LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
How to work in a Codebase Wiki project (the codebase-wiki starter pack): an agent-authored, source-grounded wiki of the surrounding codebase.
$ npx skills add inkeep/open-knowledge --skill codebase-wiki -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install inkeep/open-knowledge codebase-wiki --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/inkeep/open-knowledge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .claude/skills/codebase-wiki && 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 "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .claude/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wikiType 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 inkeep/open-knowledge --skill codebase-wiki -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install inkeep/open-knowledge codebase-wiki --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inkeep/open-knowledge.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .agents/skills/codebase-wiki && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .agents/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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 inkeep/open-knowledge --skill codebase-wiki -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install inkeep/open-knowledge codebase-wiki --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inkeep/open-knowledge.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .cursor/skills/codebase-wiki && 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 "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .cursor/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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/inkeep/open-knowledge.git --path packages/server/assets/skills/packs/codebase-wiki--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 inkeep/open-knowledge --skill codebase-wiki -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install inkeep/open-knowledge codebase-wiki --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inkeep/open-knowledge.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .gemini/skills/codebase-wiki && 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 "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .gemini/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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 inkeep/open-knowledge codebase-wikiInstalls 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 inkeep/open-knowledge --skill codebase-wiki -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/inkeep/open-knowledge.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .github/skills/codebase-wiki && 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 "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .github/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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 inkeep/open-knowledge --skill codebase-wiki -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install inkeep/open-knowledge codebase-wiki --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inkeep/open-knowledge.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/server/assets/skills/packs/codebase-wiki .opencode/skills/codebase-wiki && 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 "codebase-wiki" agent skill from https://github.com/inkeep/open-knowledge/tree/main/packages/server/assets/skills/packs/codebase-wiki into .opencode/skills/codebase-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-wiki", 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.
codebase-wikiHow to work in a Codebase Wiki project (the codebase-wiki starter pack): an agent-authored, source-grounded wiki of the surrounding codebase.
Codebase Wiki is an agent skill from inkeep/open-knowledge. How to work in a Codebase Wiki project (the codebase-wiki starter pack): an agent-authored, source-grounded wiki of the surrounding codebase. Read when the project has a wiki/ knowledge base with architecture/, modules/, flows/, concepts/, and guides/ sections plus wiki/OVERVIEW.md, or when asked to generate or refresh a wiki of this codebase. Carries the per-folder rules and freshness + log discipline, summarizes the audience/depth knobs and source-reference convention, and bundles the full generate/refresh…
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `plugin.json` and `references/generate-and-refresh.md`). Compatibility notes: Any agent host with the OpenKnowledge MCP server configured. Installed project-local by ok seed --pack codebase-wiki.
It sits in Knowledge Management, covering Source-grounded notebooks, Knowledge bases and LLM wikis. The repository describes itself as: Beautiful, AI-native markdown IDE and LLM wiki. The licence is GPL-3.0.
Read from SKILL.md and the folder at commit cf9b84c. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Any agent host with the OpenKnowledge MCP server configured. Installed project-local by `ok seed --pack codebase-wiki`.
From compatibility in the SKILL.md frontmatter.
Codebase Wiki loads about 1.8k tokens when it runs, and up to ~5.1k if it reads all its reference files. Until then it costs about 160 tokens; SKILL.md has 679 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.
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.
The full file from inkeep/open-knowledge at commit cf9b84c, republished under its GPL-3.0 licence (© inkeep). 679 words, ~1,840 tokens.
.claude/skills/codebase-wiki/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.This project holds an agent-authored wiki of a codebase — DeepWiki, but living in the repo. A coding agent reads the source and writes a navigable, diagram-rich, source-grounded wiki as markdown under wiki/. It is version-controlled and diffable, private by default, human+agent co-editable, renders in OK's live preview, and doubles as durable grounding context for future agent sessions. There is no separate Q&A surface — Q&A is "the OK-grounded agent + search".
This skill is pack guidance. The platform
/open-knowledgeskill (read/write/preview/linking/grounding rules) still governs every markdown operation — this layers the wiki workflow on top.
wiki/
OVERVIEW.md hub: what it is, a big-picture architecture diagram, a nav map to every section.
