Agent skill

Research Ideation

by maxwell2732 in maxwell2732/paper-replicate-agent-demo

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset

No licenceAuto-check passedAgent Workflows

Install Research Ideation

skills CLI
$ npx skills add maxwell2732/paper-replicate-agent-demo --skill research-ideation -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install maxwell2732/paper-replicate-agent-demo research-ideation --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/research-ideation .claude/skills/research-ideation && rm -rf skills-src

Use ~/.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/

Facts

Skill name
research-ideation
GitHub stars
137
Used in
1 other repo
Token cost
~914 tokens
SKILL.md length
277 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
None found

At a glance

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset

  • Works in 5 steps: Understand the input. Read $ARGUMENTS… → Generate 3-5 research questions ordered… → For each research question, develop → …
  • Tasks that involve Brainstorming
  • SKILL.md covers Steps, Output Format and Principles
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Research Ideation is an agent skill from maxwell2732/paper-replicate-agent-demo. Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset

Its SKILL.md is about 910 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: A structured Claude Code workflow for empirically replicating published research using UK Biobank (UKB) data, created by Chen Zhu 朱晨 | 遗传社科研究.

When your agent uses it

  • Tasks that involve Brainstorming
  • Tasks that involve Hypothesis generation

Example prompts

  • “/research-ideation”

Requirements

  • Pre-approved tools (allowed-tools): Read, Grep, Glob, Write

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Understand the input. Read $ARGUMENTS and any referenced files. Check master_supporting_docs/ for related papers. Check .claude/rules/ for…
  2. Generate 3-5 research questions ordered from descriptive to causal
  3. For each research question, develop
  4. Rank the questions by feasibility and contribution.
  5. Save the output to quality_reports/research_ideation_[sanitized_topic].md

What it can do on your machine

Read from SKILL.md and the folder at commit 83399e0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Grep
    • Glob
    • Write

    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 loads about 914 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 277 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~914

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 277 words (~914 tokens).

“Generate structured research questions, testable hypotheses, and empirical strategies from a topic, phenomenon, or dataset.”

— opening of SKILL.md by maxwell2732
name
research-ideation
allowed-tools
Read, Grep, Glob, Write
disable-model-invocation
true
argument-hint
[topic, phenomenon, or dataset description]

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/research-ideation of maxwell2732/paper-replicate-agent-demo.

Open the folder on GitHubat commit 83399e0

Used in 2 other repositories

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in maxwell2732/paper-replicate-agent-demo, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Research Ideation 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.

Research Ideation compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Research Ideation this skillmaxwell2732/paper-replicate-agent-demo1371 repos~914Automated safety check: PassNone
Idea Generationvoidful/academic-skills134—~1.6kAutomated safety check: PassMIT
Interview Mepedrohcgs/claude-code-my-workflow1.7k—~1.8kAutomated safety check: PassMIT
Research Ideationpedrohcgs/claude-code-my-workflow1.7k—~1.7kAutomated safety check: PassMIT
Light Idea GenerationLight0305/Light-skills640—~4.6kAutomated safety check: PassMIT
Idea Memo WriterWILLOSCAR/research-units-pipeline-skills513—~441Automated safety check: PassNone

Similar skills

  • 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。

    134 GitHub stars~1.6k tokensUpdated 6 mo ago
    Agent WorkflowsAuto-check passed
  • 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).

    1.7k GitHub stars~1.8k tokensUpdated 12 days ago
    Agent WorkflowsAuto-check passed
  • Research Ideation

    pedrohcgs/claude-code-my-workflow

    Generate structured research questions, testable hypotheses, and candidate empirical strategies from a topic, phenomenon, or dataset description.

    1.7k GitHub stars~1.7k tokensUpdated 12 days ago
    Agent WorkflowsAuto-check passed
  • Light Idea Generation

    Light0305/Light-skills

    Light 科研主线第 3 步·提 idea:从模糊方向/数据/文献结构化发散(激发算子系统生成,不是泛泛头脑风暴) → 产值得做且做得成的分层候选 idea(moonshot 冲刺/solid 稳妥/safe 保底),每个必答为什么值得做·创新点· 比现有强在哪·解决什么具体问题·能投什么层次,且提出时就自带撞车前置自查(最像的前作+delta,吃上游 literature-search…

    640 GitHub stars~4.6k tokensUpdated 3 mo ago
    Agent WorkflowsAuto-check passed
  • Idea Memo Writer

    WILLOSCAR/research-units-pipeline-skills

    Synthesize the shortlist into a discussion-ready research idea brainstorm memo, writing output/REPORT.md, output/APPENDIX.md, and output/REPORT.json.

