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Snapshot Writer Agent Skill

| Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.

1k tokens
context cost
the whole folder, loaded on every use
2
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
496
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/WILLOSCAR/research-units-pipeline-skills --skill snapshot-writer

What comes with it

2 672 bytes besides the instruction
scripts/run.py

The instruction itself

7 sections, as written by the author

Snapshot Writer

Transforms a small core set plus a bullets-only outline into the final research-brief deliverable.

Inputs

Required:

  • outline/outline.yml
  • papers/core_set.csv

Optional:

  • GOAL.md
  • DECISIONS.md
  • queries.md
  • papers/papers_dedup.jsonl

Output

  • output/SNAPSHOT.md

Script boundary

scripts/run.py should stay a thin adapter over shared review tooling:

  • read outline/core-set inputs
  • use the concrete Goal and available abstracts instead of copying survey scaffold bullets
  • select bounded method/result sentences from abstracts; never duplicate full abstracts into multiple sections
  • build a compact pointer-heavy briefing
  • write output/SNAPSHOT.md

Do not move topic-specific ranking rules or deep parsing logic into this script.

Contract

The output should:

  • read like a briefing, not a survey draft
  • stay bullets-first and compact
  • define the topic boundary
  • surface key themes
  • include explicit paper pointers in a stable format

Acceptance

  • output/SNAPSHOT.md exists
  • includes ## Scope, ## Key themes, ## What to read first, and ## Open problems / risks
  • includes at least three explicit paper pointers that resolve to papers/core_set.csv
  • grounds Scope in at least one core-set paper, grounds every Key-theme bullet,

and covers at least two unique core-set papers across those sections

  • stays within the Workflow evaluator's 100-1200 word compactness band
  • contains no survey-only scaffolding such as citation quotas, chapter plans, or "why this survey" narration

Non-goals

  • full evidence synthesis
  • protocol / screening / extraction
  • monolithic long-form survey writing

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How to use it

Copy the folder

Take willoscar/snapshot-writer from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.