Agent skill

Idea Direction Generator

by WILLOSCAR in WILLOSCAR/research-units-pipeline-skills

Generate a compact pool of discussion-worthy research directions from the signal table, writing output/trace/IDEADIRECTIONPOOL.md.

No licenceAuto-check passed

Install Idea Direction Generator

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-direction-generator -a claude-code

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills idea-direction-generator --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/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/idea-direction-generator .claude/skills/idea-direction-generator && 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
idea-direction-generator
GitHub stars
513
Token cost
~330 tokens
SKILL.md length
116 words
Files
2 (incl. scripts)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Generate a compact pool of discussion-worthy research directions from the signal table, writing output/trace/IDEADIRECTIONPOOL.md.

  • SKILL.md covers Triggers & routing and Script
  • Runs Python scripts from its folder; calls uv

What it does

Idea Direction Generator is an agent skill from WILLOSCAR/research-units-pipeline-skills. Generate a compact pool of discussion-worthy research directions from the signal table, writing output/trace/IDEADIRECTIONPOOL.md.

Its SKILL.md is about 330 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).

The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…

Example prompts

  • “/idea-direction-generator”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c92912a. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • uv

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.

    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

Idea Direction Generator loads about 330 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 116 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~40
When it runs · the whole SKILL.md, loaded when a task matches
~330

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 116 words (~330 tokens).

“Goal: turn a signal table into a modest pool of discussion-worthy research directions.”

— opening of SKILL.md by WILLOSCAR
name
idea-direction-generator

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in .codex/skills/idea-direction-generator of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Idea Direction Generator 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.

Idea Direction Generator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Idea Direction Generator this skillWILLOSCAR/research-units-pipeline-skills513—~330Automated safety check: PassNone
Idea Generatorholaboss-ai/holaOS11k—~597Automated safety check: PassCustom licence
Direct Reportlab PDF GenerationHKUDS/OpenSpace7.7k—~1.6kAutomated safety check: PassMIT
Generatealirezarezvani/claude-skills28k1 repos~1.1kAutomated safety check: PassMIT
Idea Generationginlix-ai/LangAlpha1.8k—~4.1kAutomated safety check: PassApache-2.0
Fal Generatenexu-io/open-design100k—~306Automated safety check: PassApache-2.0

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Questions about Idea Direction Generator

What does Idea Direction Generator do?

Generate a compact pool of discussion-worthy research directions from the signal table, writing output/trace/IDEADIRECTIONPOOL.md. Idea Direction Generator is an agent skill from WILLOSCAR/research-units-pipeline-skills.md.

How do I install Idea Direction Generator in Claude Code?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-direction-generator -a claude-code`. Or copy the skill folder (.codex/skills/idea-direction-generator in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/idea-direction-generator in your project. Claude Code loads it when a task matches its description.

How do I install Idea Direction Generator in Codex?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill idea-direction-generator -a codex`. Or copy the skill folder (.codex/skills/idea-direction-generator in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/idea-direction-generator in your project. Codex loads it when a task matches its description.

Can I use Idea Direction Generator 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 WILLOSCAR/research-units-pipeline-skills --skill idea-direction-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/idea-direction-generator, .gemini/skills/idea-direction-generator, .github/skills/idea-direction-generator and .opencode/skills/idea-direction-generator in your project.

What does Idea Direction Generator need to run?

Going by SKILL.md and its folder, Idea Direction Generator needs Python for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: Python 3.

Does Idea Direction Generator access the network?

SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Idea Direction Generator 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Idea Direction Generator use?

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

How many tokens does Idea Direction Generator use?

About 330 tokens (SKILL.md is roughly 1.3k 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 Idea Direction Generator?

Skills that share tags, products or a category with Idea Direction Generator: Idea Generator (holaboss-ai/holaOS, 11k stars), Direct Reportlab PDF Generation (HKUDS/OpenSpace, 7.7k stars), Generate (alirezarezvani/claude-skills, 28k stars) and Idea Generation (ginlix-ai/LangAlpha, 1.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Idea Direction Generator?

WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.

Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.