System Online

STOP
DEBUGGING
ALONE.

Let GPT-5 analyze your entire project context.
The ultimate Python GUI that automates context extraction, connects to LLMs, and executes code in a Secure Sandbox.

dmc_agent — zsh — 80x24
~/project dmc analyze --deep
[INFO] Initializing Context Engine...
[INFO] Scanning directory structure...
[WARN] Found 3 architectural debts in /auth/jwt_handler.py
[INFO] Building dependency graph (142 nodes)...
[INFO] Context size: 450kb. Optimization required.
[SUCCESS] Context compressed (Smart Filter active).

~/project dmc fix --auto
Agent Status
GENERATING CODE
Python 3.12 Docker Bash AWS SDK PostgreSQL PyQt6 Git Nginx Python 3.12 Docker Bash AWS SDK PostgreSQL PyQt6 Git Nginx

System Uplink

Watch The Agent Work.

REC
SESSION_ID: 0xFF_9A

System Alert

THE PRODUCTIVITY
LIE IS REAL.

We're told to build. We're actually stuck fixing. 80/20 is a trap.
Manual context switching is a drain on your cognitive resources.

The Codebase Maze

Understanding legacy code feels like an archaeological dig in a restricted zone.

The Debug Loop

Copy code. Paste to Chatbot. Copy solution. Paste to IDE. Fail. Repeat.

Workflow Efficiency Comparison

Legacy Workflow
Inefficient
GitHub Copilot
Snippet-based
ChatGPT Web
Manual Context
DMC Agent
Autonomous
Human
Copilot
DMC

Core Modules

Engineered for Control.

01 / EXTRACTION

Context Extractor

Recursively scans your folder structure. Builds a semantic map of your project. Ignores `.git`, `node_modules` and binary files automatically.

> structure_scan.py
> filtering_logic.py
02 / REASONING

The "Brain"

A lightweight LLM (GPT-4o-mini) acts as a pre-filter. It selects only the relevant files for the query to minimize token usage and latency.

> smart_filter.py
> token_optimizer.py
03 / EXECUTION

Sandbox Runtime

Isolated Python subprocess. Captures stdout/stderr in real-time. If an error occurs, the output is fed back into the Brain for auto-correction.

> sandbox_worker.py
> safety_layer.py

Operational Scenarios

Deploy DMC in
Hostile Environments.

Legacy Refactoring

Throw DMC at a 5-year-old codebase. It maps dependencies and proposes a modernization strategy without breaking the build.

Test Suite Generation

Don't write boilerplate tests. DMC reads your function signatures and generates comprehensive unit tests (PyTest/Jest) automatically.

Self-Documentation

Turn spaghetti code into clear Markdown documentation. DMC understands the "why" behind the code, not just the "how".

Live Agent Log
10:42:01 [SCAN] Indexing /src/legacy/auth.py
10:42:02 [WARN] Deprecated hashing method detected (MD5).
10:42:02 [PLAN] Generating migration strategy to Argon2...
10:42:05 [EXEC] Patch applied. Running regression tests...
10:42:09 [PASS] 42/42 Tests passed.

Under The Hood

Neural-Symbolic Architecture

We don't just "guess". We extract, reason, and verify using a multi-agent system.

AST Parsing

Extracts symbols, classes, and imports locally.

Dependency Graph

Maps relationship between modules.

The Brain

LLM Reasoning

GPT-4/5 plans the refactor strategy.

Sandbox Exec

Runs code in isolated sub-process.

Technical Specifications

Built for performance and reliability.

SYS_CHECK: OK
GUI Framework
PyQt6 (Qt 6.4)
LLM Backbone
OpenAI GPT-4o
Syntax Highlight
Pygments 2.15+
Encryption
AES-256 (Local)
Markdown
Python-Markdown
Async I/O
QThread / Asyncio
OS Support
Win / Mac / Linux
License
MIT Open Source
Encryption Active

Enterprise Grade

Zero-Trust Environment.

Your proprietary code is your most valuable asset. DMC employs a "Least Privilege" strategy.

  • Local-First Analysis

    Your full codebase is indexed locally. Only necessary context snippets are sent.

  • Sandboxed Execution

    Generated code runs in a restricted subprocess with no network access.

JOIN THE HIVEMIND.

Connect with elite engineers building the next generation of autonomous coding agents.

Deployment Schedule

The Future is Deterministic.

CURRENT VER: v1.0.4

Stable Core Release

Full Python support, Sandbox isolation, GPT-4o integration.

Q2 2025

Multi-Language Support

Expansion to TypeScript, Rust, and Go context extraction.

Q4 2025

Swarm Intelligence

Collaborative agents working on different parts of the repo simultaneously.

Invest in Velocity

Select Your Protocol.

Hacker
$0
Open Source / Free Forever
  • Basic Context Extraction
  • Manual API Key (BYOK)
Download
Recommended
Pro Agent
$19/mo
For serious engineers
  • Smart Context Filter
  • GPT-5 Access Included
  • Priority Execution Queue
Start Free Trial
Team
Custom
For organizations
  • Shared Context Memory
  • SSO / SAML
Contact Sales