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sandraschi/README.md

⚡ Sandra Schipal

Note

These repositories are human-architected, AI-implemented. Architecture, design decisions, and system integration are mine. Code generation and iteration are done by AI agents under my direction. More on what that means and why →

Workshop

Sandra's workshop, Alsergrund, Vienna. Benny is real. The Noetix Bumi humanoid is aspirational (arriving soon).

I'm a retired and vibe-reactivated software engineer living in the 9th District (Alsergrund), Vienna. I build DIY robotics, maintain a fleet of 180+ MCP servers, and hang out with my German Shepherd Benny — and soon, a Noetix Bumi humanoid robot.


🌐 The MCP Fleet

I maintain a homespun fleet of 180+ repos, each an MCP server with an associated webapp. MCP for agents, webapp for humans — files, git, Plex, Calibre, robotics, 3D tools, music production, Vienna transit, and a lot more. Built on FastMCP 3.4.

🌙 All webapps are permanently dark mode. Night-owl approved. No light toggle, no plans for one. Dim your OLEDs accordingly.

Fleet Topology

Full MCP Project Catalog — visual cards for every server in the fleet


🔥 Current highlight

mixx-dj-mcp: an MCP server, a webapp, and a fork that changed everything

mixx-dj-mcp is a new MCP server and webapp for Mixxx — OSC bridge, deck control, BPM sync, full remote DJ dashboard. But the bigger story is what it unlocked.

Mixxx is a 300,000-line C++ DJ application, grown slowly over years by conservative greybeard devs. Solid, respected, missing crucial features its users begged for: video mixing, stem separation, AI-assisted automation. The dev team wanted to add them. Nobody had the bandwidth.

DeepSeek V4 on opencode added 5,000 lines of C++ to the mixxxx fork and filled every gap:

  • "We need VFX." — "Use FFmpeg. It's fast, battle-tested, ships everywhere."
  • "We need synced video like Resolume." — "Use MilkDrop / ButterChurn. It's WebGL, FOSS, and already handles audio-reactive visuals."
  • "We need stem separation." — "ONNX HTDemucs v4. Runs on the GPU. Zero cloud."

The mixxxx fork is the integration testbed. It's not a toy — it's Mixxx with video, stems, and AI control, implemented by an AI that has never been to a club. The greybeards are impressed. The users have features. The AI doesn't need domain expertise. It needs a clear spec.

I am not a DJ. I don't know how to beatmatch. But I know what the software should do, and that was enough. This is SHN in practice: a non-expert directing an AI to extend a 300K-line C++ codebase, and the AI delivering production-quality features that the expert dev team couldn't prioritize.

leanforge-mcp: formal proofs, no math degree

Lean 4 is a proof assistant — a programming language where the compiler verifies that your code is mathematically correct. Using it traditionally requires a PhD in logic or months of study. leanforge-mcp automates the hard part: an LLM proposes a proof, the Lean compiler checks it, the LLM reads the error and tries again. Loop until verified.

I am not a math wiz. I can't write a Lean proof by hand. But I can frame the conjecture, and the AI + compiler feedback loop handles the rest. This is the same pattern as AlphaProof but running on a consumer GPU with open-weight models.

Two repos, same story: domain-specific superhuman performance, directed by someone who isn't an expert in either domain. Architecture and taste are the human contribution. The AI handles the part that used to take a degree.

Superhuman Narrow → — the full argument

Full catalog →Workshop & HardwareSHN →Shenzhen Robotics →Bloopers →


🐾 Benny

Benny is a 2-year-old German Shepherd. Primary security consultant and tennis ball lifecycle manager at the Alsergrund node.


📚 External references

People and sites worth following (no slop):

🐦 Simon Willison simonwillison.net — agentic engineering patterns, AI benchmarks. The pelican test is his.
FastMCP gofastmcp.com — the framework every server in this fleet is built on.
🧮 Lean 4 lean-lang.org — formal proof verification. leanforge-mcp runs on this.
📄 arXiv arxiv.org — where the useful papers live before the blog posts.
🎥 Andrej Karpathy YouTube — zero-hype technical AI. The "Intro to LLMs" talk is still the best single explanation.
🎥 AI Explained YouTube — covers actual research, not product launches. Best depth-to-accessibility ratio.
🎥 ThePrimeTime YouTube — dev perspective on AI tooling. Skeptical, calls out bullshit, aligns with the vibe coding vs agentic engineering framing.
📝 Ethan Mollick One Useful Thing — AI in practice, short dense posts about what actually works.
📝 Interconnects (Nathan Lambert) Substack — ML research without fluff. Open-weight models, alignment, actual paper analysis.


🐦 about the pelican


🙏 Thanks

Thanks to my brother Stephan for the ideas and war stories.


Changelog

Pinned Loading

  1. advanced-memory-mcp advanced-memory-mcp Public

    Zettelkasten knowledge management MCP server for Claude Desktop with knowledge graphs, imoort/export tools, and Claude Skills integration"

    Python 14 2

  2. worldlabs-mcp worldlabs-mcp Public

    FastMCP 3.2 server and webapp wrapping the World Labs Marble API — generate navigable 3D worlds from text, images, and video

    TypeScript 19

  3. arxiv-mcp arxiv-mcp Public

    FastMcp 3.2 server plus webapp for human/agentic arxiv and doi paper search, rag and store

    Python 2 1

  4. yahboom-mcp yahboom-mcp Public

    FastMCP 3.2 server plus Webapp for Yahboom Raspbot v2 robot car, ros2, raspberry pi

    Python 3

  5. calibremcp calibremcp Public

    FastMCP 3.2 server for Calibre e-book library management — AI-assisted search, RAG, and agentic workflows). MCP server for claude, cursor and other MCP clients. Webapp and tauri windows desktop app…

    Python 32 7

  6. xkcd-mcp xkcd-mcp Public

    MCP server plus mini webapp for showing xkcd comics. uses official api

    Python 1 1