Karpathy LLM Wiki
Astro-Han/karpathy-llm-wiki
A skill your agent uses when building or maintaining a personal LLM-powered knowledge base.
Create the project wiki skeleton (schema, index, source registry) — the three-layer LLM Wiki structure
Install Speckit Wiki Init
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install haru/redmine_ai_helper speckit-wiki-init --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .claude/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.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/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .claude/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-initType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install haru/redmine_ai_helper speckit-wiki-init --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .agents/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .agents/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install haru/redmine_ai_helper speckit-wiki-init --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .cursor/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .cursor/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/haru/redmine_ai_helper.git --path .claude/skills/speckit-wiki-init--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install haru/redmine_ai_helper speckit-wiki-init --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .gemini/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .gemini/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install haru/redmine_ai_helper speckit-wiki-initInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .github/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .github/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install haru/redmine_ai_helper speckit-wiki-init --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/speckit-wiki-init .opencode/skills/speckit-wiki-init && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "speckit-wiki-init" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-wiki-init into .opencode/skills/speckit-wiki-init/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-wiki-init", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
speckit-wiki-init- GitHub stars
- 106
- Token cost
- ~1.4k tokens
- SKILL.md length
- 400 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
Create the project wiki skeleton (schema, index, source registry) — the three-layer LLM Wiki structure
- Works in 4 steps: Resolve configuration → Idempotency check → Create the wiki skeleton → …
- Tasks that involve LLM wikis
- SKILL.md covers User Input, Steps and Guardrails
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Speckit Wiki Init is an agent skill from haru/redmine_ai_helper. Create the project wiki skeleton (schema, index, source registry) — the three-layer LLM Wiki structure
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Requires spec-kit project structure with .specify/ directory
It sits in Knowledge Management, covering LLM wikis and Spec-driven development. The repository describes itself as: A Redmine plugin that adds AI agents, MCP Server, smart completion, and vector search. The licence is MIT.
When your agent uses it
- Tasks that involve LLM wikis
- Tasks that involve Spec-driven development
Example prompts
- “/speckit-wiki-init”
Requirements
- Compatibility (from SKILL.md): Requires spec-kit project structure with .specify/ directory
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 3cd87d6. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
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.
Compatibility
Requires spec-kit project structure with .specify/ directory
From compatibility in the SKILL.md frontmatter.
Context cost
Speckit Wiki Init loads about 1.4k tokens when it runs. Until then it costs about 30 tokens; SKILL.md has 400 words of instructions outside code blocks.
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
The full file from haru/redmine_ai_helper at commit 3cd87d6, republished under its MIT licence (© haru). 400 words, ~1,378 tokens.
Download SKILL.mdSave it as
.claude/skills/speckit-wiki-init/SKILL.md (or your agent's skills folder).- name
- speckit-wiki-init
- description
- Create the project wiki skeleton (schema, index, source registry) — the three-layer LLM Wiki structure
- compatibility
- Requires spec-kit project structure with .specify/ directory
- metadata.author
- formin
- metadata.source
- extension:wiki
- user-invocable
- true
- disable-model-invocation
- false
Wiki Init Skill
Initialize LLM Wiki
Set up the persistent, LLM-maintained project wiki. After this command, the
project has a compounding knowledge layer — ordinary markdown, committed with
the repo — that ingest grows, query answers from, and lint keeps honest.
This implements the three-layer structure of Karpathy's LLM Wiki pattern: raw sources (immutable — your repo, spec artifacts, external documents) → the wiki (LLM-written, cross-referenced pages) → the schema (a configuration document defining the wiki's structure and maintenance rules).
User Input
$ARGUMENTSIf provided, treat $ARGUMENTS as the wiki scope — one or two sentences
describing what this wiki exists to accumulate (e.g. "Everything we learn
about the payments domain and our integration constraints"). key=value
tokens (e.g. directory=docs/wiki) are configuration overrides.
Steps
1. Resolve configuration
- Read
.specify/extensions/wiki/wiki-config.ymlif it exists; otherwise use the extension defaults (wiki/directory, 12 pages max per ingest, 600 words per page, citations required, 8-page query slice, 90-day staleness,index-and-linksauto-fix). - Apply any
SPECKIT_WIKI_*environment variable overrides, then anykey=valueoverrides from$ARGUMENTS(highest precedence). WIKI_DIR= the configuredstate.directory, relative to the repo root.
2. Idempotency check
If WIKI_DIR/SCHEMA.md already exists, do not overwrite anything. Report
that the wiki is already initialized, then behave exactly like
/speckit.wiki.status and stop. If the user supplied a new scope sentence in
$ARGUMENTS, append it to the ## Scope section of SCHEMA.md as an
additional numbered item instead.
Show full SKILL.md (176 more words)Show less
3. Create the wiki skeleton
Create WIKI_DIR/ and write each file below exactly once.
SCHEMA.md — the schema layer (user-editable; every command obeys it):
# Wiki Schema
This file defines how this wiki is structured and maintained. Edit it to
change the rules; `/speckit.wiki.*` commands read it before writing anything.
## Scope
1. <scope from $ARGUMENTS, or "(not set — pass a sentence to /speckit.wiki.init)">
## Page types
| Type | Holds | Example title |
|------|-------|---------------|
| concept | domain ideas and definitions that outlive any feature | "Idempotency keys" |
| decision | choices made, alternatives rejected, and why | "Why SQLite over Postgres" |
| component | how a part of the system actually works | "Auth middleware" |
| reference | distilled external facts (APIs, papers, vendor limits) | "Stripe rate limits" |
| howto | procedures that took effort to figure out | "Local TLS setup" |
## Rules
- Pages live in `pages/`, one topic per page, kebab-case filenames.
