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.
A pipeline where an agent team builds organizational knowledge management systems.
$ npx skills add revfactory/harness-100 --skill knowledge-base-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 knowledge-base-builder --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/revfactory/harness-100.git skills-src && mkdir -p .claude/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .claude/skills/knowledge-base-builder && 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 "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .claude/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builderType 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 revfactory/harness-100 --skill knowledge-base-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 knowledge-base-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .agents/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .agents/skills/knowledge-base-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .agents/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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 revfactory/harness-100 --skill knowledge-base-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 knowledge-base-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .cursor/skills/knowledge-base-builder && 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 "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .cursor/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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/revfactory/harness-100.git --path en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder--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 revfactory/harness-100 --skill knowledge-base-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 knowledge-base-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .gemini/skills/knowledge-base-builder && 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 "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .gemini/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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 revfactory/harness-100 knowledge-base-builderInstalls 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 revfactory/harness-100 --skill knowledge-base-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .github/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .github/skills/knowledge-base-builder && 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 "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .github/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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 revfactory/harness-100 --skill knowledge-base-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install revfactory/harness-100 knowledge-base-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder .opencode/skills/knowledge-base-builder && 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 "knowledge-base-builder" agent skill from https://github.com/revfactory/harness-100/tree/main/en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder into .opencode/skills/knowledge-base-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-base-builder", 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.
knowledge-base-builderA pipeline where an agent team builds organizational knowledge management systems.
Knowledge Base Builder is an agent skill from revfactory/harness-100. A pipeline where an agent team builds organizational knowledge management systems. Use this skill for requests such as 'build a knowledge base,' 'wiki setup,' 'knowledge management system,' 'internal wiki,' 'organize team documentation,' 'technical documentation wiki,' 'create onboarding docs,' 'organize organizational knowledge,' or 'build documentation system.' Note: CMS server setup, database installation, and search engine deployment are outside the scope of this skill.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge bases, LLM wikis and Technical documentation. The licence is Apache-2.0.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 8e8d35c. 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.
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.
Knowledge Base Builder loads about 1.8k tokens when it runs. Until then it costs about 125 tokens; SKILL.md has 671 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 revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 671 words, ~1,762 tokens.
.claude/skills/knowledge-base-builder/SKILL.md (or your agent's skills folder).An agent team collaborates to execute: knowledge collection, taxonomy design, markdown wiki generation, search indexing, and maintenance guidelines.
Agent Team — Five agents communicate directly via SendMessage and perform cross-validation.
| Agent | File | Role | Type |
|---|---|---|---|
| knowledge-collector | .claude/agents/knowledge-collector.md | Knowledge collection, inventory building | general-purpose |
| taxonomy-designer | .claude/agents/taxonomy-designer.md | Classification system, tags, navigation design | general-purpose |
| wiki-builder | .claude/agents/wiki-builder.md | Markdown wiki page generation | general-purpose |
| search-optimizer | .claude/agents/search-optimizer.md | Search index, metadata optimization | general-purpose |
| maintenance-planner | .claude/agents/maintenance-planner.md | Governance, update cycles, quality management | general-purpose |
_workspace/ directory in the project root_workspace/00_input.md| Order | Task | Owner | Dependencies | Deliverable |
|---|---|---|---|---|
| 1 | Knowledge Collection | knowledge-collector | None | _workspace/01_knowledge_inventory.md |
| 2 | Taxonomy Design | taxonomy-designer | Task 1 | _workspace/02_taxonomy.md |
| 3a | Wiki Page Generation | wiki-builder | Tasks 1, 2 | _workspace/03_wiki/ |
| 3b | Search Index | search-optimizer | Tasks 1, 2 | _workspace/04_search_index.md (draft) |
| 4 | Search Index Finalization | search-optimizer | Task 3a | _workspace/04_search_index.md (final) |
| 5 | Maintenance Guide | maintenance-planner | Tasks 1, 2, 3a | _workspace/05_maintenance_guide.md |
Tasks 3a (wiki generation) and 3b (search index draft) are executed in parallel.
