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Repo Prompt

Repo Prompt is an AI context engineering tool for macOS developers. Ideal for software engineers, it helps optimize LLM prompts by building token-efficient Codemaps.

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January 10th, 2026

About Repo Prompt

Repo Prompt is an AI context engineering toolbox for macOS developers that helps engineers build token-efficient prompts for large language models. Ideal for those working with massive codebases, it helps solve context-window limitations by transforming raw source code into high-density Codemaps that capture signatures rather than just raw text.

Repo Prompt functions as a powerful bridge between your local file system and LLMs like Claude, GPT-4, or Gemini. By utilizing tree-sitter technology, the tool generates structural representations of your code that allow you to fit up to 10x more files into a single context window. This architecture ensures that AI agents understand the "shape" of your project without wasting tokens on irrelevant implementation details. The application further extends its utility by acting as a Model Context Protocol (MCP) server, offering 14 specialized tools such as file_search and get_code_structure to external agents like Claude Code or Cursor.

Beyond simple prompting, Repo Prompt supports multi-root environments, allowing you to index and search across multiple repositories or microservices simultaneously. Users maintain total control over their costs and privacy through a Bring Your Own Key (BYOK) model, supporting major providers including OpenAI, Anthropic, Google AI, OpenRouter, and local models via Ollama. This approach makes it a preferred choice for professional developers who require high-performance, native macOS integration without being locked into a specific AI provider's subscription.

Environment – macOS (Native)
Browser / Automation – MCP Server Tools
Toolchain – Tree-sitter, CLI Providers, Ollama
Core Loops – Autonomous context extraction, multi-root indexing
Capabilities – Semantic code search, signature mapping, context slicing

💰 Pricing
Free Plan: $0/mo - Access to a defined subset of features with trial token limits
Pro Monthly: $14.99/mo - Full access to Codemaps, 14 MCP tools, and AI Delegation
Pro Yearly: $149.00/yr (or $12.41/mo billed annually) - Includes 2 months free per year
Lifetime License: $349.00 - One-time payment for lifetime updates (individual use)
Team Licensing: Custom Quote - Mandatory for entities with over $1M annual revenue

🌍 Why Choose Repo Prompt?
✅ High token efficiency via intelligent Codemap signature extraction
✅ 14 specialized MCP tools for seamless integration with external AI agents
✅ Privacy-first BYOK model supports local Ollama and major cloud providers
✅ Robust multi-root support for managing complex microservice architectures
✅ Popular among macOS developers focused on high-density context management

🌐 Discover Repo Prompt and thousands of other AI tools on Beyond The AI - your trusted directory for AI solutions.

Who is using Repo Prompt?

macOS Software Engineers LLM Context Engineers Technical Architects Full-stack Developers Open Source Contributors

Key Features

8 features
  • Tree-sitter Codemaps
  • 14 Specialized MCP Server Tools
  • Bring Your Own Key (BYOK) Model
  • Multi-Root Workspace Support
  • Advanced Semantic Search
  • XML Diff Generation
  • Native macOS Performance
  • Ollama Local Model Integration

Use Cases

3 use cases
  • Generating context-rich prompts for large-scale codebase refactoring
  • Indexing microservices to provide holistic context to AI agents
  • Running local code analysis via Ollama to maintain strict privacy
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