General Contents

Blog posts and contents

/ mcp

Local Semantic Code Search: An MCP Server for AI Agents

A local semantic code search MCP server that solves AI coding agents' search problems using Tree-sitter AST chunking and hybrid search. Development process, architectural decisions, and real-world results.

/ claude-code

Why LLMs Fail at Turkish Characters: A Deterministic Fix with Claude Code

Large language models systematically drop Turkish diacritics (ç, ğ, ı, ö, ş, ü) during long-form content generation. The development process behind a zero-token-cost Claude Code plugin that solves this.

/ validough

Validough: Demand Validation-Focused Micro-LMS

Validough is a pay-as-you-sell micro-LMS for solo creators and consultants. Test real demand before spending months building courses.