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duany049
duany049COMMUNITY
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/prefill

Seed terminal foundation pages into a research wiki from a curated catalog.

Updated May 23, 2026
Search Tags:#wiki#foundations#research workflow#wikipedia#knowledge ingestion#domain inference#idempotent generation
One-click install
npx skills add https://github.com/duany049/multi-skill-orchestration --skill prefill-duany049
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: /prefill
Source: https://github.com/duany049/multi-skill-orchestration/tree/main/.claude/skills/prefill
Command: npx skills add https://github.com/duany049/multi-skill-orchestration --skill prefill-duany049

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python3 tools/fetch_wikipedia.py summary, python3 tools/fetch_wikipedia.py sections, python3 tools/fetch_wikipedia.py section, python3 tools/research_wiki.py slug, python3 tools/research_wiki.py rebuild-index, python3 tools/research_wiki.py log, python3 tools/research_wiki.py init.

What problem does it solve?

This Skill prevents your research wiki ingestion from creating duplicate concept pages by seeding foundational background pages up front.

Core Features & Use Cases

  • Domain-aware foundation seeding: Seeds terminal foundation pages into wiki/foundations/ using a curated catalog, optionally inferred from wiki/topics/ tags.
  • Idempotent writes and safe generation: Skips any foundation whose {slug}.md already exists to avoid overwriting and duplication.
  • Wikipedia-assisted page drafting: Pulls Wikipedia summaries/sections when available, and falls back to LLM-derived content when a page is missing.
  • Wiki navigation + audit logging: Regenerates wiki/index.md and appends an entry to wiki/log.md after creation.

Quick Start

Run /prefill NLP to seed NLP foundation pages into wiki/foundations/.

Frequently Asked Questions about /prefill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I prevent duplicate concept pages when seeding a research wiki?▼

Preventing duplicate wiki pages requires seeding terminal foundation pages up front. This skips any foundation whose slug already exists to ensure idempotent writes and avoid overwriting during subsequent knowledge ingestion.

How do I populate wiki foundation pages with Wikipedia summaries?▼

To populate wiki foundations, fetch Wikipedia summaries and sections for curated catalog concepts. The workflow pulls Wikipedia content when available and falls back gracefully to LLM-derived content on 404 missing pages.

Can I automatically infer domain foundation topics from existing wiki tags?▼

Yes, domain foundation topics can be optionally inferred from existing wiki/topics/ tags. This resolves relevant domains and drafts domain-scoped background knowledge from your catalog before writing to wiki/foundations/.

Does wiki prefilling regenerate the index and log new foundation pages?▼

Yes, wiki prefilling regenerates wiki/index.md and appends an entry to wiki/log.md after writing foundation pages. This maintains wiki navigation and provides audit logging for newly created background knowledge.

What happens when Wikipedia is missing a page for a research wiki foundation?▼

When Wikipedia is missing a page, the research workflow applies a graceful 404 fallback. It skips the missing Wikipedia content and falls back to LLM-derived content to ensure the foundation page is still drafted.

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