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Llmwiki Ingest

Documents
llmwiki-ingest

Llmwiki Ingest is an Agent Skill for documents published in the Pratiyush/llm-wiki repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

Ingest one source document (or a folder of them) into the llmwiki. Use when the user drops a new markdown file, PDF, or URL into the wiki and asks you to process it. The user will typically say "ingest this", "add this to the wiki", "process this file into the wiki", or point at a file under `raw/`.

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QUICK START

How to use this skill

Bring this guide into your coding agent with a prompt tailored to the tool you use.

  1. Open your project in Codex.
  2. Copy and paste the prompt below.
  3. Review files and risks before approving any action.
Prompt to paste
Inspect the Agent Skill at https://github.com/Pratiyush/llm-wiki/blob/HEAD/.claude/skills/llmwiki-ingest/SKILL.md and all supporting files. Report provenance, permissions, scripts, dependencies, and security risks. Propose an exact installation into .agents/skills/llmwiki-ingest, but wait for my approval before writing files or running scripts.

Copying this prompt does not install or run the skill. Review third-party files before use.

llmwiki-ingest

What this skill does

Takes a source file (or a folder) and turns it into wiki pages following the Karpathy LLM Wiki pattern:

  1. Writes a wiki/sources/<slug>.md summary
  2. Creates/updates entity pages for people, companies, projects, tools, libraries mentioned
  3. Creates/updates concept pages for ideas, patterns, decisions discussed
  4. Cross-links everything with [[wikilinks]]
  5. Flags contradictions
  6. Updates wiki/index.md, wiki/overview.md, wiki/log.md

When to use

  • User says "ingest this file", "add this to the wiki", "process this into the wiki"
  • User runs the /wiki-ingest slash command
  • User says "sync the wiki" — in that case, the llmwiki-sync skill runs the converter first, then invokes this skill for each new file

Workflow

Follow the Ingest Workflow from the repo's CLAUDE.md exactly:

  1. Read the source file(s) with the Read tool
  2. Read wiki/index.md and wiki/overview.md for context
  3. Write wiki/sources/<slug>.md using the Source Page Format
  4. Update wiki/index.md — new entry under ## Sources
  5. Update wiki/overview.md if substantial new info
  6. Create/update entity pages (wiki/entities/<TitleCase>.md)
  7. Create/update concept pages (wiki/concepts/<TitleCase>.md)
  8. Cross-link with [[wikilinks]] under ## Connections
  9. Flag contradictions under ## Contradictions
  10. Append to wiki/log.md: ## [YYYY-MM-DD] ingest | <title>

Session-specific rules

When the source is under raw/sessions/ (a session transcript converted by the converter):

  • Trust the frontmatter as authoritative (project, started, model, tools_used, etc.)
  • Do not copy the ## Conversation section verbatim — use it as raw material to summarise
  • Create a project entity page at wiki/entities/<ProjectSlug>.md with a ## Sessions list
  • Extract decisions into wiki/concepts/ — anything the user explicitly locked
  • Extract tools used — every entry in tools_used is a candidate entity
  • If is_subagent: true — link to the parent session rather than creating a new project entity

Hard rules

  1. raw/ is immutable. Never modify files there.
  2. No silent overwrites. Conflicting claims go under ## Contradictions.
  3. Every page has a ## Connections section with at least one [[wikilink]].
  4. Frontmatter is authoritative. Always populate title, type, tags, sources, last_updated.