Sverklo FAQs

Name: Sverklo
Author: sverklo

Question 1

What kind of search capabilities does Sverklo offer for code?

Accepted Answer

Sverklo features advanced hybrid semantic search that combines traditional BM25 text search with ONNX vector embeddings and PageRank. This fusion, using Reciprocal Rank Fusion, allows it to find relevant code based on meaning and structural importance, even when you don't know the exact string.

Question 2

How does Sverklo ensure local-first operation and privacy?

Accepted Answer

Sverklo operates entirely on your machine with zero configuration, requiring no cloud access, API keys, or external connections. This guarantees that your code and data never leave your laptop, ensuring complete privacy and security.

Question 3

How does Sverklo assist with code reviews and refactoring efforts?

Accepted Answer

For refactoring, Sverklo's symbol-level impact analysis identifies the true 'blast radius' of changes. For reviews, `sverklo_review_diff` provides risk scoring based on importance, test coverage, and churn, and `sverklo_test_map` links tests to changed symbols, guiding agents and developers to critical areas first.

Question 4

What is Sverklo and what problem does it solve?

Accepted Answer

Sverklo is a local-first code intelligence tool that empowers AI agents and developers. It provides deep code understanding through hybrid semantic search, symbol-level impact analysis, and diff-aware code review, solving challenges like complex refactors, large PRs, and onboarding to new codebases without relying on cloud services.

Question 5

Which AI coding agents and IDEs are compatible with Sverklo?

Accepted Answer

Sverklo is designed to integrate seamlessly with various AI coding agents and IDEs, including Claude Code, Cursor, Windsurf, VS Code, JetBrains, and Google Antigravity. It generates the necessary Model Context Protocol (MCP) configuration files to enable these integrations.

Sverklo

Sverklo

Key Features

Use Cases

Key Features

Use Cases