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aytzey/README.md

Hi, I'm Aytug — I build AI systems that have to work in production, not just in demos.

Co-founded machinity.ai, a multi-tenant agentic AI platform (an autonomous project manager living in team chat) serving paying B2B customers — I designed and built its agent orchestration, RAG/semantic-memory layer, MCP tool governance and multi-provider LLM routing end to end. Before that: AI transcription pipelines for noisy aviation radio and 7+ years of backend/systems work in TypeScript, Python, Rust and C/C++ on Linux.

Selected work

Project What it is
paper-pilot MCP server that gives any AI agent real academic research: 16 tools over 6 scholarly databases, full-text PDF evidence extraction, citation graphs, Zotero sync
MCPCC Rust gcc/clang wrapper that turns any compiled C/C++ binary into a typed MCP tool — CLI options auto-extracted into JSON Schema, stdio MCP server emitted per executable
Tartarus-Harness Self-hosted multi-agent LLM stack in Rust: WebSocket chat service, multi-provider LLM proxy, MCP adapter unifying any MCP servers behind one endpoint, terminal TUI
PitchCheck Cross-platform desktop app running Meta's TRIBE v2 brain-encoding model with multi-model LLM orchestration and automatic local-GPU/cloud provisioning
CodetoPromptGenerator Desktop tool that turns any codebase into optimized LLM prompts: Tree-sitter code maps + LLM-driven smart file selection
showagent Go TUI to browse, resume, branch and cross-convert local Codex and Claude Code agent sessions

Currently

Taking remote AI/LLM contract and full-time remote engagements — UTC+3, full CET overlap, 4+ hours daily overlap with US East Coast, start within 2 weeks.

📫 aytugsezer@gmail.com · LinkedIn · machinity.ai

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  1. MCPCC MCPCC Public

    Drop-in gcc/clang wrapper that turns any compiled C/C++ binary into a typed MCP tool: extracts getopt/argp options into JSON Schema and emits a self-contained stdio MCP server per executable. Works…

    Rust 1

  2. paper-pilot paper-pilot Public

    Your AI's research copilot. Searches 6 academic databases, downloads real PDFs, reads them cover to cover, extracts evidence, renders figures. MCP server for Claude, Codex & any AI agent. Free & op…

    Python 8 3

  3. Tartarus-Harness Tartarus-Harness Public

    Agentic LLM harness in Rust: WebSocket chat service, multi-provider LLM proxy, and an MCP adapter unifying any MCP servers behind one endpoint. LLM-designed multi-agent tool routing, ratatui TUI cl…

    Rust

  4. PitchCheck PitchCheck Public

    Desktop app (Tauri 2 + Next.js + FastAPI) that scores sales pitches with Meta's TRIBE v2 brain-encoding model — predicted neural-response analogues — then uses multi-model LLM orchestration via Ope…

    Python 1

  5. CodetoPromptGenerator CodetoPromptGenerator Public

    Desktop app (Electron + Next.js + Flask) that turns any codebase into optimized LLM prompts: Tree-sitter code maps, LLM-powered smart file selection via OpenRouter, token counting, and one-click pr…

    TypeScript 19 4

  6. showagent showagent Public

    Every AI coding session on your machine, in one TUI: browse, search, resume, branch — and convert conversations between Codex, Claude Code and more.

    Go 30 1