Knowledge Distiller for Openclaw

A professional knowledge mining tool that uses Socratic questioning to transform tacit thoughts into structured documentation.

chenchen913
v1.0.0
Mar 20, 2026
0
905
0

Install & Download

1. ClawHub CLI

The fastest way to install a skill directly from the registry.

npx clawhub@latest install knowledge-distiller

2. Manual Installation

Copy the skill folder to one of these locations

Global
~/.openclaw/skills/
Workspace
<project>/skills/

Priority: Workspace > Local > Bundled

3. Prompt Installation

Copy this prompt to OpenClaw to install it automatically.

Help me install knowledge-distiller using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).

Prefer to download?

Get the raw skill files in a ZIP archive.

What is Knowledge Distiller?

Knowledge Distiller is a specialized skill designed for deep knowledge extraction and intellectual organization. Rather than simply answering questions, it acts as a professional interviewer that probes the user's mind to surface vague ideas, clarify complex methodologies, and document personal domain expertise. By utilizing Openclaw Skills, it bridges the gap between raw thought and structured, actionable notes.

This skill is particularly effective for subject matter experts who possess extensive 'hidden' knowledge that hasn't been codified yet. It enforces a strict Socratic rhythm, ensuring every concept is defined clearly and every logical gap is addressed, making it an essential tool for personal knowledge management and professional documentation.

Knowledge Distiller Use Cases

  • Converting abstract mental models into clear, written methodologies.
  • Clarifying complex concepts through iterative Socratic questioning.
  • Extracting structured notes from free-flowing verbal or written thoughts.
  • Documenting personal expertise or proprietary domain knowledge for teams.
  • Identifying and resolving cognitive blind spots and logical inconsistencies.

How Knowledge Distiller Works

  1. The user triggers the process using terms related to Openclaw Skills or knowledge extraction.
  2. The skill prompts the user to select a specific domain and checks for existing archives in the domains folder.
  3. A specific inquiry mode is selected (e.g., Deep Dive or Concept Clarification) to set the tone.
  4. The agent engages in a single-point questioning cycle, confirming understanding before moving to the next query.
  5. Every five rounds, the agent provides a summary of core points for user verification.
  6. Upon completion, the agent generates a final structured note and updates the domain-specific archive with solved and remaining questions.

Knowledge Distiller Setup

To deploy this knowledge extraction tool within your environment, ensure you have the necessary reference templates in your skill directory:

# Initialize the domains directory for storage
mkdir -p ./domains

# Ensure template files are present in the @reference path
# - output_template.md
# - domain_template.md
# - modes.md

# Trigger the skill via Openclaw Skills commands
"Extract knowledge about [Your Topic]"

Knowledge Distiller Data Schema & Taxonomy

The Knowledge Distiller organizes data through a systematic file-based taxonomy to ensure long-term knowledge retention:

Component Format Description
Domain Archives .md files Located in /domains/, tracking blind spots and unresolved questions.
Knowledge Notes Markdown Final structured output based on the extraction session.
Session State YAML Frontmatter Tracks last update dates, resolved issues, and domain metadata.
Taxonomy Tags/Dates Entries are tagged with session dates and specific 'Corrected' or 'Supplemented' labels.

Knowledge Distiller Advanced Features

  • Incremental Summarization: Automatic synthesis of core arguments every five dialogue turns.
  • Archive-Aware Resumption: Ability to read previous session blind spots and offer to resume unresolved deep dives.
  • Multi-Mode Inquiry: Supports different cognitive styles from 'Socratic Challenge' to 'Gentle Organization'.
  • Tacit-to-Explicit Mapping: Specifically flags corrected fallacies and supplemented perspectives in final documentation.
  • Automated Archive Maintenance: Post-session hooks that automatically move resolved items to the 'Resolved' vault.

SKILL.md


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