- Every synthesized claim cites a source ID from `sources.md` (e.g. `(S003)`).
- Pages cross-reference with relative links: `[title](./other-page.md)`.
- A page that outgrows <ingest.page_max_words> words is split, and both halves
link to each other.
- Conflicting claims are kept side by side under a `> ⚠ conflict:` marker
until resolved — never silently overwritten.
- Frontmatter per page: `title`, `type`, `sources`, `updated` (ISO date).
## Maintenance workflows
- Grow: `/speckit.wiki.ingest <source>` — the only way knowledge enters.
- Use: `/speckit.wiki.query <question>` — answers come from pages, cited.
- Check: `/speckit.wiki.lint` — drift, orphans, contradictions, staleness.
- Resume: `/speckit.wiki.status` — the session-resume entry point.INDEX.md — the page directory (maintained by ingest and lint):
# Wiki Index
One line per page, grouped by type. Maintained by `/speckit.wiki.ingest` and
regenerated by `/speckit.wiki.lint` — hand edits will be preserved only in
page files, not here.
_No pages yet. Run `/speckit.wiki.ingest` to add the first source._sources.md — the source registry (raw sources are never copied, only pointed to):
# Source Registry
Append-only IDs (S001, S002…). Dedup key: normalized path or URL.
Sources are immutable inputs — the wiki never edits them.
| ID | Source | Type | First ingested | Last ingested | Pages touched |
|----|--------|------|----------------|---------------|---------------|Replace every <...> placeholder with the resolved configuration value.
Do not create pages/ yet — the first ingest creates it.
4. Report
Output a short confirmation:
- The resolved
WIKI_DIRand the three files created. - The scope (or a note that none is set).
- The active caps (pages per ingest, words per page, query slice).
- Next step:
/speckit.wiki.ingestto compound the first source — a feature'sresearch.md, a file, or a URL;/speckit.wiki.statusat any time — including from a brand-new session — to resume from the files.
Guardrails
- Never delete or truncate an existing wiki; this command only creates.
- Do not pre-populate pages from general knowledge — pages exist only when a registered source supports them.
- Keep this command's own context usage minimal: do not scan the repo here;
ingestreads what it needs when it needs it.
© haru, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .claude/skills/speckit-wiki-init of haru/redmine_ai_helper.
Open the folder on GitHubat commit 3cd87d6
Compare with similar skills
Speckit Wiki Init 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Speckit Wiki Init this skillharu/redmine_ai_helper | 106 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Karpathy LLM WikiAstro-Han/karpathy-llm-wiki | 2.4k | — | ~3.6k | Automated safety check: Pass | MIT | |
| LLM Wikilewislulu/llm-wiki-skill | 655 | — | ~3.7k | Automated safety check: Pass | None | |
| Wiki Builderrohitg00/pro-workflow | 2.9k | — | ~1k | Automated safety check: Pass | None | |
| Codex History IngestAr9av/obsidian-wiki | 3.5k | — | ~2.2k | Automated safety check: Notes | MIT | |
| Arkon Editnduckmink/arkon | 1.5k | — | ~1.6k | Automated safety check: Pass | Custom licence |
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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…
Wiki Builder
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Start, structure, and grow a persistent research wiki indexed in pro-workflow's SQLite knowledge base.
Codex History Ingest
Ar9av/obsidian-wiki
Ingest Codex CLI conversation/session history into Obsidian as distilled knowledge.
Arkon Edit
nduckmink/arkon
Propose or directly apply edits to Arkon wiki pages, including proposing brand new pages.
Research Wiki Builder
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Creates and maintains configurable research wikis: scaffold a folder, add sources, compile pages and indexes, and file query answers back.
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Categories
Questions about Speckit Wiki Init
What does Speckit Wiki Init do?
Create the project wiki skeleton (schema, index, source registry) — the three-layer LLM Wiki structure. Speckit Wiki Init is an agent skill from haru/redmine_ai_helper.
When should I use Speckit Wiki Init?
Speckit Wiki Init fits situations like: tasks that involve LLM wikis; tasks that involve Spec-driven development.
How do I install Speckit Wiki Init in Claude Code?
Run `npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a claude-code`. Or copy the skill folder (.claude/skills/speckit-wiki-init in haru/redmine_ai_helper) into .claude/skills/speckit-wiki-init in your project. Claude Code loads it when a task matches its description.
How do I install Speckit Wiki Init in Codex?
Run `npx skills add haru/redmine_ai_helper --skill speckit-wiki-init -a codex`. Or copy the skill folder (.claude/skills/speckit-wiki-init in haru/redmine_ai_helper) into .agents/skills/speckit-wiki-init in your project. Codex loads it when a task matches its description.
Can I use Speckit Wiki Init 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 haru/redmine_ai_helper --skill speckit-wiki-init -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/speckit-wiki-init, .gemini/skills/speckit-wiki-init, .github/skills/speckit-wiki-init and .opencode/skills/speckit-wiki-init in your project.
What does Speckit Wiki Init need to run?
SKILL.md names no scripts, command-line tools or credentials: Speckit Wiki Init is instructions for the agent only. Compatibility (from SKILL.md): Requires spec-kit project structure with .specify/ directory.
Does Speckit Wiki Init 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 Speckit Wiki Init 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 Speckit Wiki Init use?
Speckit Wiki Init is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Speckit Wiki Init use?
About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Speckit Wiki Init?
Skills that share tags, products or a category with Speckit Wiki Init: Karpathy LLM Wiki (Astro-Han/karpathy-llm-wiki, 2.4k 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 Speckit Wiki Init?
haru (a GitHub user) maintains it in haru/redmine_ai_helper, which has 106 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on October 9, 2026.
Source: haru/redmine_ai_helper on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.