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Arcaide is a tool that builds multi-level call graphs to help developers explore and understand codebases by combining structural and behavioral analysis, using an LLM to enrich the graph and strip out trivial utilities.
The author built a code context graph parser that creates a graph from static analysis and exposes it via MCP for AI agents. In a head-to-head comparison with Gemma 4 26B, agents using the graph explored Apache Kafka's request flow in under 2 minutes, while the baseline agent without the graph ran out of rate limits in 6 minutes.
Introducing a code visualization plugin that has been trending on GitHub for a week. It turns your codebase into an interactive knowledge graph, supporting exploration of code structure, business logic, and knowledge bases, helping new members quickly get up to speed on a project.
Understand-Anything is an open-source tool that converts any codebase, document, or knowledge base into an interactive knowledge graph, helping developers quickly grasp project structure.