athola

Detects architectural clusters and coupling boundaries via community detection on the code graph.

Applies KISS, YAGNI, and SOLID principles for clean code with reduced complexity.

Improves code quality across duplication, efficiency, and architectural fit.

Searches GitHub for existing implementations, libraries, or patterns.

Establishes CPU/GPU baselines before resource-intensive operations.

Adds developer-authored annotations to the gauntlet knowledge base.

Generates a Mermaid sequence diagram showing how data moves between components.

Contract for the project decision journal (tradeoffs and lessons-learned logs).

Generates a Mermaid dependency graph showing import relationships between modules.

Refines an active research session by drilling deeper into a subtopic.

Scans HN, Lobsters, Reddit, and tech blogs for community experience reports.

Converts documents and URLs to markdown via tiered fallback (MCP markitdown, native tools, user notice).