Agent skill · Testing & QA

cultural-research

Use this to autonomously populate Martinique_DB. Takes a cultural topic from the 6 CoT circles, runs a deep research loop using gpt-researcher or web search, structures findings into DB-ready entries, and loops until coverage is sufficient.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill cultural-research --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 3 KB
Bundled scripts: none
Path: skills/analysis/cultural-research/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Cultural Research Loop — Martinique_DB Population Autonomously research and populate a cultural knowledge circle in Martinique_DB. This skill applies the Karpathy autoresearch pattern to knowledge base construction: run overnight, wake up to a populated DB. ## The 6 Cultural Circles (from reflexion_structuree_cot.md) Priority order for population: 1. **Cercle 1** — L'individu (daily life, demographics, habits) 2. **Cercle 2** — La communauté (family, social structure, annual traditions) 3. **Cercle 3** — La culture profonde (language, music, food, arts) 4. **Cercle 4** — Le territoire (geography, communes, flora/fauna) 5. **Cercle 5** — Histoire & identité (historical timeline, intellectual thought) 6. **Cercle 6** — Économie & enjeux contemporains (economy, current issues, health) ## Research Loop ``` LOOP FOREVER (until manually stopped or coverage target met): 1. Check coverage report — which sub-topics in the target circle are empty or thin? 2. Pick the thinnest sub-topic 3. Run research (gpt-researcher / web search / Wikipedia FR) 4. Structure findings into DB entries (see Entry Format below) 5. Write entries to martinique_db/data/<circle>/<topic>.json 6. Update coverage rep

What's inside
Steps it walks through
  1. The 6 Cultural Circles (from reflexionstructureecot.md)
  2. Research Loop
  3. Entry Format
  4. Research Sources Priority
  5. Coverage Metric
  6. NEVER STOP rule
Ships with 1 file
  • metadata.json
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About this skill
What does the cultural-research skill do?

Use this to autonomously populate Martinique_DB. Takes a cultural topic from the 6 CoT circles, runs a deep research loop using gpt-researcher or web search, structures findings into DB-ready entries, and loops until coverage is sufficient.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill cultural-research --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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