{"enrichment":{"faq":[{"a":"understand-knowledge analyzes your LLM wiki knowledge base by processing three layers\u2014raw sources, wiki markdown, and schema\u2014to extract entities, resolve wikilinks, and cluster topics into an interactive graph. It detects the Karpathy wiki pattern, dispatches LLM agents to find implicit relationships, and merges results with deterministic extraction to output a navigable knowledge graph dashboard.","q":"What does understand-knowledge do with my LLM wiki knowledge base?"},{"a":"Yes. understand-knowledge generates knowledge graphs directly from markdown files by extracting entities and relationships, resolving wikilinks with topic categorization, and clustering related concepts. The resulting graph is interactive and queryable, transforming your unstructured markdown documentation into a structured, navigable format.","q":"Can understand-knowledge generate a knowledge graph from markdown files?"},{"a":"understand-knowledge uses a hybrid approach: it performs deterministic extraction of explicit entities and wikilinks from markdown, then dispatches LLM agents to detect implicit relationships that aren't directly stated. These results are merged to create a comprehensive entity and relationship map with topic layering and clustering.","q":"How does understand-knowledge extract entities and relationships from wiki?"},{"a":"understand-knowledge recognizes the Karpathy-pattern LLM wiki structure\u2014a specific organization of knowledge bases across raw sources, wiki markdown, and schema layers. When detected, it applies specialized processing to extract and visualize the knowledge graph with proper entity clustering and wikilink resolution.","q":"What is the Karpathy pattern that understand-knowledge recognizes?"},{"a":"Yes. understand-knowledge parses wikilinks and generates a graph by resolving links to their target topics, categorizing them by layer, and clustering related entities. This wikilink resolution feeds directly into the interactive knowledge graph visualization, making your wiki structure fully navigable.","q":"Does understand-knowledge support wikilink resolution and graph generation?"},{"a":"understand-knowledge outputs an interactive knowledge graph dashboard that visualizes wiki structure, topics, and entity clusters. The graph is queryable and navigable, allowing you to explore relationships, browse topics, and understand your knowledge base structure at a glance.","q":"What output does understand-knowledge produce?"}],"shadow_tags":["knowledge-extraction","graph-visualization","semantic-analysis","wiki-parsing","entity-clustering","implicit-relationships","markdown-processing","interactive-dashboard"],"summary_rewrite":"understand-knowledge processes three-layer knowledge bases (raw sources, wiki markdown, schema) to extract entities, resolve wikilinks, and cluster topics into an interactive graph. It detects the Karpathy wiki pattern, dispatches LLM agents to find implicit relationships, merges results with deterministic extraction, and outputs a navigable knowledge graph dashboard."},"files":[{"bytes":6191,"path":"understand-anything-plugin/skills/understand-knowledge/SKILL.md","sha256":"e2b225a82d0fc59a83b8391afe17d1ff7f84acb831d2cf716f0ab583ba09c010","url":"https://skillfed.io/files/Egonex-AI/Understand-Anything/understand-knowledge/94cb907c/SKILL.md"}],"id":"Egonex-AI/Understand-Anything/understand-knowledge","links":{"html":"https://skillfed.io/Egonex-AI/Understand-Anything/understand-knowledge","md":"https://skillfed.io/Egonex-AI/Understand-Anything/understand-knowledge.md","repo":"https://github.com/Egonex-AI/Understand-Anything"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":6392,"language":"TypeScript","last_updated":"2026-07-25","license":"MIT","name":"understand-knowledge","publisher":"Egonex-AI","stars":76455},"relations":{"similar":[{"id":"Egonex-AI/Understand-Anything/understand-figma"},{"id":"chubbyguan/chubbyskills/knowledge-base-management"},{"id":"Egonex-AI/Understand-Anything/understand"},{"id":"Egonex-AI/Understand-Anything/understand-domain"},{"id":"moltis-org/moltis/llm-wiki"},{"id":"NousResearch/hermes-agent/llm-wiki"},{"id":"graniet/kheish/llm-wiki"},{"id":"NicholasSpisak/second-brain/second-brain-query"},{"id":"Pratiyush/llm-wiki/llmwiki-ingest"},{"id":"NicholasSpisak/second-brain/second-brain-lint"}]},"slug":{"owner":"Egonex-AI","repo":"Understand-Anything","skill":"understand-knowledge"},"version":"94cb907c"}