A production-grade AI agent skill designed for high-precision resume screening, risk detection, and structured data extraction.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install resume-risk-screen
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 resume-risk-screen 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 Resume Risk Screen PRO?
Resume Risk Screen PRO is a sophisticated tool built for the Openclaw Skills ecosystem to streamline the recruitment pipeline. It functions as a security-conscious screening agent that analyzes candidate resumes for logical inconsistencies, career gaps, and inflated achievements. Unlike basic parsers, this skill implements a rigorous safety sandbox to prevent prompt injection attacks from untrusted external documents, ensuring your automated workflows remain secure and reliable.
By leveraging this skill within Openclaw Skills, organizations can transform unstructured resume text into verifiable, high-quality data. It categorizes candidates into technical profiles and assigns a granular risk rating, allowing HR teams to focus their energy on high-potential, low-risk talent while maintaining a standardized evaluation process across the entire hiring funnel.
Resume Risk Screen PRO Use Cases
- High-volume automated labeling and tagging for recruitment agencies handling thousands of applicants.
- Identifying hidden career gaps or overlapping full-time roles that suggest potential background issues.
- Detecting unrealistic career progressions and title jumps that don't match years of experience.
- Extracting structured data for seamless integration into enterprise Applicant Tracking Systems (ATS).
How Resume Risk Screen PRO Works
- The skill initiates a security audit to detect prompt injection attempts or non-resume content within the input text.
- It performs a timeline validation to identify gaps exceeding three months or overlapping full-time employment periods.
- The agent conducts a role-matching analysis, comparing job titles against total years of experience and technical complexity.
- It evaluates business impact claims, flagging vague metrics that lack clear baselines or attribution logic.
- The skill produces a dual-layer output consisting of a Markdown summary for human recruiters and a strict JSON block for automated processing.
Resume Risk Screen PRO Setup
To integrate this skill into your environment, ensure you are using the Openclaw Skills framework. Use the following CLI command to install the skill module:
openclaw install resume_risk_screen
Once installed, configure your agent to pass resume text as input. The skill requires an LLM capable of maintaining strict JSON formatting for the data exchange layer.
Resume Risk Screen PRO Data Schema & Taxonomy
The skill produces a structured data exchange contract to ensure machine interoperability. The schema details are as follows:
| Property | Description | Data Type |
|---|---|---|
| safety_check | Indicates if the input passed anti-injection protocols (PASS/BLOCKED) | String |
| candidate_name | The extracted name of the applicant | String/Null |
| risk_level | Categorized risk rating from Low to High | Enum |
| primary_role | Identified professional archetype (e.g., Backend, Architect) | Enum |
| flags | List of specific logic or timeline risks detected | Array of Objects |
| background_check_focus | Recommended areas for human verification | Array of Strings |
Resume Risk Screen PRO Advanced Features
- Advanced Prompt Injection Protection: Automatically terminates processing if instructions like "Ignore all previous instructions" are detected in the resume text.
- Logical Evidence Tracking: Every flagged risk includes a direct quote from the source text as evidence for HR review.
- Automated Interview Question Generation: Generates targeted "killer questions" based on specific technical ambiguities found in the resume.
- Multi-Layered Output Architecture: Separates human-readable summaries from machine-consumable data to support both manual and automated workflows.
SKILL.md
Loading
Related Openclaw Skills
City Walker
City Walker is an intelligent urban exploration assistant that creates curated, walking-friendly routes to discover hidden city gems.
OpenClaw SEO Content Writer
A professional-grade SEO content pipeline for AI agents that automates drafting, technical QA, deployment, and Google Search Console indexing.
Codex CLI Executive Integration
An essential skill for executing programmatic, non-interactive coding tasks using the Codex CLI within an agentic framework.
Study Limitations Drafter
A specialized academic writing assistant for drafting professionally worded study limitations and mitigation strategies with high structural integrity.
Mushroom Mushroom Virtual Pet
A real-time virtual pet simulation for AI agents where you raise evolving mushrooms with permanent consequences and 73+ species variants.
Yiming Weibo Daily
An automated delivery system that sends curated Zhang Yiming Weibo quotes and exercises to your Feishu private chat every hour.
Featured*
