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Todmy/README.md

Dmytro Tolok

Forward Deployed Engineer and Solutions Architect for AI. I take a real problem, ship a working system fast, and move on to the next one. Less theory, more shipped.

I build agentic tooling: MCP servers, eval harnesses, and the infrastructure that makes LLM agents reliable in production. 13 years in software, the last 3 on applied LLM systems. Based in Krakow. I write about AI engineering for ~10K people on LinkedIn.

What I'm building

Tool What it does
cc-cache-monitor Real-time prompt-cache health for Claude Code. Catches the overnight token bleed before it costs you.
pixel-mcp Figma-to-browser visual diffing with escalating validation gates (CV, DINOv2, VLM, human).
synthetic-panel Spins up a panel of synthetic reviewers to pressure-test content and code before it ships.
godmode-telegram-mcp Full Telegram client exposed to AI assistants over MCP.
deep-mcp Recursive Language Models from the paper. Agents that write code to analyze data bigger than their context window.

Most of these started as a problem I hit in my own workflow, then became something other people could install.

Stack

Python · TypeScript · Claude API · LangChain · MCP · RAG · PostgreSQL · Docker · AWS

Elsewhere

LinkedIn: linkedin.com/in/dmytro-tolok

Pinned Loading

  1. cc-cache-monitor cc-cache-monitor Public

    Real-time prompt-cache health monitor for Claude Code — statusline + cost-analysis CLI

    Python 5 1

  2. synthetic-panel synthetic-panel Public

    Multi-agent synthetic-audience evaluation — parallel eval agents that score content and code before ship

    4 1

  3. deep-mcp deep-mcp Public

    Recursive Language Models (RLM) — CLI + MCP server with code-execute / recursive-delegation loop

    Python

  4. godmode-telegram-mcp godmode-telegram-mcp Public

    MCP server exposing a full Telegram client (MTProto) to AI assistants — channel reading, search, analytics

    Python

  5. pixel-mcp pixel-mcp Public

    Figma-to-browser visual convergence harness — MCP server + CLI with escalating CV/DINOv2/VLM/human gates

    Python

  6. valis-plugin valis-plugin Public

    Capture, search, and enforce architectural decisions across AI coding sessions. Claude Code plugin for Valis (valis.krukit.co).

    JavaScript