    513 GitHub stars~441 tokensUpdated 4 days ago
    Agent WorkflowsAuto-check passed
  • Scholar Brainstorm

    joshzyj/open-scholar-skill

    Generate research questions from existing materials — codebooks, survey questionnaires, datasets, or published papers/abstracts.

    168 GitHub stars~4.2k tokensUpdated 21 days ago
    Agent WorkflowsAuto-check passed

More from maxwell2732/paper-replicate-agent-demo

All 9 skills in this repo
  • Data Analysis

    maxwell2732/paper-replicate-agent-demo

    End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures

    137 GitHub starsUsed in 2 repos~1.1k tokens
    Auto-check: notes
  • Commit

    maxwell2732/paper-replicate-agent-demo

    Stage, commit, create PR, and merge to main. An agent skill from maxwell2732/paper-replicate-agent-demo.

    137 GitHub starsUsed in 1 repo~422 tokens
    Auto-check: notes
  • Lit Review

    maxwell2732/paper-replicate-agent-demo

    Structured literature search and synthesis with citation extraction and gap identification

    137 GitHub starsUsed in 2 repos~728 tokens
    Auto-check passed
  • Review Paper

    maxwell2732/paper-replicate-agent-demo

    Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections

    137 GitHub starsUsed in 2 repos~1.1k tokens
    Auto-check passed
  • Interview Me

    maxwell2732/paper-replicate-agent-demo

    Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy

    137 GitHub starsUsed in 1 repo~921 tokens
    Auto-check passed
  • Deploy

    maxwell2732/paper-replicate-agent-demo

    Render Quarto slides and sync to docs/ for GitHub Pages deployment.

    137 GitHub starsUsed in 1 repo~371 tokens
    Auto-check: notes

Questions about Research Ideation

What does Research Ideation do?

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset. Research Ideation is an agent skill from maxwell2732/paper-replicate-agent-demo.

When should I use Research Ideation?

Research Ideation fits situations like: tasks that involve Brainstorming; tasks that involve Hypothesis generation.

How do I install Research Ideation in Claude Code?

Run `npx skills add maxwell2732/paper-replicate-agent-demo --skill research-ideation -a claude-code`. Or copy the skill folder (.claude/skills/research-ideation in maxwell2732/paper-replicate-agent-demo) into .claude/skills/research-ideation in your project. Claude Code loads it when a task matches its description.

How do I install Research Ideation in Codex?

Run `npx skills add maxwell2732/paper-replicate-agent-demo --skill research-ideation -a codex`. Or copy the skill folder (.claude/skills/research-ideation in maxwell2732/paper-replicate-agent-demo) into .agents/skills/research-ideation in your project. Codex loads it when a task matches its description.

Can I use Research Ideation 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 maxwell2732/paper-replicate-agent-demo --skill research-ideation -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, .gemini/skills/research-ideation, .github/skills/research-ideation and .opencode/skills/research-ideation in your project.

What does Research Ideation need to run?

SKILL.md names no scripts, command-line tools or credentials: Research Ideation is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write.

Does Research Ideation 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 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 use?

No licence was found for Research Ideation or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Research Ideation use?

About 914 tokens (SKILL.md is roughly 3.7k 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?

Skills that share tags, products or a category with Research Ideation: Idea Generation (voidful/academic-skills, 134 stars), Interview Me (pedrohcgs/claude-code-my-workflow, 1.7k stars), Research Ideation (pedrohcgs/claude-code-my-workflow, 1.7k stars) and Light Idea Generation (Light0305/Light-skills, 640 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Research Ideation?

maxwell2732 (a GitHub user) maintains it in maxwell2732/paper-replicate-agent-demo, which has 137 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on May 22, 2026.

Source: maxwell2732/paper-replicate-agent-demo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.