Quote Reader enables AI agents to intelligently detect, retrieve, and understand quoted or replied-to messages from various communication platforms.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install quote-reader
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install quote-reader 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 Quote Reader?
Quote Reader is a high-performance context retrieval tool designed specifically for Openclaw Skills. It bridges the gap between raw chat logs and actionable AI intelligence by allowing agents to follow quote markers and reply chains. Unlike basic text matching, this skill utilizes real platform APIs to fetch the actual content of historical messages, ensuring the AI has the full context of the discussion.
By integrating Quote Reader into your workflow, your AI agents can move beyond simple single-turn interactions. It supports the parsing of complex data structures, including interactive Feishu cards, JSON payloads, and nested replies. This makes it an essential component for developers building sophisticated Openclaw Skills that require deep conversational awareness and continuity.
Quote Reader Use Cases
- Clarifying specific concepts by retrieving the exact text a user is quoting.
- Supplementing ongoing discussions by referencing historical data from previous turns.
- Refuting or correcting specific points in a conversation with precise context.
- Parsing and acting upon interactive message cards in enterprise environments like Feishu or Lark.
- Linking multiple disparate messages to perform comprehensive relational analysis.
How Quote Reader Works
- The skill scans user input for platform-specific quote markers like [quote], [reply], or metadata IDs.
- It extracts the unique message identifier and identifies the source platform (Feishu, QQ, Telegram, etc.).
- The system executes an API call to the platform's backend to fetch the original message content and its immediate context.
- It parses the retrieved data, converting interactive elements or JSON cards into a format the AI can easily digest.
- The skill analyzes the user's intent—such as clarifying, deepening, or refuting—and feeds the combined context to the AI for a relevant response.
Quote Reader Setup
To add this capability to your Openclaw Skills library, follow these installation steps:
# Install directly via ClawHub
clawhub install quote-reader
# Or install manually from your workspace
cd ~/.openclaw/workspace/skills/quote-reader
bash install.sh
You must also configure your platform-specific credentials in config/feishu-config.json to enable real-time API access.
Quote Reader Data Schema & Taxonomy
The skill organizes its logic and retrieved data through the following schema:
| File | Purpose |
|---|---|
quote-patterns.json |
Defines regex patterns for identifying quotes across different platforms. |
intent-rules.json |
Maps keywords to AI behavioral logic (e.g., clarify, supplement). |
quote-cache.json |
Stores recently retrieved messages to minimize API latency and rate limiting. |
package.json |
Contains the core Openclaw Skills metadata and dependency definitions. |
Quote Reader Advanced Features
- Real-time API integration for Feishu interactive cards, including form and button parsing.
- Automatic Token Management that handles caching and refreshing of platform access tokens (Lark/Feishu).
- Multi-level nested quote support for tracing long conversation threads.
- Intent-based AI routing that suggests specific response strategies based on the quoted context.
- Asynchronous processing to ensure context retrieval does not block the primary AI response flow.
SKILL.md
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METADATA
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