Senior Software Engineer & AI Team Lead at APIMatic, based in Islamabad, Pakistan.
I lead the team behind API Context Plugins — MCP-based packages that ground AI coding agents (Claude Code, Cursor, VS Code) in real, version-aware API specs so the integrations they write are production-ready, not just compilable. I also helped in the benchmarks that measure whether that actually works.
OpenAPI vs MCP vs Context Plugins: Benchmarking API Integrations — 20 Claude Opus 4.8 runs, four context conditions, a 24-check production-readiness gate. Context Plugins scored 23.2/24 vs 13.8 for an unaided agent.
API Context Marketplace — the plugins themselves (npx context-plugins install <api>).
Three years building RAG and semantic search over SEC filings and accounting standards (.NET, Apache Solr, GPT-4o / Claude) at NorthBay Solutions; two years on healthcare billing systems at CureMD.



