v0.12.0 · Job Analyzer · Trained on real Job Descriptions

JobSelect : AI Job Analysis, Skill Extraction & Developer Tools

JobSelect is the AI job analysis platform from JobSelect Labs. Explore JobAnalyze 6k for structured job description analysis, candidate fit scoring, and skill extraction through the Web Analyzer, HTTP API, MCP, or the JobSelect CLI.

~ / your-project
cmd
$ pip install jobselect
Successfully installed jobselect
$ jobselect
// news

Latest from JobSelect Labs

The toolkit

01 / model

JobAnalyze 6k

A specialist TF-IDF NLP, MLP fine-tuned on structured labor data. Extracts top skills in a single pass.

02 / api

Hosted inference

Low-latency HTTP endpoint. Bring your own auth, stream JSON responses.

03 / cli

JobSelect

A API-first CLI. Point it at a Job Description and get analyzed output back in your terminal - no dashboard required.

04 / mcp

MCP Server

Drop the MCP config into any compatible client and call JobAnalyze 6k as a tool. No custom code required.

New modelSBERT · Semantic embeddings

Meet JobAnalyze SBERT

A sentence-transformer-based model path for job-description skill analysis. SBERT converts job text into semantic embeddings before classification, complementing the existing TF-IDF-based JobAnalyze 6k model with a representation designed to capture contextual meaning beyond exact keyword overlap.

Representation

Sentence embeddings

Semantic context from job-description text.

Pipeline

Embeddings + classifier

A separate model path alongside the TF-IDF baseline.

Best for exploring

Context-aware matching

Compare semantic signals with keyword-based predictions.

Model outputs depend on the trained artifacts and thresholds; semantic embeddings do not guarantee higher accuracy for every job description. Check the model documentation for evaluation details and current availability.

// mcp

Connect via MCP

Drop this into your MCP client config to call JobAnalyze 6k as a tool.

mcp.jsonread-only
{
  "mcpServers": {
    "jobanalyze": {
      "type": "http",
      "url": "https://job-description-analysis.onrender.com/mcp",
      "headers": {
        "JobAnalyze_6k_Key": "ja6k_yourkey"
      }
    }
  }
}

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