Agent skill

LLM Wiki Bootstrap

by nanzhipro in nanzhipro/Karpathy-llm-wiki-bootstrap-skill

Bootstrap and operate an LLM Wiki: a persistent Markdown knowledge base with immutable raw sources, an LLM-maintained wiki, a SCHEMA.md operating contract, thin runtime pointer files, EXTEND.md…

No licenceAuto-check passedKnowledge Management

Install LLM Wiki Bootstrap

skills CLI
$ npx skills add nanzhipro/Karpathy-llm-wiki-bootstrap-skill --skill llm-wiki-bootstrap -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install nanzhipro/Karpathy-llm-wiki-bootstrap-skill llm-wiki-bootstrap --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/nanzhipro/Karpathy-llm-wiki-bootstrap-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skill .claude/skills/llm-wiki-bootstrap && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
llm-wiki-bootstrap
GitHub stars
167
Token cost
~1.5k tokens
SKILL.md length
588 words
Files
18 (incl. references)
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

Bootstrap and operate an LLM Wiki: a persistent Markdown knowledge base with immutable raw sources, an LLM-maintained wiki, a SCHEMA.md operating contract, thin runtime pointer files, EXTEND.md…

  • The user asks to create
  • SKILL.md covers Operating Model, Intent Router, Preference Preflight and Reference Loading Rules, plus 3 more sections
  • Runs Python scripts from its folder
  • Bootstrap an LLM wiki

What it does

LLM Wiki Bootstrap is an agent skill from nanzhipro/Karpathy-llm-wiki-bootstrap-skill. Bootstrap and operate an LLM Wiki: a persistent Markdown knowledge base with immutable raw sources, an LLM-maintained wiki, a SCHEMA.md operating contract, thin runtime pointer files, EXTEND.md preferences, and optional local BM25 search. Use when the user asks to create or bootstrap an LLM wiki, ingest sources, query or lint a wiki, configure EXTEND.md preferences, or set up BM25/full-text search for an LLM Wiki.

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 21 other files, including reference files (for example `references/config/extend-schema.md`, `references/templates/agent-pointer.md` and `references/templates/bm25-readme.md`).

It sits in Knowledge Management, covering LLM wikis. The repository describes itself as: Installable skill + working example for building persistent, LLM-maintained Markdown wikis, based on Karpathy’s original LLM Wiki idea.

When your agent uses it

  • The user asks to create
  • Bootstrap an LLM wiki
  • Configure EXTEND.md preferences
  • Set up BM25/full-text search for an LLM Wiki

Example prompts

  • “/llm-wiki-bootstrap”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c69ee54. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Python, from the files we listed), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

LLM Wiki Bootstrap loads about 1.5k tokens when it runs, and up to ~21k if it reads all its reference files. Until then it costs about 109 tokens; SKILL.md has 588 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~21k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 588 words (~1,519 tokens).

“Build and maintain a personal LLM Wiki: raw evidence stays immutable in raw/, durable knowledge is compiled into wiki/, and SCHEMA.md is the generated wiki's single operating contract.”

— opening of SKILL.md by nanzhipro
name
llm-wiki-bootstrap
version
0.1.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 17 other files (references) in skill of nanzhipro/Karpathy-llm-wiki-bootstrap-skill.

  • SKILL.md
  • references/config/extend-schema.md
  • references/templates/agent-pointer.md
  • references/templates/bm25-readme.md
  • references/templates/concept-table.md
  • references/templates/domain-page-types.md
  • references/templates/extend.md
  • references/templates/gitignore.md
  • references/templates/index.md
  • references/templates/log.md
  • references/templates/overview.md
  • references/templates/schema.md
  • references/templates/wiki_fts.py
  • references/workflows/bm25.md
  • references/workflows/bootstrap.md
  • references/workflows/ingest.md
  • references/workflows/lint.md
  • … and 1 more

Open the folder on GitHubat commit c69ee54

Compare with similar skills

LLM Wiki Bootstrap next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

LLM Wiki Bootstrap compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
LLM Wiki Bootstrap this skillnanzhipro/Karpathy-llm-wiki-bootstrap-skill167—~1.5kAutomated safety check: PassNone
Karpathy LLM WikiAstro-Han/karpathy-llm-wiki2.5k—~3.6kAutomated safety check: PassMIT
LLM Wikilewislulu/llm-wiki-skill655—~3.7kAutomated safety check: PassNone
Wiki Builderrohitg00/pro-workflow2.9k—~1kAutomated safety check: PassNone
Codex History IngestAr9av/obsidian-wiki3.5k—~2.2kAutomated safety check: NotesMIT
Arkon Editnduckmink/arkon1.5k—~1.6kAutomated safety check: PassCustom licence

Similar skills

  • Karpathy LLM Wiki

    Astro-Han/karpathy-llm-wiki

    A skill your agent uses when building or maintaining a personal LLM-powered knowledge base.

