Ragmir

Research & Citation Management

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Ragmir is an open-source, local-first retrieval augmentation tool designed to index and manage confidential documents, enabling AI agents to access and cite relevant passages without data leaving the local environment. Its main features include offline document indexing, targeted citation retrieval, integration with various AI models and agents, optional audio and chat modules for summarization and question-answering, and solid privacy controls that prevent data leaks, making it ideal for legal, technical, or sensitive organizational use cases for teams needing secure, efficient, and citation-based reference management.

Ragmir can be found in Research & Citation Management categories.

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Ragmir Main Features

• Audio Summaries
  Generate MP3 or WAV audio files that read out cited passages for micro-learning or quick reviews.
• Targeted Search
  It helps your agents quickly find relevant information from your local documents with fewer tokens used.
• Agent Integration
  Ragmir connects with different AI agents like Claude, Codex, and others, allowing them to ask questions from cited sources.
• Offline Operation
  Ragmir runs completely offline, with no models, API keys, or data leaving your computer.
• Upcoming Desktop App
  A desktop version will be available for easier use, with a focus on local management and no cloud dependencies.
• Private and Sovereign
  All data stays on your machine; nothing is uploaded or shared externally, keeping your information secure.
• Project-specific State
  Each folder has its own Ragmir setup, keeping data compartmentalized and secure.
• Cited Passage Retrieval
  It finds and provides only the important passages from your documents for your agents.
• Local Document Indexing
  Ragmir indexes your confidential documents and files on your own machine so they stay private.
• Data Security and Privacy
  All indexing and processing happen locally, with explicit controls like redaction and size limits.
• No Need for Cloud or Sync
  Designed to work entirely on your local device, avoiding cloud storage and multi-device syncing.
• Built-in Chat Functionality
  Ragmir offers a local chat that answers questions based only on your citations, without internet models.
• Open-Source Library and CLI
  You can install and run Ragmir as a library or command-line tool to manage your documents and agents.
• Supports Various Document Types
  You can index PDFs, Word documents, spreadsheets, runbooks, decisions, and more from your local storage.
• Content Creation and Summarization
  Use Ragmir to help draft videos, reports, summaries, and automate content based on your sources.
• Multiple Packages for Extra Features
  Optional packages add audio summaries, local chat, and media capabilities without turning into a cloud service.

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