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Install in OpenClaw
/install hr-resume-evaluation
Description
Use when a recruiter wants to batch-evaluate resumes, run general resume quality checks, optionally match resumes to a JD and company background, and produce...
README (SKILL.md)
HR Resume Evaluation
Core Rule
Use this Skill only as a recruiter review aid. Never present scores as final hiring, rejection, elimination, or admission decisions.
Before Use
- Put resumes in a local input folder. Supported resume formats: Markdown, TXT, PDF, DOCX.
- Optionally prepare a JD file and company background file in Markdown or TXT.
- Set the API key environment variable configured in
config/model.yaml, defaultDEEPSEEK_API_KEY. - Read
references/scoring-rubric.md,references/role-family-taxonomy.md,references/compliance-policy.md, andreferences/output-schema.md.
Command
python scripts/evaluate_resumes.py `
--resumes input/resumes `
--jd input/jd.md `
--company input/company.md `
--output reports `
--config config/evaluation.yaml `
--model-config config/model.yaml
Omit --jd and --company for general resume quality review only.
Required Outputs
- One Markdown report per successfully evaluated resume.
- One batch summary Markdown report.
- One CSV summary file.
- Clear failure records for unreadable or invalid files.
Safety Rules
- Do not score protected or job-irrelevant traits.
- Do not infer missing resume facts.
- Do not perform background investigation.
- Do not automatically reject or approve candidates.
- Treat model output as advisory until reviewed by a human recruiter.
Usage Guidance
Install only if your organization permits sending resumes and recruiting materials to the configured model provider. Review config/model.yaml, confirm the endpoint and API key policy, disable raw JSON output if unnecessary, and avoid using the reports as automatic hiring or rejection decisions.
Capability Tags
Capability Assessment
Purpose & Capability
The stated purpose is recruiter-side resume review, and the scripts match that purpose by parsing resumes, asking a model to score them, and writing reports; the concern is that full resume, JD, and company text can be sent to the configured DeepSeek-compatible API, which is sensitive HR data handling.
Instruction Scope
The command is user-directed and scoped to provided input/output paths, but SKILL.md does not plainly tell users that candidate materials are transmitted to a third-party model endpoint or require approval before doing so.
Install Mechanism
No hidden installer, startup hook, package mutation, or automatic execution mechanism was found; dependencies are ordinary parsing, HTTP, YAML, templating, and test packages.
Credentials
Reading local resumes, using an API key, network access, and writing reports are proportionate to the feature, but the privacy controls are thin for likely PII and confidential recruiting documents.
Persistence & Privilege
The skill writes Markdown, CSV, and by default raw JSON evaluation outputs to the chosen reports directory; there is no evidence of background persistence, privilege escalation, or unrelated credential access.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install hr-resume-evaluation - After installation, invoke the skill by name or use
/hr-resume-evaluation - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of HR Resume Evaluation skill.
- Enables batch evaluation of resumes for recruiters, supporting Markdown, TXT, PDF, and DOCX formats.
- Optionally matches resumes to job description (JD) and company background to enhance review context.
- Produces evidence-backed evaluation reports in Markdown and summary results in CSV, with clear handling of failures.
- Strictly advisory: scores must not be used as final hiring or rejection decisions.
- Includes comprehensive safety and compliance guidelines to ensure ethical use.
Metadata
Frequently Asked Questions
What is Hr Resume Evaluation?
Use when a recruiter wants to batch-evaluate resumes, run general resume quality checks, optionally match resumes to a JD and company background, and produce... It is an AI Agent Skill for Claude Code / OpenClaw, with 34 downloads so far.
How do I install Hr Resume Evaluation?
Run "/install hr-resume-evaluation" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Hr Resume Evaluation free?
Yes, Hr Resume Evaluation is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Hr Resume Evaluation support?
Hr Resume Evaluation is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Hr Resume Evaluation?
It is built and maintained by CUPVC (@debtvc2022); the current version is v1.0.0.
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