SpeakingAI – Interactive AI Avatar with Voice Output
Type: Software Status: POC Tech Stack: Python, OpenAI Assistants API, Pyglet, PyAudio, SpeechRecognition, tkinter Problem Statement AI assistants communicate almost exclusively via text. For exhibitions, events, and interactive installations, a visual presence is missing — a ‘face’ that reacts to questions and shows human-like animations. Existing avatar solutions require elaborate 3D engines, professional motion capture, […]
Screener – Multi-Screen Show Runner
Type: Software Status: Beta Tech Stack: Python, PyQt/Qt, mpv, PyYAML, psutil (optional) Problem Statement Exhibitions, events, and storefronts frequently need multiple screens with rotating, synchronized content. Existing digital signage solutions are either cloud-based, expensive, or lack support for custom Python applications as content sources. Simultaneously controlling different media types (videos, images, webcam, generative art) across […]
kAI zero Player
Type: Software Status: Beta Tech Stack: Python, python-vlc, pygame (Joystick), tkinter Problem Statement Art installations and exhibitions often need a dedicated, robust video player that works on retro hardware (CRT TVs) with unconventional input devices (joysticks). Standard media players are oversized for these scenarios, offer no joystick control, and no CRT-optimized interface. A minimalist, exhibition-ready […]
SpotifyMCP – Spotify Control for Claude
Type: Software Status: Beta Tech Stack: Python, FastMCP, httpx, Pydantic, Spotify Web API (OAuth 2.0/PKCE) Problem Statement AI assistants can talk about music but cannot directly interact with music services. There is no standardized interface (MCP) that allows an LLM to control Spotify — search songs, create playlists, or control playback. The integration requires OAuth […]
DiffDirs – Recursive Directory Comparison
Type: Software Status: V.1.0 Tech Stack: Python, PyYAML, difflib, hashlib Problem Statement Many legacy projects, especially in government agencies and enterprises, do not use version control systems (Git). When code needs to be synchronized between development and production environments, a simple tool for comparing two directory structures is missing. Existing diff tools usually work at […]
OUTPOST Tactical – Offline AI Field Intelligence
Type: Software Status: POC Tech Stack: Python, React, Ollama, Leaflet/MapLibre, SQLite, FastAPI, PWA, Docker Problem Statement In crisis, disaster, and field deployment scenarios, internet connectivity is frequently unavailable. Existing AI assistants, map services, and knowledge databases are entirely cloud-dependent and therefore useless in offline operation. An integrated, offline-capable platform combining AI support, map material, medical […]
Transcript – Audio Transcription App with Speaker Diarization
Type: Software Status: POC Tech Stack: Python, FastAPI, SQLAlchemy (async), Celery 5, Redis 7, PostgreSQL 16, faster-whisper/WhisperX/OpenAI Whisper, PyTorch (CUDA 12.6), React 18, Vite, TypeScript, Docker Problem Statement Transcription of meetings, interviews, and conferences requires not only speech-to-text but also speaker recognition (who said what?). Cloud-based services are expensive and problematic from a data privacy […]
MD2Word – Markdown to Word Converter
Type: Software Status: V.1.0 Tech Stack: Python, markdown-it-py, python-docx, tkinter, PyInstaller, Docker, mmdc/PlantUML/Graphviz (optional) Problem Statement AI assistants and developer tools primarily generate documentation in Markdown. In many organizations — especially in the public sector and enterprises — Word (.docx) is the standard format. Existing converters lose formatting or cannot process embedded diagrams (Mermaid, PlantUML, […]
Anonymizer
Type: Software Status: Alpha Tech Stack: Python, spaCy (NER), Faker, cryptography (Fernet/PBKDF2), Click, pathspec, chardet, tkinter, rich Problem Statement Developers and companies want to use AI tools for code reviews and debugging but cannot send code with real API keys, passwords, company names, or personal data to external services due to privacy and security concerns. […]
Claudestro: ProjectMind – Semantic Project Memory
Type: Software Status: In Development Tech Stack: Python, SQLite (WAL), tree-sitter, FastMCP, Starlette, watchdog, AST-Modul Problem Statement AI code assistants like Claude Code lose their context about project structure with every restart. They don’t know which functions exist, who calls them, or what impact a change has. In large codebases, this leads to redundant analyses, […]