Igor Ganapolsky

@igorganapolsky

Forward Deploy AI Engineer. Automation specialist.

Production AI Reliability Florida, USA www.igorganapolsky.com @IgorGanapolsky On GitHub since February 2010

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Published Tools

174

Total Stars

3,301

Weekly Downloads

144

GitHub Followers

125

Public Repos

100/100

Avg Security

Published Tools

5 MCP Servers1 Skillacross 4 categories

thumbgate

igorganapolsky

ThumbGate — Make your AI coding agent self-improving. Every mistake becomes a prevention rule that physically blocks the agent from repeating it. Feedback-driven enforcement via PreToolUse hooks, Thompson Sampling for adaptive gates, SQLite+FTS5 lesson DB

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MCP Serverdevtools

29699/wk4 dirs

MCP Server Submission: MCP Memory Gateway — persistent feedback memory for AI coding agents

IgorGanapolsky

https://github.com/IgorGanapolsky/mcp-memory-gateway

MCP ServerKnowledge & Memory

293 dirs

mcp-memory-gateway

igorganapolsky

The Universal Context & Memory Layer for Model Context Protocol (MCP) Agents. Centralized hub to consolidate failures and enforce architectural guardrails.

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MCP Serveruncategorised

292.3K/wk2 dirs

rlhf-feedback-loop

igorganapolsky

Feedback-Driven Development (FDD) for AI agents — capture preference signals, steer behavior via Thompson Sampling, and export KTO/DPO training pairs for downstream fine-tuning.

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Skilluncategorised

29327/wk2 dirs

io.github.IgorGanapolsky/rlhf-feedback-loop

RLHF feedback loop for AI agents. Capture feedback, block mistakes, export DPO data.

MCP Serveruncategorised

291 dir

IgorGanapolsky/ThumbGate

[![IgorGanapolsky/ThumbGate MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.

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MCP ServerDeveloper Tools

291 dir