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

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.

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
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
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
DEVELOPER PLATFORM

API & MCP

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

REST APIMCPPythonAI Agents

How it fits together

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

Choose your workflow

I want to analyze a job

Paste a job description and explore the detected skills and requirements.

I want to use JobSelect in Python

Install the CLI and run job-description skill analysis from your terminal.

I want to integrate JobAnalyze

Connect the hosted API or MCP server to your own applications and AI workflows.

Built openly. Designed to be extended.

JobSelect Labs is an open-source venture focused on practical job-description analysis and lightweight NLP tooling.

BUILT WITHPythonPyTorchscikit-learnNumPyPandasFastAPITF-IDFMCP

Start with a job description. Build from there.