Sciatlas Idea Generate
zjunlp/SciAtlas
Use only the current SciAtlas multi-step idea-generation workflow (sciatlasideagen) to take a novice user from zero setup to final literature-grounded research idea seeds, including setup…
A skill your agent uses when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints.
Install Research Ideation Screening
$ npx skills add BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team research-ideation-screening --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/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .claude/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .claude/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screeningType 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 BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team research-ideation-screening --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .agents/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .agents/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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 BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team research-ideation-screening --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .cursor/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .cursor/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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/BingHanOfUESTC/open_agent_team.git --path teams/auto_research_team/skills/research-ideation-screening--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 BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team research-ideation-screening --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .gemini/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .gemini/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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 BingHanOfUESTC/open_agent_team research-ideation-screeningInstalls 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 BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .github/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .github/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .github/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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 BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team research-ideation-screening --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/teams/auto_research_team/skills/research-ideation-screening .opencode/skills/research-ideation-screening && 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-ideation-screening" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/research-ideation-screening into .opencode/skills/research-ideation-screening/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-ideation-screening", 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.
Facts
- Skill name
research-ideation-screening- GitHub stars
- 106
- Token cost
- ~492 tokens
- SKILL.md length
- 98 words
- Files
- 1
- Skills in repo
- 30
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints.
- Works in 4 steps: Idea Generation Lenses → Idea Card → Screening Matrix → …
- Selecting research ideas from literature gaps and experimental constraints
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Brainstorming
What it does
Research Ideation Screening is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints.
Its SKILL.md is about 490 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 Agent Workflows, covering Brainstorming and Hypothesis generation. The repository describes itself as: Build persistent multi-agent teams that collaborate like real organizations to deliver complex tasks. The licence is MIT.
When your agent uses it
- Selecting research ideas from literature gaps and experimental constraints
- Tasks that involve Brainstorming
- Tasks that involve Hypothesis generation
Example prompts
- “/research-ideation-screening”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 7e28736. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Research Ideation Screening loads about 492 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 98 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from BingHanOfUESTC/open_agent_team at commit 7e28736, republished under its MIT licence (© BingHanOfUESTC). 98 words, ~492 tokens.
Download SKILL.mdSave it as
.claude/skills/research-ideation-screening/SKILL.md (or your agent's skills folder).- name
- research-ideation-screening
- description
- Use this skill when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints.
Research Ideation Screening
This skill prevents vague novelty claims. An idea is only useful if it is tied to evidence, implementable under constraints, and falsifiable by an experiment.
1. Idea Generation Lenses
Generate candidates using at least five lenses:
failure case repair
metric-target mismatch
data efficiency
compute efficiency
robustness and distribution shift
architecture simplification
training objective change
evaluation protocol improvement
tooling or reproducibility gap
negative result worth documentingAvoid ideas that only rename existing methods.
2. Idea Card
Write each candidate in:
research_workspace/ideas/idea_<N>.mdTemplate:
# Idea <N>: <title>
- Gap:
- Evidence:
- Hypothesis:
- Method sketch:
- Minimal implementation:
- Baseline:
- Dataset/benchmark:
- Primary metric:
- Ablation:
- Expected failure mode:
- Resource estimate:
- Novelty risk:
- License/data risk:
- Stop condition:3. Screening Matrix
Maintain:
research_workspace/ideas/screening_matrix.mdScore 1-5:
evidence strength
novelty
implementation simplicity
evaluation clarity
resource fit
expected impact
risk containment
paper-worthinessSelect the idea with the best combination of evidence, feasibility, and falsifiability, not the most impressive wording.
4. Red-Team Questions
Before committing to an idea, answer:
Has this already been done?
Can a small experiment disprove it?
Is the baseline fair?
Would a null result still teach something?
Can the implementation be isolated?
Can results be plotted in one clear table or figure?
What would make us abandon the idea?If these cannot be answered, return to literature mapping or scope refinement.
© BingHanOfUESTC, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in teams/auto_research_team/skills/research-ideation-screening of BingHanOfUESTC/open_agent_team.
Open the folder on GitHubat commit 7e28736
Compare with similar skills
Research Ideation Screening 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 Ideation Screening this skillBingHanOfUESTC/open_agent_team | 106 | — | ~492 | Automated safety check: Pass | MIT | |
| Sciatlas Idea Generatezjunlp/SciAtlas | 160 | — | ~1.7k | Automated safety check: Notes | MIT | |
| Generate IdeaGRIND-Lab-Core/night_owl_research_agent | 106 | — | ~3.2k | Automated safety check: Warn | None | |
| Research Junshijunshi-research/research-junshi | 126 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Idea Generationvoidful/academic-skills | 135 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Research Ideationmaxwell2732/paper-replicate-agent-demo | 137 | 1 repos | ~914 | Automated safety check: Pass | None |
Similar skills
Generate Idea
GRIND-Lab-Core/night_owl_research_agent
Generate and rank research ideas given a broad direction. An agent skill from GRIND-Lab-Core/night_owl_research_agent.
