Best OpenClaw Skills for HR & Recruiting: Hiring, Interviews, Resume Optimization & Onboarding
Hiring is one of those workflows that resists automation in theory but desperately needs it in practice. The average recruiter spends 23 hours screening resumes per role, and interview preparation is inconsistent across candidates. OpenClaw has built up a substantial ecosystem for this problem, covering both sides of the hiring table — recruiters managing pipelines, and candidates preparing applications. There are currently skills across five stages of the HR workflow.
Note: Install and download figures in text descriptions reflect stats at the time of writing and may be outdated. All skill tables are live — they fetch current data from the ClawHub database on every page load. Treat table values as authoritative.
By the Numbers
| Metric | Value |
|---|---|
| Skills in this guide | 40 |
| Workflow stages covered | 5 |
| Top skill by installs | job-search-mcp ( installs) |
| Top skill by downloads | zoho-recruit ( downloads) |
| Recruiter-facing skills | ~20 |
| Candidate-facing skills | ~20 |
1. Full-Cycle Recruiting & ATS Integration
These skills connect to ATS/CRM platforms or implement end-to-end recruiting workflows. zoho-recruit (4 installs, 11,604 downloads) is the clear leader — it provides managed OAuth for the Zoho Recruit API, covering the full pipeline from job posting to offer management. afrexai-recruiting-engine is the most comprehensive standalone agent: it sources candidates, screens resumes, scores against job criteria, and stages them for interviews. moltoffer-recruiter integrates with the MoltOffer platform for automated job posting and candidate reply management.
2. Candidate Evaluation & Scoring
Evaluation skills do the work of comparative candidate assessment — scoring resumes against job criteria, designing structured interview rubrics, and producing objective comparison reports. afrexai-hiring-scorecard generates customizable scorecards for consistent candidate comparison. interview-designer analyzes resumes and creates interview strategies based on the gap between a candidate's background and the role requirements. resume-screener-pro implements a four-stage screening process that integrates Topgrading methodology.
3. Resume Optimization
Resume skills split cleanly between builder tools (start from scratch or template) and optimizer tools (improve an existing resume for ATS compatibility). resume-optimizer (10 installs, 2,500 downloads) is the most-installed, producing ATS-optimized PDFs with keyword analysis. resume-cog takes a different angle — it focuses on the "7 seconds a recruiter spends" problem, coaching users to front-load impact and quantify achievements before worrying about formatting. resume-optimizer-uk is a localized variant for the UK job market with region-specific formatting conventions.
4. Interview Preparation (Candidate Side)
Interview prep skills serve job seekers rather than recruiters. interview-simulator (2 installs, 1,427 downloads) runs mock interviews for any role with dynamic follow-up questions and feedback. ai-interview-simulator-candaigo connects to a group interview simulation platform for practice with AI-generated peer candidates. job-search-mcp (15 installs) is the most practically useful here — it searches across LinkedIn, Indeed, Glassdoor, and ZipRecruiter simultaneously, making multi-platform job search manageable.
5. Onboarding, Payroll & Workforce Planning
Post-hire HR is a smaller but growing category. adp-workforce and rippling-hr connect to enterprise HR platforms for payroll, employee records, and onboarding workflows. afrexai-employee-onboarding generates comprehensive 90-day onboarding plans with checklists. afrexai-workforce-planning creates demand-forecasting models for headcount planning. hr-toolkit is the Chinese-market equivalent — a general HR workflow assistant covering recruiting, onboarding, and offboarding processes.
Recommended Combinations
| Your situation | Recommended stack |
|---|---|
| Running a full recruiting process from scratch | afrexai-recruiting-engine + afrexai-hiring-scorecard |
| Already using Zoho Recruit / Recruitly | zoho-recruit or recruitly-mcp + interview-designer |
| Job seeker — resume + interview prep combo | resume-optimizer + interview-simulator |
| Multi-platform job search | job-search-mcp + resume-and-cover-letter |
| Enterprise HR (payroll + onboarding) | adp-workforce or rippling-hr + afrexai-employee-onboarding |
A Few Observations
The category serves two completely different users. Recruiter-facing skills (ATS integrations, scoring, sourcing) and candidate-facing skills (resume builders, interview simulators) coexist in the same category but rarely overlap. When choosing a skill, the first question is: which side of the table are you on?
Download volumes exceed install volumes dramatically. zoho-recruit has 11,604 downloads but only 4 installs. This pattern suggests that HR skills are frequently trialed and consulted rather than permanently installed — people use them to handle a specific hiring round, then uninstall. It's a seasonal-use category.
ATS keyword optimization is the dominant theme in resume skills. Nearly every resume skill mentions ATS compatibility — scanning for job description keywords, formatting for ATS parsers, avoiding tables and graphics. This reflects the reality that most large employers run resumes through automated screening before a human sees them.
The MoltOffer platform has a two-sided ecosystem. Both moltoffer-recruiter and moltoffer-candidate appear in this guide — they're designed to work together on a job matching platform where AI agents represent both sides of the hiring relationship. This is a novel direction that the major job boards haven't attempted.
Workforce planning is nearly empty. Only afrexai-workforce-planning addresses demand forecasting and headcount modeling. For most organizations, this is a major Excel/BI workflow — there's significant space for skill development here.
Data source: ClawHub platform install and download counts as of April 10, 2026. Visit clawhub-skills.com to search for more skills.