tutorialsFeatured
I Mapped 150 Files in 5 Minutes with Semantiq MCP
How Semantiq MCP tools transform code exploration: from 2 hours of grep to 5 minutes of semantic search.
2 min read
Guides and tutorials on semantic code search, AI-assisted development, and the MCP protocol.
How Semantiq MCP tools transform code exploration: from 2 hours of grep to 5 minutes of semantic search.
Semantiq now offers an HTTP API alternative to MCP stdio, accurate local import resolution for JS/TS/Python/Rust/Go, Python stdlib detection, and Docker deployment support.
AI technical debt is accelerating: 211M lines analyzed show 48% more duplication, 60% less refactoring, and 7.2% less delivery stability per 25% AI adoption.
Developers write code just 52 min/day but spend hours searching. Microsoft Research shows coding is barely 11% of the workweek. Semantic code search fixes the real productivity bottleneck.
The story of Semantiq's evolution from a basic 9-language MCP tool to a production-ready semantic code engine with ONNX embeddings, adaptive ML thresholds, and enterprise-grade security.
An in-depth comparison of Cursor, GitHub Copilot, and Claude Code. Features, pricing, context handling, and real-world performance to help you choose.
From code completion to autonomous agents: how agentic AI is changing software development in 2026, with real case studies and practical insights.
Data reveals AI-generated code creates 1.7x more issues than human code. Explore the quality crisis, its causes, and how semantic code analysis helps.
Learn how semantic code search uses AI and embeddings to understand code meaning, not just text patterns. A practical guide for developers.