agentifind
Generates codebase navigation guides for AI programming assistants to enhance code comprehension efficiency.
Install & Use
Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:
Help me install this AI Skill: agentifind. It is used for: Generates codebase navigation guides for AI programming assistants to enhance code comprehension efficiency. Full Skill content: https://321skill.com/skills/agentifind/raw/index.md Read that page and install it.
The prompt includes a link to the full Skill content. You can also view the full content.
Agentifind addresses the challenge AI programming assistants (like Claude Code, Cursor) face in quickly grasping the overall architecture and file relationships within large or unfamiliar codebases. It analyzes the code structure to automatically generate a detailed navigation document (CODEBASE.md), enabling the AI assistant to rapidly locate code, understand module dependencies, and trace call relationships like a seasoned developer.
Usage is straightforward: simply install the Skill into your AI programming assistant with a one-line command, then instruct the assistant to "run /agentifind" or "set up codebase intelligent navigation." It will automatically scan your project, extract its structure, and generate the navigation guide—no complex configuration required.
This Skill is ideal for developers who frequently work with large projects, legacy systems, or team-shared codebases. Whether taking over a new project, conducting code reviews, or needing to quickly locate functionality within complex code, it significantly boosts the AI assistant's support efficiency.
Before use, ensure your project is a Git repository and Node.js version is 18 or higher. For first-time users, running the benchmark test Skill is recommended to quantify the efficiency gains from the navigation guide. Note: primary support is for Python, TypeScript, and JavaScript; effectiveness may be limited for other languages or non-standard project structures.
Key Features
It not only performs static code analysis but also leverages LSP (Language Server Protocol) to obtain precise cross-file reference information, generating a structured navigation guide that includes modules, call graphs, and import relationships. Additionally, it provides a benchmarking tool to quantitatively compare the AI assistant's performance—measuring tool call counts, accuracy, and token consumption—before and after using the navigation guide.
Limitations
Currently, primary support is for Python, TypeScript, and JavaScript; support for other programming languages or non-standard project structures is limited.
FAQ
Which AI programming assistants does Agentifind support?
It supports mainstream AI programming assistants such as Claude Code, Cursor, Windsurf, and Cline.
How long does it take to generate the navigation guide?
Using LSP extraction takes approximately 5-15 minutes (for large codebases), while the tree-sitter fallback option takes about 30 seconds.
Installation guide for AI assistants
If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:
Visit https://321skill.com/skills/agentifind/raw/index.md to read the original Skill definition (Markdown format) for agentifind, and install it according to the instructions.
Raw Markdown URL for AI: /skills/agentifind/raw/index.md