Grigoriy Dobryakov
Head of AI Engineering. I build AI systems that run the delivery and management layer. Architected systems for a $680M-revenue retailer, got ~200 engineers onto an AI-native SDLC, and ran a personalization platform serving 199M+ user profiles.
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https://www.dobryakov.net/https://mcp.dobryakov.net/mcpLast probed Nov 3, 2026 · mcp.dobryakov.net
7tools discovered
Get Profile
Expert profile, disclaimer, and corpus version.
List Products
List offering documents (roles, UVP, capabilities).
List Cases
List case studies with metrics (STAR format).
List Segments
List market segment documents (buyer context and positioning).
Read Document
Read a full markdown document by id (e.g.
Get Topic Map
Curated topic index: topic keys → document ids.
Get Topic Documents
Resolve a topic key from get_topic_map to its document list (exact match).
Schemas and invoke metadata: Directory API
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsHead of AI Engineering. I build AI systems that run the delivery and management layer. Architected systems for a $680M-revenue retailer, got ~200 engineers onto an AI-native SDLC, and ran a personalization platform serving 199M+ user profiles.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
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