Projects
AEGIS
A curated, coherent Claude Code environment: an orchestrator system prompt plus specialized subagents, skills, hooks, slash commands, MCP servers, and a quality-enforcement toolchain — all tuned to work together as one system with mandatory validation gates. Installable via Claude Code Toolbox, backed by MCP Context Server, with a zero-tolerance stance on quality regressions.
MCP Context Server
A high-performance Model Context Protocol server that gives LLM agents a durable, searchable memory layer beyond the context window. Thread-scoped storage over SQLite or PostgreSQL, with semantic, full-text, and hybrid search, cross-encoder reranking, pluggable embedding and summary providers, metadata filtering, and batch operations — all behind a standard MCP interface.
Claude Code Toolbox
A cross-platform installer and declarative environment-configuration framework for Claude Code. One YAML file captures all agents, MCP servers, slash commands, hooks, skills, rules, system prompts, and settings; one command installs everything on Windows, macOS, or Linux — portable, reproducible, centrally updatable.
AIR API — AI Retrieval API
An AI-driven retrieval platform that serves grounded answers from corporate knowledge sources (Help Centre + cTrader Admin Guide) to any AI assistant, support automation, or team workflow inside Spotware — through a REST API and a standards-compliant MCP server, with automatic twice-daily content refresh.
AILA — AI Localisation Assistant
An AI-powered localization system built at Spotware that combines approved terminology and translation memory with strong AI models to deliver fast, high-quality, on-brand translations at scale, dramatically improving time-to-market for localization across regions.
YouTrack MCP Server
A production MCP server built at Spotware that gives AI assistants deep, agent-optimized access to YouTrack — issues, links, projects, custom fields, and Knowledge Base articles — with bulk fetch, attachment access, Deep Research / Company Knowledge compatibility, and richer filters than the official integration.
st-copy — Streamlit Copy-to-Clipboard Button Component
A tiny, theme-aware Streamlit component that adds a one-click copy-to-clipboard button to any Streamlit app. Distributed as the st-copy PyPI package; used in AI chat UIs and prompt-output surfaces where a clean, accessible copy button was missing from the Streamlit toolbox.
Agile Coach Pro
A ChatGPT Custom GPT that answers Agile, Scrum, Kanban, SAFe, LeSS, and XP questions on demand — grounded in verified, always-current learning sources curated by Agile Uni.
Single Platform for Retailers and Buyers
An envisioned e-commerce solution utilizing AI to personalize shopping experiences, minimize returns due to size and fit issues, and enhance decision-making for consumers. This concept aims to unify retailers and consumers on a single platform, creating a seamless and intuitive shopping journey.
Motion Bus Card Balance and Status Checks Telegram Bot
A Telegram bot designed to provide real-time balance and status checks for the Motion Bus Card, used for public transportation in Cyprus.
Machine Learning Prep and Train Toolkit
The ML Prep and Train Toolkit is an integrated suite of Python scripts that automates the data analysis, preprocessing, and training phases for binary classification models. It simplifies and accelerates the machine learning pipeline for data scientists and ML engineers.
Terraform Cloudflare Zone Module
This project encapsulates a Terraform module facilitating the efficient creation and management of Cloudflare zone resources, reducing the complexity of Cloudflare configurations. It is designed for DevOps engineers looking to streamline their workflow when working with Cloudflare within their infrastructure as code practices.