Leading digital analytics platform for product insights and customer journey analytics
Key facts
Pricing
Freemium
Use cases
Software developers needing to assemble precise code context for AI models to reduce hallucinations and improve output quality (verified: 2026-01-29), Engineers seeking to minimize API costs by using codemaps and slices instead of full file contents for reference (verified: 2026-01-29), Technical teams integrating AI agents with local codebases through Model Context Protocol (MCP) for automated file operations (verified: 2026-01-29)
Strengths
The software provides token-efficient context building through codemaps that include only function signatures to reduce token usage by up to 80% (verified: 2026-01-29), Users can utilize their existing subscriptions for Claude, ChatGPT, or Google AI via CLI providers to avoid additional API costs (verified: 2026-01-29), The application operates as a native macOS tool that ensures 100% local and private processing of codebase information (verified: 2026-01-29)
Limitations
The application is currently restricted to macOS users with Windows and Linux versions listed only as waitlist items (verified: 2026-01-29), The free version of the software imposes a 32K token limit which requires a Pro upgrade for unlimited token usage (verified: 2026-01-29)
Last verified
Jan 29, 2026
Strengths
- The software provides token-efficient context building through codemaps that include only function signatures to reduce token usage by up to 80% (verified: 2026-01-29)
- Users can utilize their existing subscriptions for Claude, ChatGPT, or Google AI via CLI providers to avoid additional API costs (verified: 2026-01-29)
- The application operates as a native macOS tool that ensures 100% local and private processing of codebase information (verified: 2026-01-29)
Limitations
- The application is currently restricted to macOS users with Windows and Linux versions listed only as waitlist items (verified: 2026-01-29)
- The free version of the software imposes a 32K token limit which requires a Pro upgrade for unlimited token usage (verified: 2026-01-29)
FAQ
How does Repo Prompt help developers manage their AI token usage effectively?
Repo Prompt allows users to choose exactly how much context each file contributes by offering full content, specific line slices, or codemaps. Codemaps provide function signatures only, which can lead to a 10x saving in tokens for reference files compared to full file uploads (verified: 2026-01-29).
Can I use my existing AI subscriptions with this tool instead of paying for new API keys?
Yes, the software supports CLI providers, allowing you to use your existing subscriptions for services like Claude MAX, ChatGPT Plus, or Google AI. This integration helps you avoid additional per-interaction API costs while using the tool's context-building features (verified: 2026-01-29).
What is the Model Context Protocol server feature included in the software?
The MCP server capability turns the tool into a backend for compatible agents like Claude Code or Cursor. This allows AI agents to select files, read code structures, and apply edits directly through standardized tools and commands (verified: 2026-01-29).
