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Ragtoolina

Provide semantic codebase context to reduce AI token usage

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About Ragtoolina

Ragtoolina is an MCP tool that brings RAG to your codebase, so your AI coding assistant stops burning tokens on irrelevant context. Instead of scanning entire files, it retrieves only what's needed — cutting token usage and tool calls per session significantly. Benchmarked against vanilla Claude on a real-world codebase (Cal.com), it delivers the same quality at a fraction of the cost. Zero config, plug-and-play with any MCP-compatible client.

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What kind of project would you trust Ragtoolina with first?Reply