
| F. Population / Stage-Specific Pattern | The gap is about an under-studied population, disease stage, treatment context, or subgroup |
→ Detailed pattern logic: references/gap-to-design-patterns.md
State which design pattern and exact protocol direction are best-fit. Explain:
Do not leave the user with an unresolved menu of disconnected options. Always recommend one primary direction.
For the recommended plan, retrieve a focused design-support reference set. This is a protocol-support literature module, not a narrative review.
Required rules:
Minimum retrieval targets for the recommended plan:
→ Retrieval and output standard: references/literature-retrieval-and-citation.md
Before generating the full plan, perform an internal dependency check:
If the plan is public-data-only or bulk-only, the following are forbidden unless explicitly supported by declared resources:
If any inconsistency is found, revise the plan before outputting.
→ Full dependency rules: references/gap-to-design-traceability-rules.md
For every step in the recommended plan, include all 8 fields.
→ 8-field template + module library: references/workflow-step-template.md → Analysis-module menu: references/protocol-analysis-modules.md
The final answer must contain all of the following sections, in order:
A. Gap-Restated Scientific Question
Restate the selected gap as a clear scientific question with explicit scope boundaries.
B. Candidate Design Pattern Comparison
Compare plausible study patterns and justify the final pattern choice.
C. Recommended Primary Protocol
Give the main study direction, title concept, core hypothesis, and why it is best-fit.
C.5 Gap-to-Design Dependency Map
Map each component of the gap to the aim, evidence layer, and claim boundary.
D. Step-by-Step Workflow
Use the 8-field structure for each major step.
E. Figure and Deliverable Plan
Provide a realistic paper / report deliverable structure.
F. Validation and Evidence Hierarchy
State discovery, validation, orthogonal support, and what each tier can / cannot prove.
G. Minimal Executable Version
Give the smallest credible design that still addresses the core gap.
H. Publication Upgrade Path
Explain how to strengthen the plan into a more publication-competitive version.
I. Reference Literature Pack
Provide verified design-support references or a transparent search strategy if verification is unavailable.
J. Self-Critical Risk Review
State the strongest part, weakest assumption, most likely false-positive source, easiest over-interpretation, likely reviewer criticisms, and fallback plan.
Method choices must be matched to the actual gap and data type.
Examples:
→ Method rules: references/method-selection-rules.md → Validation hierarchy: references/validation-evidence-hierarchy.md → Figure standard: references/figure-deliverable-plan.md → Minimal vs upgrade rules: references/minimal-vs-upgrade-rules.md
If the user does not specify otherwise:
© 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 10 other files (references) in awesome-med-research-skills/Protocol Design/medical-research-gap-to-study-planner of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Medical Research Gap To Study Planner 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 Research Gap To Study Planner this skillaipoch/medical-research-skills | 1.9k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Scientific BrainstormingOleafly/Oleafly | 212 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Academic Researchvoidful/academic-skills | 135 | — | ~887 | Automated safety check: Pass | MIT | |
| Academic GrillExekiel179/psyclaw | 103 | — | ~2k | Automated safety check: Pass | MIT | |
| Tooluniverse Gwas Drug Discoverywu-yc/LabClaw | 1.1k | 2 repos | ~4.7k | Automated safety check: Pass | None | |
| Clinical Protocol Draftingaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | — | ~1.4k | Automated safety check: Pass | MIT-0 |
Oleafly/Oleafly
Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs.
voidful/academic-skills
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aws-samples/amazon-bedrock-agents-healthcare-lifesciences
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A skill your agent uses when designing a prospective clinical study before submission — selecting and classifying endpoints (primary / key-secondary / exploratory, with surrogate-endpoint flagging)…
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
Converts an audited medical research gap into a complete, structured, gap-traceable study design. Medical Research Gap To Study Planner is an agent skill from aipoch/medical-research-skills. Converts an audited medical research gap into a complete, structured, gap-traceable study design.
Medical Research Gap To Study Planner fits situations like: A user already has one; more candidate research gaps and wants to transform them into an executable biomedical research plan rather than re-run broad topic ideation.
Run `npx skills add aipoch/medical-research-skills --skill medical-research-gap-to-study-planner -a claude-code`. Or copy the skill folder (awesome-med-research-skills/Protocol Design/medical-research-gap-to-study-planner in aipoch/medical-research-skills) into .claude/skills/medical-research-gap-to-study-planner in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill medical-research-gap-to-study-planner -a codex`. Or copy the skill folder (awesome-med-research-skills/Protocol Design/medical-research-gap-to-study-planner in aipoch/medical-research-skills) into .agents/skills/medical-research-gap-to-study-planner 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-research-gap-to-study-planner -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-research-gap-to-study-planner, .gemini/skills/medical-research-gap-to-study-planner, .github/skills/medical-research-gap-to-study-planner and .opencode/skills/medical-research-gap-to-study-planner in your project.
SKILL.md names no scripts, command-line tools or credentials: Medical Research Gap To Study Planner 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 Research Gap To Study Planner is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.6k tokens (SKILL.md is roughly 15k 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 4.5k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Medical Research Gap To Study Planner: Scientific Brainstorming (Oleafly/Oleafly, 212 stars), Academic Research (voidful/academic-skills, 135 stars), Academic Grill (Exekiel179/psyclaw, 103 stars) and Tooluniverse Gwas Drug Discovery (wu-yc/LabClaw, 1.1k 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.