An intelligent data convergence skill that automatically collects missing CNC manufacturing parameters to enable accurate quoting.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install openclaw-cnc-quick-probe
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 openclaw-cnc-quick-probe 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 CNC Quick Probe?
The CNC Quick Probe is a high-priority utility designed to solve the common problem of incomplete data in industrial automation workflows. Within the Openclaw Skills ecosystem, this skill acts as an intermediary layer that triggers whenever a CNC quoting intent is detected but lacks the technical depth required for calculation. It focuses on reaching a data convergence threshold of at least 80% by proactively asking the user for five specific manufacturing variables.
By ensuring that critical details like material types and tolerances are gathered before reaching the quoting engine, this skill reduces back-and-forth communication and improves agent autonomy. It is an essential component for any developer building manufacturing-focused agents using Openclaw Skills, as it bridges the gap between raw user requests and structured technical requirements.
CNC Quick Probe Use Cases
- Automatically engaging when a user requests a CNC quote without providing a STEP or PDF file.
- Responding to manufacturing inquiries where material or quantity specifications are missing.
- Improving the data quality of industrial leads before they are passed to a CRM or ERP system.
- Serving as a sub-routine for multi-agent manufacturing platforms to ensure technical convergence.
How CNC Quick Probe Works
- The system monitors incoming intents for CNC-related quoting requests.
- If the data convergence score is below 80%, the skill logic takes control of the dialogue.
- The skill initiates a parameter collector focusing on five key attributes: Material, Quantity, Precision, Surface Treatment, and Ra.
- As the user providing answers, the skill updates the convergence percentage in real-time.
- Once the 80% threshold is reached, the skill performs an auto-route handoff to the specialized quoting execution system.
CNC Quick Probe Setup
To deploy this skill within your Openclaw Skills environment, follow these configuration steps:
# Install the CNC Quick Probe skill
openclaw install cnc-quick-probe
# Enable auto-routing in your agent configuration
openclaw config --set auto_route=true
Ensure that the UniSkill V4 master router is active to allow seamless transitions between the probe and the quote execution modules.
CNC Quick Probe Data Schema & Taxonomy
The skill manages a structured set of manufacturing parameters to reach convergence. Below is the metadata taxonomy used during collection:
| Attribute | Requirement | Default | Description |
|---|---|---|---|
| Material | Required | Aluminum 6061 | The primary raw material for production |
| Quantity | Required | 1 pcs | The number of units requested |
| Precision | Required | ±0.1mm | The tolerance level required for the part |
| Surface | Required | Natural | The type of finish or coating needed |
| Ra | Optional | Ra 3.2 | The specific surface roughness value |
CNC Quick Probe Advanced Features
- Intelligent auto-routing logic that identifies quoting intents with high precision.
- Dynamic convergence scoring to determine the optimal moment for system handoff.
- Pre-defined default values (e.g., Al 6061) to minimize friction for non-technical users.
- Multi-skill integration designed to work specifically with UniSkill V4 and specialized quoting engines in the Openclaw Skills library.
SKILL.md
Loading
Related Openclaw Skills
Dissent
A specialized skill for adversarial review that forces AI agents to uncover every possible flaw, risk, and failure mode in your work.
BP-Audit
A comprehensive audit engine for Business Plan systems designed to verify strategic alignment, structural integrity, and numerical consistency across organizational and individual targets.
Alibaba Cloud Hologres Instance Management
A specialized skill for Alibaba Cloud administrators to discover, list, and retrieve detailed configuration data for Hologres instances.
Media Search Tool
A professional media intelligence tool for AI agents to search, filter, and extract data from news platforms, social media, and industry archives.
Tutoring Video
An AI-powered video assistant that transforms educational expertise and student success stories into compelling enrollment scripts for tutors.
Pixel Art Processing
A comprehensive pixel art and sprite sheet processing pipeline for game developers and digital artists.
Featured*
