Agent skill

Scholar Ideation

by catlog22 in catlog22/maestro-flow

Research ideation workflow from literature search to research planning.

No licenceAuto-check: notesResearch & Science

Install Scholar Ideation

skills CLI
$ npx skills add catlog22/maestro-flow --skill scholar-ideation -a claude-code

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

GitHub CLI
$ gh skill install catlog22/maestro-flow scholar-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/catlog22/maestro-flow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/optional/skills/scholar-ideation .claude/skills/scholar-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
scholar-ideation
GitHub stars
564
Token cost
~2.8k tokens
SKILL.md length
649 words
Files
6
Skills in repo
30
Repo updated
First seen
Licence
None found

At a glance

Research ideation workflow from literature search to research planning.

  • Works in 4 steps: Codebase docs: If… → Specs: maestro load --type spec… → Wiki knowledge: maestro search "academic… → …
  • Brainstorm research ideas
  • SKILL.md covers Pre-load (before execution), Architecture Overview, Key Design Principles and Interactive Preference…, plus 11 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Scholar Ideation is an agent skill from catlog22/maestro-flow. Research ideation workflow from literature search to research planning. Triggers on "brainstorm research ideas", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", "research ideation".

Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files (for example `phases/01-literature-search.md`, `phases/02-gap-analysis.md` and `phases/03-research-question.md`).

It sits in Research & Science, covering Brainstorming, Literature review and Hypothesis generation. The repository describes itself as: Intent-driven workflow orchestration for multi-agent AI development — adaptive lifecycle engine, self-reinforcing knowledge graph, and visual dashboard for Claude Code, Gemini….

When your agent uses it

  • Brainstorm research ideas
  • Identify research gaps
  • Conduct gap analysis
  • Start research project

Example prompts

  • “brainstorm research ideas”
  • “identify research gaps”
  • “conduct gap analysis”
  • “/scholar-ideation”

Requirements

  • Pre-approved tools (allowed-tools): WebSearch, WebFetch, Read, Write, Edit, Bash, Glob, Grep, TodoWrite, AskUserQuestion

Workflow steps

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

  1. Codebase docs: If .workflow/codebase/ARCHITECTURE.md exists, read for project context
  2. Specs: maestro load --type spec --category coding — load coding conventions
  3. Wiki knowledge: maestro search "academic writing research paper" --json — top 5 entries as prior context
  4. All optional — proceed without if unavailable

What it can do on your machine

Read from SKILL.md and the folder at commit af37312. 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:

    • WebSearch
    • WebFetch
    • Read
    • Write
    • Edit
    • Bash
    • Glob
    • Grep
    • TodoWrite
    • AskUserQuestion

    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

Scholar Ideation loads about 2.8k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 649 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~82
When it runs · the whole SKILL.md, loaded when a task matches
~2.8k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: WebSearch, WebFetch, Read, Write, Edit, Bash, Glob, Grep, TodoWrite, AskUserQuestion

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 649 words (~2,792 tokens).

“Supports the complete research project initiation workflow: from literature search and gap analysis through research question formulation, method selection, and research planning. Produces a structured research plan with literature review, identified gaps, formulated questions, selected methods, and a timeline.”

— opening of SKILL.md by catlog22
name
scholar-ideation
allowed-tools
WebSearch, WebFetch, Read, Write, Edit, Bash, Glob, Grep, TodoWrite, AskUserQuestion
disable-model-invocation
true
session-mode
none

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files in optional/skills/scholar-ideation of catlog22/maestro-flow.

  • SKILL.md
  • phases/01-literature-search.md
  • phases/02-gap-analysis.md
  • phases/03-research-question.md
  • phases/04-method-selection.md
  • phases/05-research-planning.md

Open the folder on GitHubat commit af37312

Compare with similar skills

Scholar 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.