Inter-agent Communication Flow:
_workspace/01_knowledge_inventory.md02_taxonomy.md03_wiki/04_search_index.md05_maintenance_guide.md| User Request Pattern | Execution Mode | Deployed Agents |
|---|---|---|
| "Build a knowledge base," "Create a wiki" | Full Pipeline | All 5 agents |
| "Just organize existing docs" | Organization Mode | knowledge-collector + taxonomy-designer |
| "Just design the taxonomy" | Taxonomy Mode | taxonomy-designer solo |
| "Create wiki pages with this structure" | Generation Mode | wiki-builder + search-optimizer |
| "Just write a maintenance guide" | Guide Mode | maintenance-planner solo |
Using Existing Files: If existing documents are available, knowledge-collector analyzes them and converts to an inventory.
| Strategy | Method | Purpose |
|---|---|---|
| File-based | _workspace/ directory | Primary deliverable storage and sharing |
| Message-based | SendMessage | Real-time critical information transfer, revision requests |
| Code exploration | Read/Grep/Glob | Extract documentation targets from codebase |
| Error Type | Strategy |
|---|---|
| Source inaccessible | Infer knowledge based on user description; mark as "inference-based" |
| Excessive knowledge scope | Propose MVP scope; take a phased approach based on priorities |
| Existing taxonomy conflict | Respect existing structure while presenting improvement proposals in parallel |
| Agent failure | Retry once; if still failing, proceed without that deliverable; note omission in report |
| Wiki platform unspecified | Default to pure Markdown (GitHub/MkDocs compatible) |
Prompt: "Create a wiki for our team's development processes and onboarding docs. We're a 5-developer team using React + Node.js." Expected Results:
Prompt: "Create a wiki based on these README files" + multiple README files Expected Results:
Prompt: "Build a company knowledge base" Expected Results:
Extension skills that enhance each agent's domain expertise:
| Agent | Extension Skill | Role |
|---|---|---|
| taxonomy-designer | information-architecture | 4 IA systems, card sorting, sitemap design, tag governance |
| maintenance-planner, wiki-builder | content-lifecycle-manager | 5-stage lifecycle, quality scorecard, RACI governance, content auditing |
© revfactory, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Knowledge Base Builder 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 |
|---|---|---|---|---|---|---|
| Knowledge Base Builder this skillrevfactory/harness-100 | 1.3k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | 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 | |
| Research Wiki Builderdair-ai/dair-academy-plugins | 614 | — | ~1.3k | Automated safety check: Pass | MIT |
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
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.
nduckmink/arkon
Answer questions using the Arkon knowledge base. An agent skill from nduckmink/arkon.
revfactory/harness-100
A skill for analyzing website anti-bot defense mechanisms and developing legitimate evasion strategies.
revfactory/harness-100
Reference for designing how an API reports failures: structured error codes, response shapes, client-friendly messages, an error catalog and retry or fallback advice.
revfactory/harness-100
Walks a backend-dev agent through OWASP API Top 10 checks, authentication and authorization patterns, and defense code during API design.
revfactory/harness-100
Methodology for systematically designing and generating CLI tool argument parser structures.
revfactory/harness-100
Audience segmentation skill used by the analyst and curator agents.
revfactory/harness-100
Audio storytelling skill used by the podcast scriptwriter and show note editor.
Categories
A pipeline where an agent team builds organizational knowledge management systems. Knowledge Base Builder is an agent skill from revfactory/harness-100. A pipeline where an agent team builds organizational knowledge management systems.
Knowledge Base Builder fits situations like: requests such as build a knowledge base; knowledge management system; organize team documentation; technical documentation wiki.
Run `npx skills add revfactory/harness-100 --skill knowledge-base-builder -a claude-code`. Or copy the skill folder (en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder in revfactory/harness-100) into .claude/skills/knowledge-base-builder in your project. Claude Code loads it when a task matches its description.
Run `npx skills add revfactory/harness-100 --skill knowledge-base-builder -a codex`. Or copy the skill folder (en/64-knowledge-base-builder/.claude/skills/knowledge-base-builder in revfactory/harness-100) into .agents/skills/knowledge-base-builder 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 revfactory/harness-100 --skill knowledge-base-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/knowledge-base-builder, .gemini/skills/knowledge-base-builder, .github/skills/knowledge-base-builder and .opencode/skills/knowledge-base-builder in your project.
SKILL.md names no scripts, command-line tools or credentials: Knowledge Base Builder is instructions for the agent only. Our summary lists: Node.js.
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.
Knowledge Base Builder is published under the Apache-2.0 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 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Knowledge Base Builder: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), LLM Wiki (lewislulu/llm-wiki-skill, 655 stars), Wiki Builder (rohitg00/pro-workflow, 2.9k stars) and Arkon Edit (nduckmink/arkon, 1.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
revfactory (a GitHub user) maintains it in revfactory/harness-100, which has 1,290 GitHub stars. The repository holds 464 skills in this directory. The repository was last updated on March 22, 2026.
Source: revfactory/harness-100 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.