Agent skill

Writer Context Pack

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

Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle.

No licenceAuto-check passedResearch & Science

Install Writer Context Pack

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill writer-context-pack -a claude-code

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills writer-context-pack --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/writer-context-pack .claude/skills/writer-context-pack && 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
writer-context-pack
GitHub stars
513
Token cost
~2.5k tokens
SKILL.md length
1,056 words
Files
6 (incl. scripts, references, assets)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle.

  • Tasks that involve Citation management
  • SKILL.md covers Triggers & routing, Inputs, Read as needed and Machine-readable assets, plus 5 more sections
  • Runs Python scripts from its folder; calls uv

What it does

Writer Context Pack is an agent skill from WILLOSCAR/research-units-pipeline-skills. Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle.

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts, reference files and assets (for example `assets/context_pack_policy.json`, `assets/paper_voice_palette.json` and `assets/source_text_hygiene.json`).

It sits in Research & Science, covering Citation management. 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 Citation management

Example prompts

  • “/writer-context-pack”

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

Writer Context Pack loads about 2.5k tokens when it runs, and up to ~3.6k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 1,056 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.6k

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 1,056 words (~2,463 tokens).

“Purpose: reduce C5 “hollow writing” by giving the writer a single, per-subsection context pack:”

— opening of SKILL.md by WILLOSCAR
name
writer-context-pack

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files (scripts, references, assets) in .codex/skills/writer-context-pack of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • assets/context_pack_policy.json
  • assets/paper_voice_palette.json
  • assets/source_text_hygiene.json
  • references/source_text_hygiene.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Writer Context Pack 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.

Writer Context Pack compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Writer Context Pack this skillWILLOSCAR/research-units-pipeline-skills513—~2.5kAutomated safety check: PassNone
Content Research Writerweapp-tailwindcss/weapp-tailwindcss1.9k25 repos~3.5kAutomated safety check: PassMIT
Grounded CitationsNousResearch/hermes-agent252k—~3.1kAutomated safety check: PassMIT
Fact Checkelvisun/newsjack1.5k—~5.6kAutomated safety check: PassMIT
NetworkxzLanqing/codex-claude-academic-skills4.6k16 repos~3.2kAutomated safety check: PassBSD-3-Clause
Citation Verification GuideGalaxy-Dawn/claude-scholar5.7k3 repos~1.9kAutomated safety check: PassMIT

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  • Content Research Writer

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Questions about Writer Context Pack

What does Writer Context Pack do?

Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle. Writer Context Pack is an agent skill from WILLOSCAR/research-units-pipeline-skills. Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle.

When should I use Writer Context Pack?

Writer Context Pack fits situations like: tasks that involve Citation management.

How do I install Writer Context Pack in Claude Code?

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

How do I install Writer Context Pack in Codex?

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

Can I use Writer Context Pack 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 writer-context-pack -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/writer-context-pack, .gemini/skills/writer-context-pack, .github/skills/writer-context-pack and .opencode/skills/writer-context-pack in your project.

What does Writer Context Pack need to run?

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

Does Writer Context Pack 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 Writer Context Pack 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 Writer Context Pack use?

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

How many tokens does Writer Context Pack use?

About 2.5k tokens (SKILL.md is roughly 9.9k 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 1.1k tokens, read only when the agent opens those files.

What are the alternatives to Writer Context Pack?

Skills that share tags, products or a category with Writer Context Pack: Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars), Grounded Citations (NousResearch/hermes-agent, 252k stars), Fact Check (elvisun/newsjack, 1.5k stars) and Networkx (zLanqing/codex-claude-academic-skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Writer Context Pack?

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.