Frontmatter carries `profile` (audience/depth) + `source_commit` (freshness anchor).
log.md append-only generation / refresh audit trail
architecture/ system boundaries, layers, subsystems, cross-cutting concerns + diagrams
modules/ one page per package / module: purpose, entry points, key files, deps
flows/ key end-to-end flows as sequence / flow diagrams + narrative
concepts/ glossary: atomic pages for domain terms / core abstractions
guides/ task-oriented "how / where do I change X" (filled at depth >= standard)Don't free-hand it — read references/generate-and-refresh.md and follow the phased, STOP-gated procedure. It auto-detects mode: a stubbed OVERVIEW.md (empty source_commit) → generate (survey → overview → architecture → modules → flows → concepts → link-graph audit); a stamped source_commit → refresh (diff source_commit..HEAD, update only affected pages, re-stamp).
Two toolsets. Read source code with NATIVE tools (Read/Grep/Glob/Bash) — OK MCP does not index non-markdown source. Author and audit the wiki with OK MCP verbs (write/edit for pages, links/search for the graph). Never hand-write wiki markdown with native Write/Edit.
Two natural-language knobs, read from the user's request (e.g. "build the wiki, public and exhaustive") and recorded in OVERVIEW.md frontmatter (profile: <audience>/<depth>) so refreshes stay consistent:
audience — internal (default) or public. public means polished prose, no secrets / internal infra / ticket numbers, and GitHub-URL source references.depth — tour | standard (default) | exhaustive. Scales coverage from OVERVIEW + architecture + top flows up through per-package module pages, concepts, and task guides.references/generate-and-refresh.md is the authoritative source for exactly how each knob shapes the output — read it before generating.
internal) or GitHub blob URLs (public). Source-file links stay out of the navigation graph (links tracks only .md/.mdx edges, so they never show as graph dead-links or orphans) — but a wrong-depth path still surfaces in the write/edit brokenLinks response (no-such-file, or unresolvable if it overshoots the content root), so count the ../ hops from the page's folder. Never invent paths — reference only files you actually read.The full rules — the GitHub-URL / relative fallback, the #Lxx caveat, and the exact code-span shape — live in references/generate-and-refresh.md.
architecture/ — One page per architectural area (boundaries, layers, subsystems, cross-cutting concerns). Each: a mermaid system-context or component diagram, key components (with source refs), and the design decisions behind them. Uses the architecture-page template. At depth: tour, modules fold in here.
modules/ — One page per package / module: purpose, responsibilities, public API / entry points, key files (linked per the convention), dependencies, and flows it participates in. Uses the module-page template. Skipped at tour; sub-module depth scales with the knob.
flows/ — Key end-to-end sequences as mermaid sequence / flow diagrams + narrative. Uses the flow-page template; add a Failure modes section at exhaustive. Link every module and concept the flow crosses.
concepts/ — Atomic glossary pages (one term each): definition, why it matters, where it lives in the code. Uses the concept-page template. Keep small and densely cross-linked so each concept becomes a hub.
guides/ — Task-oriented "how / where do I change X" walkthroughs: goal, steps, relevant code, gotchas. Uses the guide-page template. Populated at standard, rich at exhaustive, thin/empty at tour.
OVERVIEW.md frontmatter carries source_commit — the git HEAD the wiki was last generated/refreshed against. It is the freshness anchor: refresh mode diffs source_commit..HEAD to update only the affected pages, then re-stamps it. Always re-stamp source_commit after a generate or refresh run — a stale anchor silently breaks incremental refresh.
wiki/log.md is an append-only audit trail. Append one dated entry per generation or refresh run — one per run, not per page. Reference touched pages as markdown links ([Server](./modules/server.md)) so they register in the backlink graph. Entry shape:
## YYYY-MM-DD: <generate | refresh>
- Profile: <audience>/<depth>
- source_commit: <short-sha> (was <prev-sha> on refresh)
- Coverage: <sections / packages written or updated>
- Pages: [Overview](./OVERVIEW.md), [Server](./modules/server.md), ...Each folder ships a starter template (architecture-page, module-page, flow-page, concept-page, guide-page). Create with write({ document: { path, template: "<name>" } }). Templates carry only structure (headings + frontmatter scaffold); what each section is for is described above and in references/generate-and-refresh.md, not repeated inside document bodies.
