Agent skill

Subsection Briefs

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

Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).

No licenceAuto-check passedFrontend & Design

Install Subsection Briefs

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill subsection-briefs -a claude-code

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills subsection-briefs --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/subsection-briefs .claude/skills/subsection-briefs && 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
subsection-briefs
GitHub stars
513
Token cost
~1.3k tokens
SKILL.md length
501 words
Files
16 (incl. scripts, references, assets)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).

  • Tasks that involve Accessibility
  • SKILL.md covers Triggers & routing, Quick Use, Load Order and Inputs, plus 7 more sections
  • Runs Python scripts from its folder; calls uv

What it does

Subsection Briefs is an agent skill from WILLOSCAR/research-units-pipeline-skills. Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 20 other files, including scripts, reference files and assets (for example `assets/domain_packs/embodied_ai.json`, `assets/domain_packs/generic.json` and `assets/domain_packs/llm_agents.json`).

It sits in Frontend & Design, covering Accessibility. 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…

When your agent uses it

  • Tasks that involve Accessibility

Example prompts

  • “/subsection-briefs”

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

Subsection Briefs loads about 1.3k tokens when it runs, and up to ~3.2k if it reads all its reference files. Until then it costs about 41 tokens; SKILL.md has 501 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~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 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 501 words (~1,256 tokens).

“outline/subsection_briefs.refined.ok freezes reviewed briefs only while the marker is newer than the briefs, declared inputs, domain packs, and generator. Stale markers are removed before backed-up regeneration.”

— opening of SKILL.md by WILLOSCAR
name
subsection-briefs

Read the full SKILL.md on GitHub

Files

SKILL.md and 15 other files (scripts, references, assets) in .codex/skills/subsection-briefs of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • assets/domain_packs/embodied_ai.json
  • assets/domain_packs/generic.json
  • assets/domain_packs/llm_agents.json
  • assets/domain_packs/rag_evaluation.json
  • assets/domain_packs/text_to_image.json
  • assets/phrase_packs/bridge_contrast.json
  • assets/phrase_packs/thesis_patterns.json
  • references/axis_catalog_generic.md
  • references/axis_catalog_llm_agents.md
  • references/bridge_terms.md
  • references/examples_good.md
  • references/overview.md
  • references/tension_patterns.md
  • references/thesis_patterns.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Subsection Briefs 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.

Subsection Briefs compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Subsection Briefs this skillWILLOSCAR/research-units-pipeline-skills513—~1.3kAutomated safety check: PassNone
Web Interface Guidelines Reviewervercel-labs/openreview1.7k98 repos~308Automated safety check: PassNone
Accessibility Reviewmarkmead/hyperui12k1 repos~1.1kAutomated safety check: PassMIT
Web Animation DesignbaptisteArno/typebot.io11k2 repos~2.7kAutomated safety check: PassCustom licence
Accessibility Fixeribelick/ui-skills9.5k4 repos~1.2kAutomated safety check: PassMIT
Wcag Audit PatternsvmDeshpande/ai-agent-automation17811 repos~610Automated safety check: PassApache-2.0

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Questions about Subsection Briefs

What does Subsection Briefs do?

Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders). Subsection Briefs is an agent skill from WILLOSCAR/research-units-pipeline-skills. Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).

When should I use Subsection Briefs?

Subsection Briefs fits situations like: tasks that involve Accessibility.

How do I install Subsection Briefs in Claude Code?

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

How do I install Subsection Briefs in Codex?

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

Can I use Subsection Briefs 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 subsection-briefs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/subsection-briefs, .gemini/skills/subsection-briefs, .github/skills/subsection-briefs and .opencode/skills/subsection-briefs in your project.

What does Subsection Briefs need to run?

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

Does Subsection Briefs 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 Subsection Briefs 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 Subsection Briefs use?

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

How many tokens does Subsection Briefs use?

About 1.3k tokens (SKILL.md is roughly 5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.

What are the alternatives to Subsection Briefs?

Skills that share tags, products or a category with Subsection Briefs: Web Interface Guidelines Reviewer (vercel-labs/openreview, 1.7k stars), Accessibility Review (markmead/hyperui, 12k stars), Web Animation Design (baptisteArno/typebot.io, 11k stars) and Accessibility Fixer (ibelick/ui-skills, 9.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Subsection Briefs?

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.