
Nataliya Tikhonova developed a semantic search and embedding tooling suite for the sanity-io/sanity-mcp-server repository, establishing a scalable foundation for semantic queries and embedding management. She implemented core backend features in TypeScript, leveraging Zod for schema definition and validation, and focused on API development and integration to streamline data retrieval. Her work included designing parameter schemas, enabling embedding index listing, and introducing a tool registration workflow that supports extensibility with minimal integration effort. By removing unnecessary console usage and enhancing maintainability, Nataliya’s contributions laid the groundwork for improved search relevance and faster feature delivery across MCP server deployments.

March 2025: Delivered a cohesive semantic search and embedding tooling suite for the MCP server, establishing the foundation for scalable semantic queries, embedding management, and tool extensibility that supports faster feature delivery and improved search relevance.
March 2025: Delivered a cohesive semantic search and embedding tooling suite for the MCP server, establishing the foundation for scalable semantic queries, embedding management, and tool extensibility that supports faster feature delivery and improved search relevance.
Overview of all repositories you've contributed to across your timeline