Muhammet ŞAFAK

Polyglot software engineer & system architect — designing high-traffic, event-driven systems since 2008. PHP · Go · Python · JS.

İstanbul, Turkiye Joined on Jun 21, 2026 https://www.muhammetsafak.com

Work

Software Engineer & Systems Architect at bulutklinik

Muhammet ŞAFAK

Jun 30

Exposing a CLI as an MCP tool in standard-library Go

#mcp #ai #go #opensource

5 min read

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Muhammet ŞAFAK

Jun 29

Caching LLM responses is just content addressing

#go #llm #performance #cli

5 min read

Muhammet ŞAFAK

Jun 28

Air-gapped code review with Ollama: when the diff never leaves the machine

#privacy #llm #selfhosted #go

4 min read

Muhammet ŞAFAK

Jun 27

Don't send secrets to your LLM: a pre-send scanner that never stores what it finds

#security #ai #go #privacy

6 min read

The parser as the real system contract

Muhammet ŞAFAK

Jun 26

Getting structured JSON out of five incompatible LLM APIs — and degrading when they ignore you

#ai #llm #go #json

5 min read

Muhammet ŞAFAK

Jun 25

One Go interface, ten LLMs, three transport classes

#go #llm #architecture #opensource

6 min read

Muhammet ŞAFAK

Jun 24

I built a local-first LLM code reviewer in Go. Here's the entire pipeline.

#showdev #go #ai #opensource

6 min read

DEV Community

Muhammet ŞAFAK

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Writing Debut

GitHub Repositories

Exposing a CLI as an MCP tool in standard-library Go

Want to connect with Muhammet ŞAFAK?

Caching LLM responses is just content addressing

Air-gapped code review with Ollama: when the diff never leaves the machine

Don't send secrets to your LLM: a pre-send scanner that never stores what it finds

Getting structured JSON out of five incompatible LLM APIs — and degrading when they ignore you

One Go interface, ten LLMs, three transport classes

I built a local-first LLM code reviewer in Go. Here's the entire pipeline.