AI developer building agentic systems — MCP servers, LLM evals, and voice agents that run in production.
maple-procure — An MCP server over Canada's public tender and award data. Five tools across stdio and streamable HTTP, scoped bearer auth, a structured log line per call, and a write that takes two calls. Deployed, with a read-only demo token in the README so you can call it yourself.
ledger — Claim-level grounding eval for RAG. Verifies each claim against only the chunk it cites, and finds the failure mode citation metrics can't see.
all-quote — Ontario auto-insurance quote agent. One intake, 79 rate sources, an evidence-backed terminal status for every one.
Sage — Voice-first AI interview coach running in production. Claude Sonnet 4.6 plans and scores; Vapi carries the live voice.
Python · TypeScript · MCP · FastAPI · Next.js · Anthropic SDK · Playwright
📍 Toronto, Ontario · samarcodes.com