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Answer project questions with citations and ingest sources into structured wiki pages.

30|6|Updated Apr 5, 2026
Search Tags:#knowledge management#citations#project documentation#wiki#LLM-assisted writing#workspace ingestion
One-click install
npx skills add https://github.com/redis/agent-filesystem --skill skillname-redis
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: {{skillName}}
Source: https://github.com/redis/agent-filesystem/tree/main/templates/shared-llm-wiki-karpathy/skill
Command: npx skills add https://github.com/redis/agent-filesystem --skill skillname-redis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill turns non-trivial questions about a project into well-cited, durable knowledge stored in a shared LLM-maintained wiki connected to an Agent Filesystem workspace.

Core Features & Use Cases

  • Question answering with citations: Reads wiki/index.md, searches wiki/ for key nouns, and answers using citations to specific wiki paths.
  • Durable ingestion pipeline: Converts raw/ sources into structured wiki pages under sources/, topics/, and entities/, then updates wiki/index.md and appends to wiki/log.md.
  • Maintenance and quality checks: Lints the wiki by identifying missing sources, stale claims, contradictions, orphan pages, missing concepts, and unanswered questions, then suggests fixes.

Quick Start

Ask the AI: “Answer this non-trivial question with citations from the Shared LLM Wiki and propose whether the result should be filed under wiki/syntheses or wiki/questions.”

Frequently Asked Questions about {{skillName}}

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

FAQPage Schema
How do I create a durable wiki from project documentation?▼

To create a durable wiki from project documentation, this Skill ingests raw sources and converts them into structured pages, updating the index and appending logs to maintain a shared knowledge base.

How does LLM-assisted writing answer questions with citations from a workspace?▼

LLM-assisted writing answers questions by reading the wiki index, searching for key nouns via grep, and generating responses with citations pointing to specific wiki paths.

Can I use knowledge management tools to find unanswered questions in my wiki?▼

Yes, you can use knowledge management tools to lint the wiki by identifying unanswered questions, missing concepts, stale claims, and orphan pages, then suggesting fixes.

What is the best way to maintain project documentation and avoid contradictions in a wiki?▼

The best way to maintain project documentation is running maintenance checks that identify contradictions, missing sources, and stale claims, ensuring the wiki remains accurate.

Does this workspace ingestion process require specific dependencies to parse wiki topics?▼

No specific dependencies are required for workspace ingestion; the process uses standard file tools to read the index, grep nouns, update wiki topics, and append parseable entries to logs.

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