Knowledge Base Integration for Openclaw

A powerful local knowledge base skill that integrates document retrieval and dual-mode switching for AI agents.

zhbgyj
v1.0.0
Feb 21, 2026
0
2.5k
0

Install & Download

1. ClawHub CLI

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

npx clawhub@latest install knowledge

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 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 Base Integration?

The Knowledge Base Integration skill empowers AI agents to interact with locally stored documents through a structured retrieval system. By connecting to a dedicated local directory and an API service, it allows for seamless searching, document feeding, and switching between direct retrieval and conversational modes via AnythingLLM. This skill ensures that your agent has access to private data without relying solely on external cloud storage. Openclaw Skills like this one provide a bridge between your local data and AI intelligence, ensuring high-context responses based on your unique datasets.

Knowledge Base Integration Use Cases

  • Searching for specific information within a large collection of local documents.
  • Switching between raw document retrieval and a more conversational LLM-driven interaction mode.
  • Monitoring the scale of your personal or corporate knowledge repository through statistics.
  • Integrating private data into an AI coding agent workflow for context-aware assistance.

How Knowledge Base Integration Works

  1. The agent connects to the local directory located at E:/knowledge-base to access the document repository.
  2. Users trigger searches or mode switches using specific natural language commands like "search for xxx".
  3. The skill communicates with an API service running on http://127.0.0.1:8001 to process queries and retrieve relevant text chunks.
  4. Results are returned to the agent to provide grounded answers or summarize technical documentation based on the current active mode (Local Retrieval or AnythingLLM).

Knowledge Base Integration Setup

To get started with these Openclaw Skills, follow these steps:

  1. Ensure your documents are placed in the directory E:/knowledge-base.
  2. Start your local API service at http://127.0.0.1:8001.
  3. Verify the connection by running a statistics command.
# Example command to check knowledge base stats
知识库统计

Knowledge Base Integration Data Schema & Taxonomy

The skill uses a local file system hierarchy and an API interface for data access. Below is the metadata organization:

Attribute Value Description
Root Path E:/knowledge-base The primary directory for document storage
API Endpoint http://127.0.0.1:8001 The service handling retrieval and embedding
Interaction Modes Local / AnythingLLM Toggles between direct search and chat interface

Knowledge Base Integration Advanced Features

  • Dual-mode switching between local retrieval and AnythingLLM chat modes for flexible context handling.
  • Real-time knowledge base statistics for efficient document management and indexing tracking.
  • Seamless integration with local API services for privacy-focused data processing without cloud exposure.
  • Customizable search triggers to optimize how the agent interacts with these Openclaw Skills.

SKILL.md


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