© inkeep, GPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in packages/server/assets/skills/packs/codebase-wiki of inkeep/open-knowledge.
Open the folder on GitHubat commit cf9b84c
Codebase Wiki 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 |
|---|---|---|---|---|---|---|
| Codebase Wiki this skillinkeep/open-knowledge | 4.4k | — | ~1.8k | Automated safety check: Pass | GPL-3.0 | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Learn From Materialsdmoshehun-prog/learn-from-materials | 902 | — | ~7.9k | 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 | |
| Arkon Editnduckmink/arkon | 1.5k | — | ~1.6k | Automated safety check: Pass | Custom licence |
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
dmoshehun-prog/learn-from-materials
Turns books, PDFs, slides and web pages into a source-grounded knowledge base and an interactive learning page in English or Chinese, with quizzes, relationship maps and reusable methodology notes.
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…
rohitg00/pro-workflow
Start, structure, and grow a persistent research wiki indexed in pro-workflow's SQLite knowledge base.
nduckmink/arkon
Propose or directly apply edits to Arkon wiki pages, including proposing brand new pages.
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.
inkeep/open-knowledge
A skill your agent uses when the user wants to create, author, write, or design a new Agent Skill (a SKILL.md) — for OpenKnowledge or for their editors — including requests like 'help me write a…
inkeep/open-knowledge
Read when the user asks what OpenKnowledge is, wants to install it on a repository, wants to open or preview a single markdown file that is not part of an OpenKnowledge project, wants to share an…
inkeep/open-knowledge
Write a blameless incident postmortem under postmortems/ following the Google SRE shape — evidence-based timeline, trigger vs root cause vs symptom, contributing factors, what went well, and…
inkeep/open-knowledge
Authoritative agent-runtime contract for working inside an OpenKnowledge project — a markdown-CRDT knowledge base exposed over MCP.
inkeep/open-knowledge
Promote existing research into a stable-status canonical article under articles/ in a Knowledge Base project (the knowledge-base starter pack).
inkeep/open-knowledge
Frame a new design proposal (RFC-shape) under proposals/ — problem before solution, named beneficiary and observable change, real alternatives, honest drawbacks, and a live open-questions backlog.
Categories
How to work in a Codebase Wiki project (the codebase-wiki starter pack): an agent-authored, source-grounded wiki of the surrounding codebase. Codebase Wiki is an agent skill from inkeep/open-knowledge. How to work in a Codebase Wiki project (the codebase-wiki starter pack): an agent-authored, source-grounded wiki of the surrounding codebase.
Codebase Wiki fits situations like: tasks that involve Source-grounded notebooks; tasks that involve Knowledge bases; tasks that involve LLM wikis.
Run `npx skills add inkeep/open-knowledge --skill codebase-wiki -a claude-code`. Or copy the skill folder (packages/server/assets/skills/packs/codebase-wiki in inkeep/open-knowledge) into .claude/skills/codebase-wiki in your project. Claude Code loads it when a task matches its description.
Run `npx skills add inkeep/open-knowledge --skill codebase-wiki -a codex`. Or copy the skill folder (packages/server/assets/skills/packs/codebase-wiki in inkeep/open-knowledge) into .agents/skills/codebase-wiki in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add inkeep/open-knowledge --skill codebase-wiki -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codebase-wiki, .gemini/skills/codebase-wiki, .github/skills/codebase-wiki and .opencode/skills/codebase-wiki in your project.
SKILL.md names no scripts, command-line tools or credentials: Codebase Wiki is instructions for the agent only. Compatibility (from SKILL.md): Any agent host with the OpenKnowledge MCP server configured. Installed project-local by `ok seed --pack codebase-wiki`..
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.
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.
Codebase Wiki is published under the GPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.4k 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 3.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Codebase Wiki: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Learn From Materials (dmoshehun-prog/learn-from-materials, 902 stars), LLM Wiki (lewislulu/llm-wiki-skill, 655 stars) and Wiki Builder (rohitg00/pro-workflow, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
inkeep (a GitHub organization) maintains it in inkeep/open-knowledge, which has 4,407 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on October 7, 2026.
Source: inkeep/open-knowledge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.