ai-recruiter

Analyze job descriptions to generate candidate profiles and outreach templates.

Updated Mar 24, 2026
One-click install
npx skills add https://github.com/ma-wais/Quality-Management-System --skill ai-recruiter-ma-wais
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-recruiter
Source: https://github.com/ma-wais/Quality-Management-System/tree/main/.local/secondary_skills/ai-recruiter
Command: npx skills add https://github.com/ma-wais/Quality-Management-System --skill ai-recruiter-ma-wais

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Source and evaluate candidates for open roles by analyzing job descriptions, building search strategies, identifying candidate profiles, and drafting outreach templates.

Core Features & Use Cases

  • Analyze job descriptions and requirements to derive candidate profiles and evaluation criteria.
  • Build deterministic Boolean search strings and multi-channel outreach templates.
  • Generate candidate profiles with rationale and concrete next steps for activation.

Quick Start

Describe the role and company to generate a sourcing plan, candidate profiles, and outreach messages.

Frequently Asked Questions about ai-recruiter

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a candidate sourcing strategy from a job description?▼

Boolean search strings for talent acquisition are deterministic queries built from job description requirements. They combine specific keywords, titles, and operators to identify high-potential candidate profiles across sourcing channels like LinkedIn.

What's the best way to generate LinkedIn outreach messages for recruiting?▼

The best way to generate LinkedIn outreach messages is applying role-specific templates derived from candidate profiles. This ensures repeatable, policy-compliant communication tailored to the screening criteria and sourcing requirements of the open role.

How does candidate evaluation work during the talent acquisition process?▼

Candidate evaluation works by applying screening criteria extracted from job descriptions to identify high-potential candidates. It generates candidate profiles with rationale, ensuring repeatable workflows that match role-specific sourcing requirements.

Can I use this approach to build a multi-channel sourcing pipeline?▼

Yes, you can build a multi-channel sourcing pipeline by generating outreach templates across various platforms. The workflow clarifies role details and screening criteria to ensure a repeatable, policy-compliant pipeline of sourced candidates.

Do I need a structured job description to source high-potential candidates?▼

Yes, a structured job description is required to source high-potential candidates. Analyzing the role details and sourcing requirements is necessary to derive evaluation criteria, build Boolean search strings, and draft effective outreach templates.