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.