Write output/DRAFT.md (or output/SNAPSHOT.md) from an approved outline and evidence packs, using only verified citation keys from citations/ref.bib.

No licenceAuto-check passedResearch & Science

Install Prose Writer

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

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills prose-writer --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/prose-writer .claude/skills/prose-writer && 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
prose-writer
GitHub stars
513
Token cost
~3.3k tokens
SKILL.md length
1,506 words
Files
2 (incl. scripts)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Write output/DRAFT.md (or output/SNAPSHOT.md) from an approved outline and evidence packs, using only verified citation keys from citations/ref.bib.

  • Works in 7 steps: Gate check (HITL) → Input integrity check (fail fast) → Planner pass (NO PROSE YET) → …
  • Tasks that involve Citation management
  • SKILL.md covers Triggers & routing, Role cards (use explicitly), Role prompt: Draft Author… and Non-negotiables, plus 9 more sections
  • Runs Python scripts from its folder; calls uv

What it does

Prose Writer is an agent skill from WILLOSCAR/research-units-pipeline-skills. Write output/DRAFT.md (or output/SNAPSHOT.md) from an approved outline and evidence packs, using only verified citation keys from citations/ref.bib.

Its SKILL.md is about 3.3k 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`).

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

  • “/prose-writer”

Requirements

  • Python 3

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Gate check (HITL)
  2. Input integrity check (fail fast)
  3. Planner pass (NO PROSE YET)
  4. Writer pass (write per subsection; avoid global dump)
  5. Weave transitions (coherence)
  6. Integrate cross-cutting artifacts (paper-like)
  7. Self-check + revise (hard fail signals)

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

Prose Writer loads about 3.3k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 1,506 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~3.3k

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 1,506 words (~3,309 tokens).

“Goal: produce a survey draft that reads like a real paper because it is driven by evidence packs, not by outline placeholders.”

— opening of SKILL.md by WILLOSCAR
name
prose-writer
binding
library

Read the full SKILL.md on GitHub

Files

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

  • SKILL.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Prose Writer 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.

Prose Writer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prose Writer this skillWILLOSCAR/research-units-pipeline-skills513—~3.3kAutomated safety check: PassNone
Content Research Writerweapp-tailwindcss/weapp-tailwindcss1.9k25 repos~3.5kAutomated safety check: PassMIT
Systematic Review ScreenerImbad0202/academic-research-skills51k—~8.4kAutomated safety check: PassCustom licence
NetworkxzLanqing/codex-claude-academic-skills4.7k15 repos~3.2kAutomated safety check: PassBSD-3-Clause
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Openalex Databaseneflibata-feng/MyArxiv-Agent12612 repos~3kAutomated safety check: PassCustom licence

Similar skills

  • Content Research Writer

    weapp-tailwindcss/weapp-tailwindcss

    Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.

    1.9k GitHub starsUsed in 25 repos~3.5k tokens
    Research & ScienceAuto-check passed
  • Systematic Review Screener

    Imbad0202/academic-research-skills

    Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.

    51k GitHub stars~8.4k tokensUpdated today
    Research & ScienceAuto-check passed
  • Networkx

    zLanqing/codex-claude-academic-skills

    Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.

    4.7k GitHub starsUsed in 15 repos~3.2k tokens
    Research & ScienceAuto-check passed
  • Literature Review

    neflibata-feng/MyArxiv-Agent

    Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).

    126 GitHub starsUsed in 20 repos~5.9k tokens
    Research & ScienceAuto-check: notes
  • Openalex Database

    neflibata-feng/MyArxiv-Agent

    Query and analyze scholarly literature using the OpenAlex database.

    126 GitHub starsUsed in 12 repos~3k tokens
    Research & ScienceAuto-check passed
  • Citation Verification Guide

    Galaxy-Dawn/claude-scholar

    Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.

    5.7k GitHub starsUsed in 2 repos~1.9k tokens
    Research & ScienceAuto-check passed

More from WILLOSCAR/research-units-pipeline-skills

All 107 skills in this repo
  • Appendix Table Writer

    WILLOSCAR/research-units-pipeline-skills

    Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.

    513 GitHub stars~1.8k tokensUpdated 4 days ago
    Auto-check passed
  • Artifact Contract Auditor

    WILLOSCAR/research-units-pipeline-skills

    Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing output/CONTRACTREPORT.md; use for mid-Run coverage snapshots or final delivery completeness, not deep…

    513 GitHub stars~918 tokensUpdated 4 days ago
    Auto-check passed
  • Arxiv Search

    WILLOSCAR/research-units-pipeline-skills

    Retrieve arXiv paper metadata with keyword queries or import an offline arXiv export, and save results as JSONL (papers/papersraw.jsonl).

    513 GitHub stars~1.5k tokensUpdated 4 days ago
    Auto-check passed
  • Chapter Lead Writer

    WILLOSCAR/research-units-pipeline-skills

    Write H2 chapter lead blocks (sections/S<secidlead.md) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.

    513 GitHub stars~1.5k tokensUpdated 4 days ago
    Auto-check passed
  • Chapter Skeleton

    WILLOSCAR/research-units-pipeline-skills

    Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.

    513 GitHub stars~475 tokensUpdated 4 days ago
    Auto-check passed
  • Dedupe Rank

    WILLOSCAR/research-units-pipeline-skills

    A skill your agent uses when a broad paper candidate pool needs deterministic deduplication and a stable core set.

    513 GitHub stars~438 tokensUpdated 4 days ago
    Auto-check passed

Questions about Prose Writer

What does Prose Writer do?

Write output/DRAFT.md (or output/SNAPSHOT.md) from an approved outline and evidence packs, using only verified citation keys from citations/ref.bib. Prose Writer is an agent skill from WILLOSCAR/research-units-pipeline-skills.bib.

When should I use Prose Writer?

Prose Writer fits situations like: tasks that involve Citation management.

How do I install Prose Writer in Claude Code?

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

How do I install Prose Writer in Codex?

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

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

What does Prose Writer need to run?

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

Does Prose Writer 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 Prose Writer 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 Prose Writer use?

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

How many tokens does Prose Writer use?

About 3.3k 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 Prose Writer?

Skills that share tags, products or a category with Prose Writer: Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars), Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Networkx (zLanqing/codex-claude-academic-skills, 4.7k stars) and Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Prose Writer?

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.