    2.5k GitHub stars~3.6k tokensUpdated 2 mo ago
    Knowledge ManagementAuto-check passed
  • LLM Wiki

    lewislulu/llm-wiki-skill

    Build and maintain a Karpathy-style LLM knowledge base — a self-compiling Obsidian markdown wiki where an Agent ingests raw sources, compiles cross-linked concept/entity/summary pages, answers…

    655 GitHub stars~3.7k tokensUpdated 5 mo ago
    Knowledge ManagementAuto-check passed
  • Wiki Builder

    rohitg00/pro-workflow

    Start, structure, and grow a persistent research wiki indexed in pro-workflow's SQLite knowledge base.

    2.9k GitHub stars~1k tokensUpdated 10 days ago
    Knowledge ManagementAuto-check passed
  • Codex History Ingest

    Ar9av/obsidian-wiki

    Ingest Codex CLI conversation/session history into Obsidian as distilled knowledge.

    3.5k GitHub stars~2.2k tokensUpdated yesterday
    Knowledge ManagementAuto-check: notes
  • Arkon Edit

    nduckmink/arkon

    Propose or directly apply edits to Arkon wiki pages, including proposing brand new pages.

    1.5k GitHub stars~1.6k tokensUpdated 4 mo ago
    Knowledge ManagementAuto-check passed
  • Research Wiki Builder

    dair-ai/dair-academy-plugins

    Creates and maintains configurable research wikis: scaffold a folder, add sources, compile pages and indexes, and file query answers back.

    614 GitHub stars~1.3k tokensUpdated 2 mo ago
    Knowledge ManagementAuto-check passed

Questions about LLM Wiki Bootstrap

What does LLM Wiki Bootstrap do?

Bootstrap and operate an LLM Wiki: a persistent Markdown knowledge base with immutable raw sources, an LLM-maintained wiki, a SCHEMA.md operating contract, thin runtime pointer files, EXTEND.md…. LLM Wiki Bootstrap is an agent skill from nanzhipro/Karpathy-llm-wiki-bootstrap-skill.md preferences, and optional local BM25 search.

When should I use LLM Wiki Bootstrap?

LLM Wiki Bootstrap fits situations like: the user asks to create; bootstrap an LLM wiki; configure EXTEND.md preferences; set up BM25/full-text search for an LLM Wiki.

How do I install LLM Wiki Bootstrap in Claude Code?

Run `npx skills add nanzhipro/Karpathy-llm-wiki-bootstrap-skill --skill llm-wiki-bootstrap -a claude-code`. Or copy the skill folder (skill in nanzhipro/Karpathy-llm-wiki-bootstrap-skill) into .claude/skills/llm-wiki-bootstrap in your project. Claude Code loads it when a task matches its description.

How do I install LLM Wiki Bootstrap in Codex?

Run `npx skills add nanzhipro/Karpathy-llm-wiki-bootstrap-skill --skill llm-wiki-bootstrap -a codex`. Or copy the skill folder (skill in nanzhipro/Karpathy-llm-wiki-bootstrap-skill) into .agents/skills/llm-wiki-bootstrap in your project. Codex loads it when a task matches its description.

Can I use LLM Wiki Bootstrap in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nanzhipro/Karpathy-llm-wiki-bootstrap-skill --skill llm-wiki-bootstrap -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/llm-wiki-bootstrap, .gemini/skills/llm-wiki-bootstrap, .github/skills/llm-wiki-bootstrap and .opencode/skills/llm-wiki-bootstrap in your project.

What does LLM Wiki Bootstrap need to run?

Going by SKILL.md and its folder, LLM Wiki Bootstrap needs Python for the scripts in its folder. Our summary lists: Python 3.

Does LLM Wiki Bootstrap access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is LLM Wiki Bootstrap safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does LLM Wiki Bootstrap use?

No licence was found for LLM Wiki Bootstrap or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does LLM Wiki Bootstrap use?

About 1.5k tokens (SKILL.md is roughly 6.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 20k tokens, read only when the agent opens those files.

What are the alternatives to LLM Wiki Bootstrap?

Skills that share tags, products or a category with LLM Wiki Bootstrap: Karpathy LLM Wiki (Astro-Han/karpathy-llm-wiki, 2.5k stars), LLM Wiki (lewislulu/llm-wiki-skill, 655 stars), Wiki Builder (rohitg00/pro-workflow, 2.9k stars) and Codex History Ingest (Ar9av/obsidian-wiki, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains LLM Wiki Bootstrap?

nanzhipro (a GitHub user) maintains it in nanzhipro/Karpathy-llm-wiki-bootstrap-skill, which has 167 GitHub stars. The repository was last updated on May 6, 2026.

Source: nanzhipro/Karpathy-llm-wiki-bootstrap-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.