Open-source AI infrastructure, apps, and data-facing MCP servers.
I build three kinds of projects: the apps I actually use daily, the tooling around agents, and the MCP servers that expose usable domain data to those agents.
| Project | Focus | Signals |
|---|---|---|
| vibecode-dash | Local-first dashboard for the vibe-coding era: LLM CLI usage, projects + GitHub, Obsidian vault, and mode-aware agent sessions with a Karpathy-style memory write-back loop | ~60 API endpoints claude + codex CLIs Obsidian FTS5 + graph memory write-back 127.0.0.1 only |
| OCC | YAML-first LLM orchestrator with auto-parallelism, pre-tools, MCP, REST APIs, and React canvas | 3243 tests 29 MCP tools 106 REST endpoints 6 providers |
| Project | Focus | Signals |
|---|---|---|
| mcp-conduit | MCP gateway for routing, caching, auth, rate limiting, guardrails, and observability | 0.02ms overhead 46K+ RPS cache hits 1341 tests HTTP + stdio |
| apple-mcp-server | macOS automation MCP server with permission controls and audit logging | 31 tools 303 actions permission model audit log |
| mcp-sophon | Deterministic context compressor for MCP agents — slots in front of prompt caching, mem0, Letta, or Claude Code. Zero ML at query time, single Rust binary. | +24% tokens / +49% $ on top of prompt caching 68% session savings 405 tests MCP 2025-06-18 |
| Project | Focus | Signals |
|---|---|---|
| mcp-belgium | Aggregated Belgian public APIs: transport, statistics, addresses, weather, air quality, open data, geospatial | 16 APIs 63 tools single entry point |
| mcp-nbb | National Bank of Belgium SDMX dataflows with bundled discovery catalogue | 221 dataflows 6 tools 3 resources 14 categories |
| mcp-sports-hub | Unified sports data server across scores, stats, odds, esports, and college sports | 29 providers 319 tools 70+ sports |
| mcp-new-caledonia | New Caledonia public datasets across companies, weather, mining, environment, population, transport | 10 modules 29 tools data.gouv.nc |
| mcp-poetrydb | PoetryDB server for catalog, search, and discovery workflows | 12 tools catalog + search + discovery no auth |
| datamuse-mcp | Lexical search server for synonyms, antonyms, rhymes, autocomplete, and word metadata | 10 tools rhymes + synonyms + autocomplete Datamuse API |
- explicit configuration over hidden framework magic
- benchmarked claims when performance is part of the pitch
- practical MCP installs with clear client setup paths
- documentation that states limits instead of hiding them
- domain servers that help the LLM discover capabilities before calling tools