← Back to Skills Marketplace
1kalin

AfrexAI Hiring Scorecard

by 1kalin · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
724
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install afrexai-hiring-scorecard
Description
Objectively score and compare job candidates using customizable weighted criteria to support data-driven hiring decisions.
README (SKILL.md)

Hiring Scorecard Skill

Score and compare job candidates objectively using weighted criteria. Eliminates gut-feel hiring decisions.

Usage

Tell your agent: "Score this candidate for [role]" or "Compare these 3 candidates for the backend engineer role."

How It Works

  1. Define the role — provide job title and key requirements
  2. Set criteria — the agent uses 6 default dimensions (or you customize):
    • Technical skills (weight: 25%)
    • Relevant experience (weight: 20%)
    • Culture fit (weight: 15%)
    • Communication (weight: 15%)
    • Problem solving (weight: 15%)
    • Growth potential (weight: 10%)
  3. Score candidates — 1-5 scale per criterion after interview/review
  4. Get weighted totals — ranked comparison with hire/no-hire recommendation

Commands

  • score candidate [name] for [role] — start a new scorecard
  • add criterion [name] weight [%] — customize scoring dimensions
  • compare candidates — side-by-side ranked comparison
  • hiring summary — executive summary with recommendation

Scorecard Template

# Candidate Scorecard: [Name]
**Role:** [Title]
**Date:** [Date]
**Interviewer:** [Name]

| Criterion | Weight | Score (1-5) | Weighted |
|-----------|--------|-------------|----------|
| Technical Skills | 25% | _ | _ |
| Relevant Experience | 20% | _ | _ |
| Culture Fit | 15% | _ | _ |
| Communication | 15% | _ | _ |
| Problem Solving | 15% | _ | _ |
| Growth Potential | 10% | _ | _ |
| **TOTAL** | **100%** | | **_/5.0** |

### Notes
- Strengths:
- Concerns:
- Recommendation: HIRE / NO HIRE / MAYBE

### Scoring Guide
5 = Exceptional — top 5% of candidates seen
4 = Strong — clearly above average
3 = Meets bar — would do the job well
2 = Below bar — notable gaps
1 = Not a fit — significant concerns

Tips

  • Score immediately after each interview while impressions are fresh
  • Have multiple interviewers score independently, then compare
  • Adjust weights per role (e.g., bump Technical to 40% for senior eng)
  • Track scores over time to calibrate your hiring bar

More Business Tools

Get industry-specific AI agent context packs at AfrexAI — pre-built configurations for recruitment, sales, operations, and more. Drop-in and go.

Usage Guidance
This skill appears safe and coherent for producing hiring scorecards. Before installing, consider: (1) privacy — the scorecards will contain candidate PII and interview notes, so avoid pasting highly sensitive data if you don't want it stored or transmitted; (2) bias/process — use multiple independent raters and periodically calibrate weights to avoid systematic bias; (3) external links — README points to AfrexAI pages (marketing/context packs); do not submit candidate data to external sites without consent; (4) autonomy — the skill can be invoked by agents by default, so control when/where your agent is allowed to run it. If you need assurance about data retention or telemetry, ask the skill author for details on where (if anywhere) submitted data is sent or stored.
Capability Analysis
Type: OpenClaw Skill Name: afrexai-hiring-scorecard Version: 1.0.0 The skill bundle appears benign. The `_meta.json` contains standard metadata. Both `SKILL.md` and `README.md` provide instructions for the AI agent on how to process candidate scoring requests and describe the skill's functionality. There are no indications of prompt injection attempts designed to subvert the agent's behavior, nor any malicious commands, data exfiltration, or persistence mechanisms. The external links to `afrexai-cto.github.io` are purely promotional and informational, not used for execution or data transfer within the skill.
Capability Assessment
Purpose & Capability
Name/README/SKILL.md all describe a hiring scorecard/template tool. There are no unexpected required env vars, binaries, or config paths — the declared requirements match the stated purpose.
Instruction Scope
SKILL.md only provides templates, commands to produce and compare scorecards, and tips for use. It does not instruct the agent to read system files, access credentials, or transmit data to third-party endpoints (aside from optional links in the README).
Install Mechanism
This is an instruction-only skill with no install spec and no code files. Nothing is written to disk or downloaded during install, so install risk is minimal.
Credentials
No environment variables, credentials, or config paths are required. The lack of secret requests is proportionate to the skill's simple scoring purpose.
Persistence & Privilege
Skill is not always-enabled and uses the platform default for autonomous invocation. It does not request persistent system privileges or modify other skills' configurations.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install afrexai-hiring-scorecard
  3. After installation, invoke the skill by name or use /afrexai-hiring-scorecard
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release for objective candidate assessment and comparison. - Scores job candidates using weighted criteria across 6 default hiring dimensions. - Allows customization of scorecard weights and criteria per role. - Supports candidate scoring, ranked comparison, and executive hiring summaries. - Provides clear commands for scorecard use and candidate comparison. - Includes a markdown template and scoring guide for consistent evaluations.
Metadata
Slug afrexai-hiring-scorecard
Version 1.0.0
License
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is AfrexAI Hiring Scorecard?

Objectively score and compare job candidates using customizable weighted criteria to support data-driven hiring decisions. It is an AI Agent Skill for Claude Code / OpenClaw, with 724 downloads so far.

How do I install AfrexAI Hiring Scorecard?

Run "/install afrexai-hiring-scorecard" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AfrexAI Hiring Scorecard free?

Yes, AfrexAI Hiring Scorecard is completely free (open-source). You can download, install and use it at no cost.

Which platforms does AfrexAI Hiring Scorecard support?

AfrexAI Hiring Scorecard is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AfrexAI Hiring Scorecard?

It is built and maintained by 1kalin (@1kalin); the current version is v1.0.0.

💬 Comments