mogrov_protocol //

Fixing the
developer experience.

We aren't building for the boardroom. We're building for the terminal. Mogrov ships offline-first, open-source tools that kill the daily friction developers actually face.

dev_env: ready
# Eliminating manual execution tracing...
# Generating logic narratives in real-time...
Done. Stop guessing, start knowing.
2
Tools shipped
14+
Yrs engineering
100%
Open source
Offline
First, always

// what_we_build

Tools that remove the friction.

Every Mogrov tool is local-first, open-source, and designed to disappear into your workflow.

Runtime narratives

Turn raw tracebacks into human-readable, stage-by-stage stories of what your code actually did.

Sprint automation

Go from a plain problem statement to a fully planned sprint — without leaving your editor.

Real-time sync

Commits flow to Azure DevOps, GitLab and GitHub in real time. Your board stays honest automatically.

Local-first & private

Everything runs on your machine. No accounts, no telemetry, no data leaving your laptop.

Terminal & chat control

Drive your workflow from the CLI — or fully from Telegram when you're away from the keyboard.

AI-augmented

LLM-powered failure analysis and agentic planning — supporting GPT-4, Claude, and local Ollama models.

// how_we_work

Bottom-up, every time.

01

Spot the friction

We start from the annoyances real developers hit when the deadline is close and the lights are low.

02

Build the fix

Offline-first and open-source from line one. No SaaS lock-in, no compromise on privacy.

03

Ship to the terminal

Released where developers live — `pip install`, a CLI, a repo. No browser required.

04

Listen & iterate

Your issues become our roadmap. The fix gets built in the open, together.

// the_project_lab

Shipped & in your hands.

Open-source, offline-first solutions built to kill friction.

runtime-narrative

Python · PyPI

Live

Models application execution as human-readable stories — replacing raw tracebacks with structured, stage-by-stage failure reports. Ships FastAPI middleware, JSON streaming, and LLM-powered failure analysis.

FastAPI JSON streaming LLM analysis
Install via pip

DevTrack

Offline-first OSS

Live

A local-first developer automation platform. Turns a problem statement into a fully planned sprint, syncs commits to Azure DevOps / GitLab / GitHub in real time, and gives you full control via Telegram.

Azure DevOps GitLab Telegram
Visit devtrack.cloud

// the_mission

Building from the bottom up.

The core mission

Mogrov exists because software development has become unnecessarily complex. We aren't here to pitch executives — we build the tools developers reach for when the deadline is close and the lights are low.

Origin: the Kolmogorov homage

The name Mogrov derives from mathematician Andrey Kolmogorov. His work on Algorithmic Information Theory and Kolmogorov Complexity underpins how we think about compression and meaning in modern AI systems — the same instinct that drives us to strip noise from the developer's day.

The driving principle

Whether it's unreadable traces or broken pipelines, our goal is to eliminate the noise so you can focus on the signal.

Our DNA

  • Terminal first
  • Friction focused
  • Offline-first & OSS
  • Privacy by default
Meet the founder

// expedition_log

The road here.

2025 — Present

Mogrov & agentic dev-tools

Founded Mogrov; shipping DevTrack and runtime-narrative. Leading GenAI engineering for S&P Global at EPAM — agentic architectures, MCP/A2A, RAG.

2023 — 2025

Leading data science

NL-to-SQL engines, multi-LLM orchestration, and 500GB/day ETL at scale across LatentBridge, Daaslabs and Exalogic (Dubai).

2021 — 2023

MLOps at scale

Orchestrated KServe/Kubeflow MLOps at Syngenta. Completed an M.Sc. in Business Analytics at BITS Pilani.

2011 — 2021

Foundations

A decade of engineering across KPIT, MResult and IBM — the groundwork for everything Mogrov builds today.

// get_in_touch

Have a dev problem to solve?

Tell us the friction you're facing. Let's build the fix together.