Research Junshi
junshi-research/research-junshi
Personalized academic literature digests and ranked research ideas grounded in the researcher's papers and persistent memory.
Idea Generation
voidful/academic-skills
學術研究的 Idea 產生技能——從發散到收斂，系統化地產出高品質研究構想。當使用者想腦力激盪研究方向、找新 research idea、或問「我接下來可以做什麼研究」時，一定要使用此技能。觸發詞包括：brainstorm、想 idea、研究方向、下一步做什麼、有什麼可以研究的、找 gap、research proposal。適用於任何階段的學術研究構想生成。
Research Ideation
maxwell2732/paper-replicate-agent-demo
Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset
Interview Me
pedrohcgs/claude-code-my-workflow
Interactive interview that formalizes a fuzzy research idea into a structured spec (RQ, hypotheses, identification, data needs, empirical strategy).
More from BingHanOfUESTC/open_agent_team
All 30 skills in this repoSkill Validation And Evaluation
BingHanOfUESTC/open_agent_team
A skill your agent uses when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and…
Autoresearch Orchestration
BingHanOfUESTC/open_agent_team
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
Experiment Iteration Loop
BingHanOfUESTC/open_agent_team
A skill your agent uses when designing, running, logging, diagnosing, or iterating experiments for the selected research idea.
Latex Paper Artifact
BingHanOfUESTC/open_agent_team
A skill your agent uses when producing the final arXiv-style LaTeX paper, BibTeX, figures, tables, reproducibility statement, appendix, and artifact manifest.
Literature Evidence Mapping
BingHanOfUESTC/open_agent_team
A skill your agent uses when discovering papers, mapping related work, reading papers deeply, checking citations, or building evidence cards for an auto research task.
Media Asset Sourcing
BingHanOfUESTC/open_agent_team
A skill your agent uses when PPT slides need external images, screenshots, logos, product photos, stock-like visuals, diagrams, or videos that must be downloaded, inserted, or linked with source and…
Related
Categories
Questions about Research Ideation Screening
What does Research Ideation Screening do?
A skill your agent uses when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints. Research Ideation Screening is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when generating, screening, ranking, or selecting research ideas from literature gaps and experimental constraints.
When should I use Research Ideation Screening?
Research Ideation Screening fits situations like: selecting research ideas from literature gaps and experimental constraints; tasks that involve Brainstorming; tasks that involve Hypothesis generation.
How do I install Research Ideation Screening in Claude Code?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a claude-code`. Or copy the skill folder (teams/auto_research_team/skills/research-ideation-screening in BingHanOfUESTC/open_agent_team) into .claude/skills/research-ideation-screening in your project. Claude Code loads it when a task matches its description.
How do I install Research Ideation Screening in Codex?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill research-ideation-screening -a codex`. Or copy the skill folder (teams/auto_research_team/skills/research-ideation-screening in BingHanOfUESTC/open_agent_team) into .agents/skills/research-ideation-screening in your project. Codex loads it when a task matches its description.
Can I use Research Ideation Screening in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add BingHanOfUESTC/open_agent_team --skill research-ideation-screening -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-ideation-screening, .gemini/skills/research-ideation-screening, .github/skills/research-ideation-screening and .opencode/skills/research-ideation-screening in your project.
What does Research Ideation Screening need to run?
SKILL.md names no scripts, command-line tools or credentials: Research Ideation Screening is instructions for the agent only.
Does Research Ideation Screening access the network?
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.
Is Research Ideation Screening safe to install?
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.
What licence does Research Ideation Screening use?
Research Ideation Screening is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Research Ideation Screening use?
About 492 tokens (SKILL.md is roughly 2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Research Ideation Screening?
Skills that share tags, products or a category with Research Ideation Screening: Sciatlas Idea Generate (zjunlp/SciAtlas, 160 stars), Generate Idea (GRIND-Lab-Core/night_owl_research_agent, 106 stars), Research Junshi (junshi-research/research-junshi, 126 stars) and Idea Generation (voidful/academic-skills, 135 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Research Ideation Screening?
BingHanOfUESTC (a GitHub user) maintains it in BingHanOfUESTC/open_agent_team, which has 106 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on June 23, 2026.
Source: BingHanOfUESTC/open_agent_team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.