Build chapter-level briefs (outline/sectionbriefs.jsonl) from chapter skeleton plus section bindings before stable H3 decomposition.

No licenceAuto-check passed

Install Section Briefs

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

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills section-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/section-briefs .claude/skills/section-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
section-briefs
GitHub stars
513
Token cost
~452 tokens
SKILL.md length
148 words
Files
5 (incl. scripts, references, assets)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Build chapter-level briefs (outline/sectionbriefs.jsonl) from chapter skeleton plus section bindings before stable H3 decomposition.

  • SKILL.md covers Triggers & routing, Load Order, Inputs and Outputs, plus 2 more sections
  • Runs Python scripts from its folder; calls uv

What it does

Section Briefs is an agent skill from WILLOSCAR/research-units-pipeline-skills. Build chapter-level briefs (outline/sectionbriefs.jsonl) from chapter skeleton plus section bindings before stable H3 decomposition.

Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts, reference files and assets (for example `assets/fallback_subsections.json`, `assets/output_contract.json` and `references/overview.md`).

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

  • “/section-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

Section Briefs loads about 452 tokens when it runs, and up to ~553 if it reads all its reference files. Until then it costs about 38 tokens; SKILL.md has 148 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~38
When it runs · the whole SKILL.md, loaded when a task matches
~452
With references · SKILL.md plus every file in references/, read only if the agent opens them
~553

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 148 words (~452 tokens).

name
section-briefs

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts, references, assets) in .codex/skills/section-briefs of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • assets/fallback_subsections.json
  • assets/output_contract.json
  • references/overview.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Section 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.

Section Briefs compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Section Briefs this skillWILLOSCAR/research-units-pipeline-skills513—~452Automated safety check: PassNone
Brief Section Drafteranthropics/claude-for-legal9.6k2 repos~4kAutomated safety check: PassApache-2.0
Briefalirezarezvani/claude-skills28k—~967Automated safety check: PassMIT
Briefdavepoon/buildwithclaude3.6k—~1.3kAutomated safety check: NotesMIT
Outlines Structured GenerationOrchestra-Research/AI-Research-SKILLs13k10 repos~4kAutomated safety check: PassMIT
Review Briefevery-app/open-seo23k—~1.2kAutomated safety check: PassMIT

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Questions about Section Briefs

What does Section Briefs do?

Build chapter-level briefs (outline/sectionbriefs.jsonl) from chapter skeleton plus section bindings before stable H3 decomposition. Section Briefs is an agent skill from WILLOSCAR/research-units-pipeline-skills.jsonl) from chapter skeleton plus section bindings before stable H3 decomposition.

How do I install Section Briefs in Claude Code?

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

How do I install Section Briefs in Codex?

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

Can I use Section 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 section-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/section-briefs, .gemini/skills/section-briefs, .github/skills/section-briefs and .opencode/skills/section-briefs in your project.

What does Section Briefs need to run?

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

Does Section 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 Section 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 Section Briefs use?

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

How many tokens does Section Briefs use?

About 452 tokens (SKILL.md is roughly 1.8k 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 101 tokens, read only when the agent opens those files.

What are the alternatives to Section Briefs?

Skills that share tags, products or a category with Section Briefs: Brief Section Drafter (anthropics/claude-for-legal, 9.6k stars), Brief (alirezarezvani/claude-skills, 28k stars), Brief (davepoon/buildwithclaude, 3.6k stars) and Outlines Structured Generation (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Section 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.