Scholar Ideation compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scholar Ideation this skillcatlog22/maestro-flow564—~2.8kAutomated safety check: NotesNone
Research IdeationGalaxy-Dawn/claude-scholar5.7k3 repos~2.4kAutomated safety check: PassMIT
Research SurveyEvoScientist/EvoSkills4753 repos~2.5kAutomated safety check: PassApache-2.0
Paper NavigatorEvoScientist/EvoSkills475—~6.3kAutomated safety check: NotesApache-2.0
Paper NavigatorAI4Scientist/nano-scientist128—~7.7kAutomated safety check: NotesNone
Scientific Brainstormingspacering-net/codeg3.8k14 repos~2kAutomated safety check: PassMIT

Similar skills

  • Research Ideation

    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…

    5.7k GitHub starsUsed in 3 repos~2.4k tokens
    Research & ScienceAuto-check passed
  • Research Survey

    EvoScientist/EvoSkills

    Generates structured literature survey reports from collected papers using a multi-stage pipeline: outline generation (query-type adaptive) → draft survey → section-by-section expansion → summary…

    475 GitHub starsUsed in 3 repos~2.5k tokens
    Research & ScienceAuto-check passed
  • Paper Navigator

    EvoScientist/EvoSkills

    Find and read academic papers (S2 + arXiv). An agent skill from EvoScientist/EvoSkills.

    475 GitHub stars~6.3k tokensUpdated 8 days ago
    Research & ScienceAuto-check: notes
  • Paper Navigator

    AI4Scientist/nano-scientist

    Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)…

    128 GitHub stars~7.7k tokensUpdated 4 mo ago
    Research & ScienceAuto-check: notes
  • Scientific Brainstorming

    spacering-net/codeg

    Creative research ideation and exploration. An agent skill from spacering-net/codeg.

    3.8k GitHub starsUsed in 14 repos~2k tokens
    Research & ScienceAuto-check passed
  • Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs.

    206 GitHub starsUsed in 2 repos~3.5k tokens
    Research & ScienceAuto-check passed

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Questions about Scholar Ideation

What does Scholar Ideation do?

Research ideation workflow from literature search to research planning. Scholar Ideation is an agent skill from catlog22/maestro-flow. Research ideation workflow from literature search to research planning.

When should I use Scholar Ideation?

Scholar Ideation fits situations like: brainstorm research ideas; identify research gaps; conduct gap analysis; start research project.

How do I install Scholar Ideation in Claude Code?

Run `npx skills add catlog22/maestro-flow --skill scholar-ideation -a claude-code`. Or copy the skill folder (optional/skills/scholar-ideation in catlog22/maestro-flow) into .claude/skills/scholar-ideation in your project. Claude Code loads it when a task matches its description.

How do I install Scholar Ideation in Codex?

Run `npx skills add catlog22/maestro-flow --skill scholar-ideation -a codex`. Or copy the skill folder (optional/skills/scholar-ideation in catlog22/maestro-flow) into .agents/skills/scholar-ideation in your project. Codex loads it when a task matches its description.

Can I use Scholar 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 catlog22/maestro-flow --skill scholar-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/scholar-ideation, .gemini/skills/scholar-ideation, .github/skills/scholar-ideation and .opencode/skills/scholar-ideation in your project.

What does Scholar Ideation need to run?

SKILL.md names no scripts, command-line tools or credentials: Scholar Ideation is instructions for the agent only. Its frontmatter pre-approves these tools: WebSearch, WebFetch, Read, Write, Edit, Bash, Glob, Grep, TodoWrite, AskUserQuestion.

Does Scholar 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 Scholar Ideation safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Scholar Ideation use?

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

How many tokens does Scholar Ideation use?

About 2.8k tokens (SKILL.md is roughly 11k 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 Scholar Ideation?

Skills that share tags, products or a category with Scholar Ideation: Research Ideation (Galaxy-Dawn/claude-scholar, 5.7k stars), Research Survey (EvoScientist/EvoSkills, 475 stars), Paper Navigator (EvoScientist/EvoSkills, 475 stars) and Paper Navigator (AI4Scientist/nano-scientist, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Scholar Ideation?

catlog22 (a GitHub user) maintains it in catlog22/maestro-flow, which has 564 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on October 7, 2026.

Source: catlog22/maestro-flow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.