Scientific Brainstorming
spacering-net/codeg
Creative research ideation and exploration. An agent skill from spacering-net/codeg.
Interactive brainstorming to develop a meta-analysis topic. An agent skill from htlin222/meta-pipe.
$ npx skills add htlin222/meta-pipe --skill brainstorm-topic -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install htlin222/meta-pipe brainstorm-topic --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/htlin222/meta-pipe.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/brainstorm-topic .claude/skills/brainstorm-topic && 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 "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .claude/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topicType 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 htlin222/meta-pipe --skill brainstorm-topic -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install htlin222/meta-pipe brainstorm-topic --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/htlin222/meta-pipe.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/brainstorm-topic .agents/skills/brainstorm-topic && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .agents/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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 htlin222/meta-pipe --skill brainstorm-topic -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install htlin222/meta-pipe brainstorm-topic --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/htlin222/meta-pipe.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/brainstorm-topic .cursor/skills/brainstorm-topic && 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 "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .cursor/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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/htlin222/meta-pipe.git --path .claude/skills/brainstorm-topic--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 htlin222/meta-pipe --skill brainstorm-topic -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install htlin222/meta-pipe brainstorm-topic --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/htlin222/meta-pipe.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/brainstorm-topic .gemini/skills/brainstorm-topic && 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 "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .gemini/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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 htlin222/meta-pipe brainstorm-topicInstalls 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 htlin222/meta-pipe --skill brainstorm-topic -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/htlin222/meta-pipe.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/brainstorm-topic .github/skills/brainstorm-topic && 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 "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .github/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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 htlin222/meta-pipe --skill brainstorm-topic -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install htlin222/meta-pipe brainstorm-topic --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/htlin222/meta-pipe.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/brainstorm-topic .opencode/skills/brainstorm-topic && 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 "brainstorm-topic" agent skill from https://github.com/htlin222/meta-pipe/tree/main/.claude/skills/brainstorm-topic into .opencode/skills/brainstorm-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brainstorm-topic", 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.
brainstorm-topicInteractive brainstorming to develop a meta-analysis topic. An agent skill from htlin222/meta-pipe.
Brainstorm Topic is an agent skill from htlin222/meta-pipe. Interactive brainstorming to develop a meta-analysis topic. Use when user wants to explore ideas, refine a topic, or needs help formulating a research question.
Its SKILL.md is about 6.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Brainstorming and Hypothesis generation. The repository describes itself as: Claude Code-powered end-to-end meta-analysis automation: AI-assisted literature review, screening, extraction, analysis, and manuscript generation for systematic reviews and….
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 5c5c3f0. 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 (its code samples are markdown and bash).
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.
Brainstorm Topic loads about 6.3k tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 2,775 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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,775 words (~6,332 tokens).
“Guide users through developing a feasible, well-formed meta-analysis topic via structured interactive conversation.”
Just SKILL.md in .claude/skills/brainstorm-topic of htlin222/meta-pipe.
Open the folder on GitHubat commit 5c5c3f0
Brainstorm Topic 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 |
|---|---|---|---|---|---|---|
| Brainstorm Topic this skillhtlin222/meta-pipe | 134 | — | ~6.3k | Automated safety check: Pass | Custom licence | |
| Scientific Brainstormingspacering-net/codeg | 3.8k | 14 repos | ~2k | Automated safety check: Pass | MIT | |
| Scientific BrainstormingOleafly/Oleafly | 205 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Scientific Problem Selectionaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | 4 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Research IdeationGalaxy-Dawn/claude-scholar | 5.7k | 3 repos | ~2.4k | Automated safety check: Pass | MIT | |
| News to Research Idea BriefingOpenLAIR/dr-claw | 1.2k | — | ~1.3k | Automated safety check: Notes | Custom licence |
spacering-net/codeg
Creative research ideation and exploration. An agent skill from spacering-net/codeg.
Oleafly/Oleafly
Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs.
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions.
Galaxy-Dawn/claude-scholar
This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature…
OpenLAIR/dr-claw
Clusters the latest news-feed results by topic and writes a briefing of research idea seeds with citations, plus a structured seeds file, without crawling new sources.
Exekiel179/psyclaw
Stress-test an academic research question, proposal, study design, analysis plan, manuscript claim, review protocol, or AI research project through a one-question-at-a-time interview until its…
htlin222/meta-pipe
Define extraction schema, extract study data from full texts, and store it in a structured database for meta-analysis.
htlin222/meta-pipe
End-to-end AI-assisted meta-analysis pipeline orchestration from TOPIC.txt to final manuscript and reviewer responses.
htlin222/meta-pipe
Collect and manage full-text PDFs for included studies, track provenance, and prepare documents for extraction.
htlin222/meta-pipe
Perform title and abstract screening, apply inclusion and exclusion criteria, and assess study quality or risk of bias.
htlin222/meta-pipe
Conduct literature searches for meta-analysis using Python with uv, query PubMed and other databases, deduplicate results, and store round-based bibliographies with notes.
htlin222/meta-pipe
Draft and render a meta-analysis manuscript with Quarto using an IMRaD structure and embedded figures/tables.
Categories
Interactive brainstorming to develop a meta-analysis topic. An agent skill from htlin222/meta-pipe. Brainstorm Topic is an agent skill from htlin222/meta-pipe. Interactive brainstorming to develop a meta-analysis topic.
Brainstorm Topic fits situations like: user wants to explore ideas; needs help formulating a research question.
Run `npx skills add htlin222/meta-pipe --skill brainstorm-topic -a claude-code`. Or copy the skill folder (.claude/skills/brainstorm-topic in htlin222/meta-pipe) into .claude/skills/brainstorm-topic in your project. Claude Code loads it when a task matches its description.
Run `npx skills add htlin222/meta-pipe --skill brainstorm-topic -a codex`. Or copy the skill folder (.claude/skills/brainstorm-topic in htlin222/meta-pipe) into .agents/skills/brainstorm-topic 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 htlin222/meta-pipe --skill brainstorm-topic -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/brainstorm-topic, .gemini/skills/brainstorm-topic, .github/skills/brainstorm-topic and .opencode/skills/brainstorm-topic in your project.
SKILL.md names no scripts, command-line tools or credentials: Brainstorm Topic 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.
Brainstorm Topic has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 6.3k tokens (SKILL.md is roughly 25k 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 Brainstorm Topic: Scientific Brainstorming (spacering-net/codeg, 3.8k stars), Scientific Brainstorming (Oleafly/Oleafly, 205 stars), Scientific Problem Selection (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars) and Research Ideation (Galaxy-Dawn/claude-scholar, 5.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
htlin222 (a GitHub user) maintains it in htlin222/meta-pipe, which has 134 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on September 23, 2026.
Source: htlin222/meta-pipe on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.