foxhound empowers LLM agents to seamlessly understand unfamiliar codebases by generating a hierarchical wiki reflective of the repository's structure. It addresses knowledge gaps by enabling agents to ask experienced team members targeted questions, ensuring reliable code modifications.
foxhound is a powerful tool designed to assist Large Language Model (LLM) agents in navigating unfamiliar codebases effectively. LLMs can struggle with understanding the structure of a new repository and often lack the ability to consult with knowledgeable team members. foxhound addresses these challenges through two main components:
| Tool | Problem it Solves | Description |
|---|---|---|
| wikigen | Understanding a new codebase | Generates a comprehensive and navigable wiki that includes summaries, dependency graphs, file indexes, and modification recipes. |
| consult | Seeking guidance before making changes | Identifies code experts based on Git history and facilitates communication by sending questions via Slack. |
CLAUDE.md / AGENTS.md) that inform the LLM on how to navigate the codebase effectively.This dual functionality efficiently addresses the common issues (80% of the cases) related to code structure comprehension while reserving human expertise for specialized queries (20% of the cases).
The repository is organized as follows:
foxhound/
wikigen/ → Refer to wikigen/README.md for more information
consult/ → Refer to consult/README.md for more information
docs/sprints/ → Sprint planning documents
go.mod → Shared Go module
Each tool comes with detailed documentation, including full usage instructions, available flags, examples, and skill file details:
The sample-skills/ directory includes example skill files that illustrate how foxhound generates training data for LLM agents, enabling them to navigate the generated wiki and effectively consult with human experts:
With foxhound, LLMs gain crucial insights into repository structures while maintaining access to human knowledge, ultimately leading to more efficient and accurate code modifications.
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