Building useful technology in the open.
We believe meaningful innovation grows through shared knowledge and practical experimentation. Our open-source work makes selected tools, frameworks, and technical discoveries available to developers, researchers, and product teams.

Memory-Plane
Transparent Memory Integration for Knowledge BasesAI agents often struggle with untraceable, vendor-locked memory. Memory-Plane provides developers and researchers with scoped, verifiable recall and user-approved memory writes directly within existing markdown knowledge bases like Obsidian.
- Scoped & cited recall with clear source attribution
- User-approved memory write operations
- Compatible with Obsidian and markdown vaults

MCP Doctor
Diagnostic CLI for Model Context Protocol SetupsConfiguring Model Context Protocol (MCP) servers across different AI coding environments often causes silent connection failures. MCP Doctor helps developers diagnose configuration errors and verify protocol connections quickly from the command line.
- Diagnostic support for leading agent environments
- Rapid detection of misconfigured MCP server connections
- Actionable CLI troubleshooting feedback
More projects coming soon...