skillfed

llm-wiki

llm-wiki helps you create and maintain a compounding knowledge base as interlinked markdown files, inspired by Andrej Karpathy's pattern. Unlike traditional retrieval systems that rediscover information per query, this skill compiles knowledge once and keeps it current with built-in cross-references and contradiction detection. The agent handles summarization, filing, and maintenance while you curate sources and direct analysis.

llm-wiki builds and maintains a persistent markdown knowledge base with cross-references and consistency checks.

AI-generated summary based on this skill's SKILL.md

2,795 327 MIT updated by moltis-org

Install

moltis-org/moltis/llm-wiki · repository language: Rust

CLI (skillfed)coming soon
git clone https://github.com/moltis-org/moltis
cp -r moltis/crates/skills/src/assets/research/llm-wiki ~/.claude/skills/llm-wiki

Frequently asked questions

AI-generated answers based on this skill's SKILL.md and metadata

How do I build a personal knowledge base with llm-wiki?

llm-wiki helps you create a compounding knowledge base as interlinked markdown files. Start by ingesting your sources—research papers, articles, notes—and the system compiles them into a persistent wiki with built-in cross-references. Unlike systems that rediscover information per query, llm-wiki organizes knowledge once, maintains it with wikilinks, and keeps everything current as you add new sources. You curate what goes in; the agent handles summarization and filing.

Can llm-wiki set up a persistent knowledge management system?

Yes. llm-wiki is designed to set up and maintain a persistent knowledge management system inspired by Andrej Karpathy's pattern. It builds interlinked markdown files that compound over time, automatically creating cross-references between related concepts. The system stays current through ongoing maintenance, contradiction detection, and consistency checks—so your knowledge base grows more valuable as you add sources rather than requiring constant reorganization.

What does llm-wiki do to lint and audit my wiki?

llm-wiki includes built-in health checks for your knowledge base. It lints your wiki to find orphaned notes, broken links, and consistency issues. The system also detects contradictions across your compiled content, helping you identify gaps or conflicts in your research. These maintenance features run automatically, so you can trust that your knowledge base stays coherent and well-connected as it grows.

How do I query my compiled knowledge base with llm-wiki?

llm-wiki lets you query your existing wiki and synthesize answers directly from compiled content. Rather than searching the web each time, you ask questions against your own organized knowledge base. The system draws from your interlinked markdown files and cross-references to provide answers grounded in sources you've already vetted and filed—making research faster and more reliable.

How does llm-wiki organize research into entities and concepts?

llm-wiki organizes research by extracting and linking entities, concepts, and comparisons from your sources. When you ingest new material, the system identifies key ideas, connects them to existing notes via wikilinks, and structures them for easy retrieval. This approach lets you build a knowledge graph within markdown, so related research naturally surfaces together without manual cross-referencing.

What license does llm-wiki use?

llm-wiki is released under the MIT license, making it free to use, modify, and distribute for both personal and commercial projects.

SKILL.md

rendered from the published skill — quoted content, verbatim

Karpathy's LLM Wiki

Build and maintain a persistent, compounding knowledge base as interlinked markdown files. Based on Andrej Karpathy's LLM Wiki pattern.

Unlike traditional RAG (which rediscovers knowledge from scratch per query), the wiki compiles knowledge once and keeps it current. Cross-references are already there. Contradictions have already been flagged. Synthesis reflects everything ingested.

Division of labor: The human curates sources and directs analysis. The agent summarizes, cross-references, files, and maintains consistency.

When This Skill Activates

Use this skill when the user: - Asks to create, build, or start a wiki or knowledge base - Asks to ingest, add, or process a source into their wiki - Asks a question and an existing wiki is present at

(truncated - see the full file via the links below)

Read as markdown · JSON record · Browse the source repository

File tree — 1 file
crates/skills/src/assets/research/llm-wiki/SKILL.md

Related skills

Tags

knowledge-management markdown-native semantic-linking research-organization content-curation schema-driven obsidian-compatible contradiction-detection incremental-synthesis