Independent software · Open source

Build useful tools.Make complexity clearer.

Independent software projects by Gregory Borelli. Practical tools for structured data, automation, and a clearer way to work.

Explore Tabalyst Meet the creator
IN THE LAB / PROJECT 001OPEN SOURCE
Tabalyst

Tools for unfamiliar data.

Tabalyst ReportFROM STRUCTURE TO UNDERSTANDING
report.htmlFor people
report.jsonFor your tools
Simple. Clear. Smart.Meet the project ↘

PRACTICAL ENGINEERING. CLEAR INTENT. USEFUL OUTCOMES.

Inside Loribel Labs

01 / The idea

Software that serves
a real purpose.

Loribel Labs is the technical project identity of Gregory Borelli, a software engineer, educator, and entrepreneur.

It brings together hands-on development, experimentation, and a long-standing interest in turning structured information into useful applications.

01

Clarity

Make systems, data, and results easier to understand.

02

Practicality

Focus on real problems and useful outcomes.

03

Reuse

Build foundations that support different workflows and interfaces.

04

Openness

Favor transparent approaches, portable formats, and open source.

05

Human control

Use automation and AI to support understanding and decision-making.

02 / Featured project

A clearer picture of your data.

One active open-source project.
A practical place to start.

Tabalyst

Understand your data
before you build on it.

An open-source Python toolkit for unfamiliar structured data. Discover what a file contains, understand its patterns, and see what needs attention.

Tabalyst Report turns CSV, Excel, JSON, and JSONL files into an interactive HTML report and a structured JSON profile. Analysis runs on your machine.

OPEN SOURCE / MPL-2.0LOCAL-FIRSTPYTHON 3.11+IN BETA
Visit Tabalyst Documentation
TERMINAL / QUICK START

# 01 Install or update

pip install --upgrade tabalyst

# 02 Understand a file

tabalyst report data.csv

# Two views. One analysis.

data.htmlInteractive report
data.jsonStructured profile
executions.jsonRun history
YOUR FILES STAY ON YOUR MACHINE.

An open-source project by Loribel Labs, created by Gregory Borelli.

View the source
  • Report

    Profile a file with an HTML report and a JSON profile.

  • Scan

    Describe the fields of a dataset in structured JSON.

  • Inspect

    Find the table or collection that holds the records.

  • Sample

    Create a smaller, reproducible sample of a CSV file.

  • Generate

    Create synthetic CSV datasets for tests and demos.

  • Dedup

    Find exact duplicate rows in a CSV file.

On the roadmap: Tabalyst Explore and Tabalyst Online. Both are coming soon.

03 / The approach

From structure to understanding.
From understanding to action.

Across technologies and generations of software, the same engineering idea keeps coming back: organize information well, then build reliable ways to use it.

  1. 01 / STRUCTURE

    Organize the information.

    Define clear data structures and meaningful metadata. Give complexity a shape you can work with.

  2. 02 / UNDERSTAND

    Make the results readable.

    Turn machine-readable outputs into interfaces people can inspect, question, and understand.

  3. 03 / ACT

    Build on solid foundations.

    Reuse common components, automate repetitive steps, and integrate AI thoughtfully into useful workflows.

The technology matters. So does what people can understand and accomplish with it.

Keep the human in control.
A name with roots in building software.

04 / The story

A technical identity
with a history.

Loribel is an anagram of Borelli. The name goes back to Gregory's earlier software and Web projects, including work with Java, XML, structured data, reusable frameworks, and generated Web experiences.

It reflects a long-running interest in software architecture, experimentation, automation, and the craft of building things that last.

Today, Loribel Labs gives that history a clear home for new technical projects, starting with Tabalyst.

05 / Behind Loribel

Gregory Borelli

Software engineer · Educator · Entrepreneur

30+years in software and technology

Gregory has worked in software development, architecture, and technical leadership. Alongside that engineering background, he teaches technology and applied AI, supports entrepreneurs and professionals, and continues to build his own software products.

Loribel Labs represents the hands-on engineering side of that work: designing useful systems, testing ideas, and turning technical experience into practical tools.

About Gregory Connect on LinkedIn
Gregory's past projects and collaborations include
  • Coveo
  • TELUS
  • CGI
  • ABB
  • La Capitale

Explore what's being built

Start with Tabalyst.

Discover the project, open a real report, or explore the technical documentation. Useful software starts with a clearer picture.

Discover Tabalyst Open a real report