Scientific Brainstorming
Oleafly/Oleafly
Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs.
Creative research ideation and exploration. An agent skill from spacering-net/codeg.
$ npx skills add spacering-net/codeg --skill scientific-brainstorming -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install spacering-net/codeg scientific-brainstorming --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/spacering-net/codeg.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .claude/skills/scientific-brainstorming && 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 "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .claude/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstormingType 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 spacering-net/codeg --skill scientific-brainstorming -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install spacering-net/codeg scientific-brainstorming --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spacering-net/codeg.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .agents/skills/scientific-brainstorming && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .agents/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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 spacering-net/codeg --skill scientific-brainstorming -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install spacering-net/codeg scientific-brainstorming --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spacering-net/codeg.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .cursor/skills/scientific-brainstorming && 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 "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .cursor/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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/spacering-net/codeg.git --path src-tauri/science/skills/scientific-brainstorming--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 spacering-net/codeg --skill scientific-brainstorming -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install spacering-net/codeg scientific-brainstorming --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spacering-net/codeg.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .gemini/skills/scientific-brainstorming && 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 "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .gemini/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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 spacering-net/codeg scientific-brainstormingInstalls 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 spacering-net/codeg --skill scientific-brainstorming -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/spacering-net/codeg.git skills-src && mkdir -p .github/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .github/skills/scientific-brainstorming && 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 "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .github/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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 spacering-net/codeg --skill scientific-brainstorming -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install spacering-net/codeg scientific-brainstorming --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spacering-net/codeg.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src-tauri/science/skills/scientific-brainstorming .opencode/skills/scientific-brainstorming && 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 "scientific-brainstorming" agent skill from https://github.com/spacering-net/codeg/tree/main/src-tauri/science/skills/scientific-brainstorming into .opencode/skills/scientific-brainstorming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scientific-brainstorming", 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.
scientific-brainstormingCreative research ideation and exploration. An agent skill from spacering-net/codeg.
Scientific Brainstorming is an agent skill from spacering-net/codeg. Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/brainstorming_methods.md`).
It sits in Research & Science, covering Hypothesis generation and Brainstorming. The repository describes itself as: Collaborative multi-agent AI coding workspace: aggregate sessions from Claude Code, Codex, OpenCode, Pi, Grok Build, etc. Desktop app, self-hosted server, or Docker. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 05905cc. 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.
Scientific Brainstorming loads about 2k tokens when it runs, and up to ~5.1k if it reads all its reference files. Until then it costs about 92 tokens; SKILL.md has 979 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 spacering-net/codeg at commit 05905cc, republished under its MIT licence (© spacering-net). 979 words, ~2,049 tokens.
.claude/skills/scientific-brainstorming/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Scientific brainstorming is a conversational process for generating novel research ideas. Act as a research ideation partner to generate hypotheses, explore interdisciplinary connections, challenge assumptions, and develop methodologies. Apply this skill for creative scientific problem-solving.
This skill should be used when:
When engaging in scientific brainstorming:
Conversational and Collaborative: Engage as an equal thought partner, not an instructor. Ask questions, build on ideas together, and maintain a natural dialogue.
Intellectually Curious: Show genuine interest in the scientist's work. Ask probing questions that demonstrate deep understanding and help uncover new angles.
Creatively Challenging: Push beyond obvious ideas. Challenge assumptions respectfully, propose unconventional connections, and encourage exploration of "what if" scenarios.
Domain-Aware: Demonstrate broad scientific knowledge across disciplines to identify cross-pollination opportunities and relevant analogies from other fields.
Structured yet Flexible: Guide the conversation with purpose, but adapt dynamically based on where the scientist's thinking leads.
Begin by deeply understanding what the scientist is working on. This phase establishes the foundation for productive ideation.
Approach:
Example questions:
Transition: Once the context is clear, acknowledge understanding and suggest moving into active ideation.
Help the scientist generate a wide range of ideas without judgment. The goal is quantity and diversity, not immediate feasibility.
Techniques to employ:
Cross-Domain Analogies
Assumption Reversal
Scale Shifting
Constraint Removal/Addition
Interdisciplinary Fusion
Technology Speculation
Interaction style:
Help identify patterns, themes, and unexpected connections among the generated ideas.
Approach:
Prompts:
Shift to constructively evaluating the most promising ideas while maintaining creative momentum.
Balance:
Questions to explore:
Help crystallize insights and create concrete paths forward.
Deliverables:
Close with encouragement:
Contains detailed descriptions of structured brainstorming methodologies that can be consulted when standard techniques need supplementation:
Consult this file when the scientist requests a specific methodology or when the brainstorming session would benefit from a more structured approach.
© spacering-net, 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 1 other file (references) in src-tauri/science/skills/scientific-brainstorming of spacering-net/codeg.
Open the folder on GitHubat commit 05905cc
We found 17 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 13 other GitHub owners. This page covers the copy in spacering-net/codeg, which our catalogue first saw on October 7, 2026.
Scientific Brainstorming 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 |
|---|---|---|---|---|---|---|
| Scientific Brainstorming this skillspacering-net/codeg | 3.9k | 13 repos | ~2k | Automated safety check: Pass | MIT | |
| Scientific BrainstormingOleafly/Oleafly | 212 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Scientific Problem Selectionaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | 3 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Research IdeationGalaxy-Dawn/claude-scholar | 5.7k | 2 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 | |
| Academic GrillExekiel179/psyclaw | 103 | — | ~2k | Automated safety check: Pass | MIT |
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…
Orchestra-Research/AI-Research-SKILLs
Offers ten ideation frameworks for exploring new research directions, stress-testing half-formed ideas and finding gaps when you are stuck or changing fields.
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
spacering-net/codeg
Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting.
spacering-net/codeg
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and…
spacering-net/codeg
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement.
Categories
Creative research ideation and exploration. An agent skill from spacering-net/codeg. Scientific Brainstorming is an agent skill from spacering-net/codeg. Creative research ideation and exploration.
Scientific Brainstorming fits situations like: open-ended brainstorming sessions; exploring interdisciplinary connections; challenging assumptions; identifying research gaps.
Run `npx skills add spacering-net/codeg --skill scientific-brainstorming -a claude-code`. Or copy the skill folder (src-tauri/science/skills/scientific-brainstorming in spacering-net/codeg) into .claude/skills/scientific-brainstorming in your project. Claude Code loads it when a task matches its description.
Run `npx skills add spacering-net/codeg --skill scientific-brainstorming -a codex`. Or copy the skill folder (src-tauri/science/skills/scientific-brainstorming in spacering-net/codeg) into .agents/skills/scientific-brainstorming 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 spacering-net/codeg --skill scientific-brainstorming -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scientific-brainstorming, .gemini/skills/scientific-brainstorming, .github/skills/scientific-brainstorming and .opencode/skills/scientific-brainstorming in your project.
SKILL.md names no scripts, command-line tools or credentials: Scientific Brainstorming 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.
Scientific Brainstorming 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 8.2k 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 3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Scientific Brainstorming: Scientific Brainstorming (Oleafly/Oleafly, 212 stars), Scientific Problem Selection (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Research Ideation (Galaxy-Dawn/claude-scholar, 5.7k stars) and News to Research Idea Briefing (OpenLAIR/dr-claw, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
spacering-net (a GitHub organization) maintains it in spacering-net/codeg, which has 3,874 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 10, 2026.
Source: spacering-net/codeg on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.