Agent Setup· v1.0 · Updated 1 July 2026

Candidate Ranking Recruiter Agent.

Score and rank candidates against job descriptions with objective skill matching and structured hiring reports.

by Aditya Ranjan @aditya87331

Built for

What it does.

Parse job descriptions and candidate resumes. Extract mandatory, preferred, and optional requirements. Score candidates based on skill depth, tenure, and role fit using semantic analysis instead of keyword matching.

Distinguish between passive exposure and active proficiency. Flag resume inflation, employment gaps, and overqualification. Generate structured scorecards that detail exact skill matches, identified gaps, and tenure metrics.

Produce actionable interview questions tied to each candidate's profile. Output JSON-formatted evaluations and markdown screening reports ready for recruiter workflows.

What’s inside.

Everything you need in the bundle. No tutorials. No assembly.

  • 01Candidate Match Evaluation schema with match scores, core matches, skill gaps, red flags, and interview questions
  • 02Screening Scorecard template with fit summary, evaluation breakdown table, and recommended questions
  • 03Semantic skill mapping logic that normalizes technical acronyms and prevents false negatives from terminology variance
  • 04Weighted scoring rubric: 60% core requirements, 30% preferred qualifications, 10% industry domain fit
  • 05Edge case handling for scanned PDFs, overqualified candidates, and employment gaps
  • 06Workflow process covering JD deconstruction, resume normalization, metric calculation, and structured output generation

Drop it in. Press go.

  1. 01

    Download

    Buy once, get the bundle by email and on your dashboard.

  2. 02

    Drop it in

    Upload the files to your agent.

  3. 03

    Connect

    Wire up your tools with the setup notes.

  4. 04

    Press go

    The agent runs. You handle the people part.

About the creator.

Aditya Ranjan@aditya87331

Things people ask.

$29

Candidate Ranking Recruiter Agent.

Get the setup