Röstwerk AI Support Agent
In productionA customer-support agent that shows its work: every answer grounded in tool results (order status, stock, policies), every step visible as a live trace, every run costed to the micro-dollar. Live on this site, also exposed as a public MCP server.
Schwärzwerk
In productionGerman DSGVO redaction that survives German text: a 14-group regex layer over official ID formats decides on overlap, a fine-tuned GLiNER2 model catches free-form names and addresses. 17 PII types, trained on 50,000+ synthetic examples, measured at F1 0.916, in production at firms.
searxng-mcp-server
In productionA self-hosted SearXNG instance as the search backend for AI coding clients: web, image, news, video and music search, plus page fetch as clean Markdown. No API keys, no third-party tracking. SSRF and DNS-rebind guards are re-checked on every redirect hop, and fetched pages arrive wrapped against prompt injection.
prindeck
In productionA Linux control panel for the Brother MFC-L2710DW, the client the vendor ships only for Windows and macOS: SNMP status and toner, eSCL scanning, CUPS printing in one native window. Open protocols only, no vendor drivers, three evenings from spike to v0.1.0.
Automation Runner
PrototypeRecurring client workflows needed a reliable, observable runner: without the weight of a full orchestration platform.
TypeScript · BullMQ · Postgres · Redis
Link follows
Webhook Relay
In designInbound webhooks need intake, retries, and routing before they ever touch product code.
Node.js · Hono · Postgres
Link follows
TG Shop Engine
PrototypeA coffee roastery (demo client “Röstwerk”) wants to sell where its customers already are: a Telegram shop: catalog in chat, Mini App storefront, Stars payments with one-tap refunds, a monthly coffee subscription, live order status, and inline sharing.
Outreach Engine
In productionA self-contained outreach pipeline: a public open-data feed of 20,000+ records lands in local SQLite, passes a two-stage ranking (BM25 retrieval, then an embedding rerank against a target profile), and is worked through personalized, jittered delivery while an IMAP reader auto-files replies into four intents. Zero runtime dependencies: SMTP, IMAP, ZIP, DOCX and XLSX are hand-rolled.
The demo entries are placeholders; the other projects run in production.