JOBSELECT LABS / PRODUCTS

One ecosystem for job intelligence.

Analyze job descriptions, extract technical skills, and integrate JobSelect into your own workflows.

Open Source · AI/NLP · Developer Tools

Open Job Analyzer Explore Developers

Job Seekers

Analyze job descriptions through the Web Job Analyzer.

Developers

Integrate JobAnalyze through the hosted API or Python CLI.

AI/Agent Developers

Connect JobAnalyze through MCP.

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.

Explore models →Read documentation Source code ↗

Product suite

Tools for understanding, analyzing, and integrating job intelligence.

WEB APP

Job Analyzer

Analyze a job description in the browser and explore detected skills, requirements, experience signals, and structured job insights.

Interactive analysis
Skill extraction
Role/type context
Visual results
Analysis history UI
Skill-gap presentation

Try Job Analyzer

AI MODEL

JobAnalyze 6k

A lightweight multi-label PyTorch skill classifier that predicts a fixed vocabulary of skills from a job description plus role and job type.

TF-IDF input features
PyTorch feed-forward network
Multi-label classification
48 labels in the documented v1 sample vocabulary
32-unit hidden layer
Sigmoid-ranked skill probabilities
Designed for fast, lightweight inference

Explore Model

PYTHON CLI

JobSelect CLI

A terminal interface for analyzing job descriptions using the hosted API, with local inference available as a fallback.

$ pip install jobselect

Interactive terminal workflow
Job Description / Role / Type prompts
API-first inference
Local fallback
Ranked top skills
Rich terminal presentation

View Developer Tools

DEVELOPER PLATFORM

API & MCP

Integrate JobAnalyze into applications, automation workflows, and AI-agent environments.

REST APIMCPPythonAI Agents

Read Developer Docs

How it fits together

                    JOBSELECT LABS
                          |
          +---------------+---------------+
          |               |               |
          v               v               v
     Web Analyzer     JobSelect CLI    Developer API
          |               |               |
          +---------------+---------------+
                          |
                          v
                    JobAnalyze 6k
                          |
                          v
                         MCP