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1knownothing

LLM-Wiki-skills

by 1knownothing · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install llm-wiki-skills
Description
LLM-powered personal wiki knowledge base system. Use this when user wants to build and maintain a persistent wiki using LLMs following the LLM Wiki pattern (...
README (SKILL.md)

Wiki Knowledge Base - Master Skill

This is a comprehensive system for building and maintaining a personal wiki knowledge base using LLMs.

What This System Does

The LLM Wiki pattern differs from traditional RAG:

  • RAG: LLM retrieves relevant chunks at query time, rediscovering knowledge from scratch
  • Wiki: LLM incrementally builds and maintains a persistent wiki with cross-references already in place

Core Operations

This system provides 5 skills for wiki management:

1. wiki-init

Initialize a new wiki with:

  • Two-layer architecture (wiki content, schema)
  • Directory structure for entities, concepts, sources, syntheses
  • Initial index.md and log.md
  • CLAUDE.md schema with conventions

Note: Source files should be stored externally (e.g., in project's raw/ folder) - the wiki stores summaries and analysis, not copies of source documents.

Trigger: User wants to set up a new wiki

2. wiki-ingest

Process new sources:

  • Read and analyze source documents
  • Create source summary pages
  • Update entity and concept pages
  • Flag contradictions with existing claims
  • Update index.md and log.md

Trigger: User adds a new source or wants to process a document

3. wiki-query

Answer questions against the wiki:

  • Search index.md first
  • Read relevant pages
  • Synthesize answers with citations
  • Support multiple output formats (markdown, tables, slides)
  • File valuable answers back to wiki

Trigger: User asks questions about wiki content

4. wiki-lint

Health check the wiki:

  • Find contradictions between pages
  • Identify stale claims superseded by new sources
  • Find orphan pages with no inbound links
  • Detect missing pages for important concepts
  • Identify missing cross-references
  • Suggest data gaps to fill

Trigger: User wants to maintain or clean up the wiki

5. wiki-maintain

Manage wiki schema:

  • Update CLAUDE.md conventions
  • Modify page templates
  • Refine workflows
  • Add new page types

Trigger: User wants to update wiki rules or structure

Usage

Select the appropriate sub-skill based on the operation:

  • New wiki? → wiki-init
  • Adding content? → wiki-ingest
  • Asking questions? → wiki-query
  • Checking quality? → wiki-lint
  • Updating rules? → wiki-maintain

Directory Structure

When initialized, the wiki follows this structure:

wiki/
├── entities/              # Entity pages
├── concepts/              # Concept pages
├── sources/              # Source summaries
├── syntheses/            # Cross-source syntheses
├── comparisons/          # Comparison analyses
├── overviews/            # Overview pages
├── schema/CLAUDE.md      # Wiki conventions
├── index.md              # Content catalog
└── log.md                # Operation log

# Source files should be stored in the project root's raw/ folder (or similar external location)

Key Concepts

  • index.md: Content-oriented catalog, updated on every ingest
  • log.md: Chronological record with format ## [YYYY-MM-DD] operation | Title
  • CLAUDE.md: Schema defining conventions and workflows
  • Cross-references: Always use [[wiki/page]] link format
Usage Guidance
This skill appears internally consistent for building and maintaining a local LLM-driven wiki, but take these practical precautions before installing: - Confirm the exact directory the skill will use. The SKILL.md instructs the agent to ask you for the wiki location; answer that explicitly and verify the agent will operate only in that path (e.g., a dedicated wiki/ and raw/ folder). - Be aware the agent will read files in the specified raw/ folder and will write files under the wiki/ tree (index.md, log.md, and many content files). Do not point it at folders containing sensitive or unrelated data. - If you plan to integrate with Obsidian or other CLIs, ensure those tools are installed and that you understand what the skill will do with them; the skill references Obsidian as an optional integration but does not require it. - Review and, if desired, edit the SKILL.md to tighten allowed paths or add safeguards (e.g., denylist of directories, confirmation prompts before bulk edits) before granting the agent filesystem access. - Because the skill can be invoked autonomously by agents (platform default), consider whether you want automatic runs; if not, restrict invocation in your agent settings. If you want higher assurance, ask the skill author for a manifest that explicitly limits filesystem scope or provides example runs in a sandboxed directory; otherwise this skill can be used safely with the above precautions.
Capability Analysis
Type: OpenClaw Skill Name: llm-wiki-skills Version: 1.0.0 The skill bundle implements a structured 'LLM Wiki' system for persistent knowledge management, allowing an agent to initialize, ingest, query, and maintain a markdown-based knowledge base. The instructions in the SKILL.md files are well-defined and align with the stated purpose of organizing research and notes (specifically focused on AI interpretability in the provided examples). No evidence of data exfiltration, malicious execution, or harmful prompt injection was found; the system relies on standard local file operations and provides clear workflows for the agent to follow.
Capability Assessment
Purpose & Capability
The skill declares no required binaries or credentials and is instruction-only, which is broadly consistent with a filesystem-based wiki manager. Minor mismatch: the README and usage notes reference Obsidian, Obsidian CLI, and a web-clipper integration but the package does not declare any required binaries or integrations; these are optional integration suggestions rather than enforced dependencies. Example files include absolute Windows paths (D:\obsidian-notebook\raw\...)—these are example artifacts and the SKILL.md correctly instructs the agent to ask the user for the wiki location before creating files.
Instruction Scope
Runtime instructions explicitly tell the agent to read index.md and other wiki pages, read source files from an external raw/ folder, synthesize answers, and write or update pages (sources/, concepts/, entities/, syntheses/, index.md, log.md). This behavior is coherent for the stated purpose. Important practical note: because the skill uses Read/Write/Glob/Grep/Bash capabilities, it will operate on files the agent can access—confirming the exact target directories with the user is critical to avoid unintended reads of unrelated files. The instructions do not direct data to external network endpoints or require secrets.
Install Mechanism
No install spec and no code files — instruction-only skills are the lowest-risk class and nothing is downloaded or executed. There is no installer pulling remote artifacts, so install risk is minimal.
Credentials
The skill declares no required environment variables, credentials, or config paths. Its file reads/writes (wiki and external raw/ sources) are proportionate to a wiki ingest/query/maintenance tool.
Persistence & Privilege
The skill does write files (creates/updates wiki pages, index.md, log.md) but 'always' is false and it does not request elevated or cross-skill configuration changes. Autonomous invocation is allowed (platform default) but is not combined with any unusual privileges.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install llm-wiki-skills
  3. After installation, invoke the skill by name or use /llm-wiki-skills
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
基于karpathy的LLM-wiki方法构建的skills。用于指导agent调用obsidian CLI工具构建个人知识库。Skills built on Karpathy’s LLM-wiki methodology, designed to guide the agent in invoking the Obsidian CLI to build a personal knowledge base.
Metadata
Slug llm-wiki-skills
Version 1.0.0
License MIT-0
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is LLM-Wiki-skills?

LLM-powered personal wiki knowledge base system. Use this when user wants to build and maintain a persistent wiki using LLMs following the LLM Wiki pattern (... It is an AI Agent Skill for Claude Code / OpenClaw, with 186 downloads so far.

How do I install LLM-Wiki-skills?

Run "/install llm-wiki-skills" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is LLM-Wiki-skills free?

Yes, LLM-Wiki-skills is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does LLM-Wiki-skills support?

LLM-Wiki-skills is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created LLM-Wiki-skills?

It is built and maintained by 1knownothing (@1knownothing); the current version is v1.0.0.

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