Generate and rank research ideas given a broad direction. An agent skill from GRIND-Lab-Core/night_owl_research_agent.

No licenceAuto-check: warningsAgent Workflows

Install Generate Idea

The automated check flagged lines worth reading first. See the safety section below.

skills CLI
$ npx skills add GRIND-Lab-Core/night_owl_research_agent --skill generate-idea -a claude-code

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

GitHub CLI
$ gh skill install GRIND-Lab-Core/night_owl_research_agent generate-idea --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/GRIND-Lab-Core/night_owl_research_agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/generate-idea .claude/skills/generate-idea && 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
generate-idea
GitHub stars
106
Token cost
~3.2k tokens
SKILL.md length
1,188 words
Files
1
Skills in repo
19
Repo updated
First seen
Licence
None found

At a glance

Generate and rank research ideas given a broad direction. An agent skill from GRIND-Lab-Core/night_owl_research_agent.

  • Works in 6 steps: Get Literature Reivew Results → Idea Generation (brainstorm with… → First-Pass Filtering → …
  • User input brainstorm ideas
  • SKILL.md covers Overview, Constants, Workflow and Key Rules, plus 1 more section
  • Calls python

What it does

Generate Idea is an agent skill from GRIND-Lab-Core/night_owl_research_agent. Generate and rank research ideas given a broad direction. Use when user input "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.

Its SKILL.md is about 3.2k 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. It works with OpenAI. The repository describes itself as: Fully automatic AI research agent for Geoscientists, Remote Sensing researchers, and GIScientists. Features harness engineering, GeoBenchmark (OLS/GWR/MGWR), journal templates…

When your agent uses it

  • User input brainstorm ideas
  • Generate research ideas
  • What can we work on
  • Wants to explore a research area for publishable directions

Example prompts

  • “brainstorm ideas”
  • “generate research ideas”
  • “what can we work on”
  • “/generate-idea”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Bash(*), Read, Write, Grep, Glob, WebSearch, WebFetch, Agent

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. Get Literature Reivew Results
  2. Idea Generation (brainstorm with external LLM)
  3. First-Pass Filtering
  4. Deep Validation (for top ideas)
  5. Parallel Pilot Experiments (for top 2-3 ideas)
  6. Output — Ranked Idea Report

What it can do on your machine

Read from SKILL.md and the folder at commit 5f7a246. 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:

    • Bash(*)
    • Read
    • Write
    • Grep
    • Glob
    • WebSearch
    • WebFetch
    • Agent

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python

    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

Generate Idea loads about 3.2k tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 1,188 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~56
When it runs · the whole SKILL.md, loaded when a task matches
~3.2k

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: warnings

The automated check found patterns that need a careful read before installing.

  • WarningTells the agent its actions are pre-authorized / not to stop for confirmationSKILL.md:241
    t << 'EOF' > file`) to write in chunks. Do NOT ask the user for permission — just do it silently.
  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash(*), Read, Write, Grep, Glob, WebSearch, WebFetch, Agent

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 1,188 words (~3,155 tokens).

“Generate publishable research ideas for: $ARGUMENTS”

— opening of SKILL.md by GRIND-Lab-Core
name
generate-idea
allowed-tools
Bash(*), Read, Write, Grep, Glob, WebSearch, WebFetch, Agent
argument-hint
research-direction

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/generate-idea of GRIND-Lab-Core/night_owl_research_agent.

Open the folder on GitHubat commit 5f7a246

Compare with similar skills

Generate Idea 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.

Generate Idea compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Generate Idea this skillGRIND-Lab-Core/night_owl_research_agent106—~3.2kAutomated safety check: WarnNone
Idea CreatorAI4Scientist/nano-scientist1285 repos~3.9kAutomated safety check: WarnNone
LLM Councilgcpdev/llm-council-skill4611 repos~1kAutomated safety check: NotesMIT
Chatgpt App Builderalpic-ai/skybridge2.1k—~1kAutomated safety check: PassMIT
MCP App Builderalpic-ai/skybridge2.1k—~906Automated safety check: PassMIT
Skybridgealpic-ai/skybridge2.1k—~923Automated safety check: PassMIT

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More from GRIND-Lab-Core/night_owl_research_agent

All 19 skills in this repo
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  • Deploy Experiment

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  • Experiment Design Pipeline

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  • Data Download

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  • Paper Writing Pipeline

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Works with

Questions about Generate Idea

What does Generate Idea do?

Generate and rank research ideas given a broad direction. An agent skill from GRIND-Lab-Core/night_owl_research_agent. Generate Idea is an agent skill from GRIND-Lab-Core/night_owl_research_agent. Generate and rank research ideas given a broad direction.

When should I use Generate Idea?

Generate Idea fits situations like: user input brainstorm ideas; generate research ideas; what can we work on; wants to explore a research area for publishable directions.

How do I install Generate Idea in Claude Code?

Run `npx skills add GRIND-Lab-Core/night_owl_research_agent --skill generate-idea -a claude-code`. Or copy the skill folder (skills/generate-idea in GRIND-Lab-Core/night_owl_research_agent) into .claude/skills/generate-idea in your project. Claude Code loads it when a task matches its description.

How do I install Generate Idea in Codex?

Run `npx skills add GRIND-Lab-Core/night_owl_research_agent --skill generate-idea -a codex`. Or copy the skill folder (skills/generate-idea in GRIND-Lab-Core/night_owl_research_agent) into .agents/skills/generate-idea in your project. Codex loads it when a task matches its description.

Can I use Generate Idea 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 GRIND-Lab-Core/night_owl_research_agent --skill generate-idea -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/generate-idea, .gemini/skills/generate-idea, .github/skills/generate-idea and .opencode/skills/generate-idea in your project.

What does Generate Idea need to run?

Going by SKILL.md and its folder, Generate Idea needs the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash(*), Read, Write, Grep, Glob, WebSearch, WebFetch, Agent.

Does Generate Idea 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 Generate Idea safe to install?

Our automated static check of SKILL.md flagged 1 warning(s): tells the agent its actions are pre-authorized / not to stop for confirmation. Read the flagged lines before installing; the check is not a guarantee either way.

What licence does Generate Idea use?

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

How many tokens does Generate Idea use?

About 3.2k tokens (SKILL.md is roughly 13k 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 Generate Idea?

Skills that share tags, products or a category with Generate Idea: Idea Creator (AI4Scientist/nano-scientist, 128 stars), LLM Council (gcpdev/llm-council-skill, 461 stars), Chatgpt App Builder (alpic-ai/skybridge, 2.1k stars) and MCP App Builder (alpic-ai/skybridge, 2.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Generate Idea?

GRIND-Lab-Core (a GitHub organization) maintains it in GRIND-Lab-Core/night_owl_research_agent, which has 106 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on May 6, 2026.

Source: GRIND-Lab-Core/night_owl_research_agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.