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A retrieval and long term memory service for LLMs

Home Page: https://getindexify.io

License: Apache License 2.0

Shell 0.41% JavaScript 6.97% Python 18.02% Rust 64.20% TypeScript 9.23% Makefile 0.67% Dockerfile 0.50%

indexify's Introduction

Indexify

Tests

Indexify is a knowledge and memory retrieval service for Large Language Models. It facilitates in-context learning of LLMs by providing relevant context in a prompt or exposing relevant memory to AI agents.

Indexify has a built in data parallel content extraction engine which enables scalable extraciton of content using AI models to keep indexes updated in real time(or re-index with a new model) as data is ingested.

Why use Indexify

  • Knowledge Base for LLMs: Real time retrieval of knowledge and context from private documents and structured data to improve accuracy of LLM models.
  • Memory Engine for Co-Pilot agents: Store and retrieve long-term memory of agents in real-time, providing enhanced personalization and improved user experiences for co-pilot and chat based applications.
  • Real Time Data: Data connectors keep indexes updated by syncing with source automatically wherever possible, such as a S3 bucket or a database. This enables LLMs to answer queries that require real time information about the world.
  • Secure Access: Apply role-based access control (RBAC) to ensure your sensitive data is exposed only to the applications you choose.
  • State of the Art Embedding Models: Support for OpenAI and state of the art embedding models from HuggingFace.
  • Custom Embedding Models: Import and use your custom-trained or fine-tuned HuggingFace Transformer-based embedding models with ease.

Getting Started

To get started follow our documentation.

Documentation

Our comprehensive documentation is available - https://getindexify.ai

Contributions

Please open an issue to discuss new features, or join our Discord group. Contributions are welcome, there are a bunch of open tasks we could use help with!

Contact

Join the Discord Server - https://discord.gg/mrXrq3DmV8

indexify's People

Contributors

diptanu avatar shabani1 avatar khshah6 avatar kitrak-rev avatar vijay2win avatar delip avatar jackbackes avatar nirantk avatar rylandg avatar vidhyaarvind avatar

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