Repo Prompt
Repo Prompt is a free, open source macOS app and MCP server that turns repository context into structured prompts for AI coding agents, runs those agents in the app, and lets you review their edits as diffs before they’re written to disk.
Repo Prompt emphasizes controlled, large-scale changes by helping you plan an edit, assemble just the relevant context, and then review proposed modifications before writing to disk. It supports multiple model providers and local connections, estimates token usage, generates codemaps, and lets you approve or reject each agent edit before it lands, keeping changes auditable and reversible during refactoring or documentation updates. It can also run and coordinate external CLI coding agents, such as Claude Code, Codex, and Gemini CLI, against the assembled context.
The app is licensed under Apache 2.0: the Community Edition is the actively developed version, while the original manual prompt-building app is archived as Repo Prompt Classic.
Official website: repoprompt.com
Related Resources
Tutorial
Context Engineering for Python Codebases
Learn how context engineering shapes what your AI coding agent sees on every turn, and use four practical strategies to keep your Python projects on track.
For additional information on related topics, take a look at the following resources:
- Cursor vs Windsurf: Which AI Code Editor Is Best for Python? (Tutorial)
- AI Coding Agents Guide: A Map of the Four Workflow Types (Tutorial)
- Connecting LLMs to Your Data With Python MCP Servers (Course)
- Context Engineering for Python Codebases (Quiz)
- Cursor vs Windsurf: Which AI Code Editor Is Best for Python? (Quiz)
- AI Coding Agents Guide: A Map of the Four Workflow Types (Quiz)
