[{"data":1,"prerenderedAt":4},["ShallowReactive",2],{"readme:txtai":3},"\u003Cp align=\"center\">\n    \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fneuml\u002Ftxtai\u002Fmaster\u002Flogo.png\" \u002F>\n\u003C\u002Fp>\u003Cp align=\"center\">\n    \u003Cb>All-in-one AI framework\u003C\u002Fb>\n\u003C\u002Fp>\u003Cp align=\"center\">\n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai\u002Freleases\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Frelease\u002Fneuml\u002Ftxtai.svg?style=flat&color=success\" alt=\"Version\" \u002F>\n    \u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flast-commit\u002Fneuml\u002Ftxtai.svg?style=flat&color=blue\" alt=\"GitHub last commit\" \u002F>\n    \u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai\u002Fissues\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fissues\u002Fneuml\u002Ftxtai.svg?style=flat&color=success\" alt=\"GitHub issues\" \u002F>\n    \u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fjoin.slack.com\u002Ft\u002Ftxtai\u002Fshared_invite\u002Fzt-37c1zfijp-Y57wMty6YOx_hyIHEQvQJA\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fslack-join-blue?style=flat&logo=slack&logocolor=white\" alt=\"Join Slack\" \u002F>\n    \u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai\u002Factions?query=workflow%3Abuild\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai\u002Fworkflows\u002Fbuild\u002Fbadge.svg\" alt=\"Build Status\" \u002F>\n    \u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fcoveralls.io\u002Fgithub\u002Fneuml\u002Ftxtai?branch=master\" rel=\"nofollow ugc noopener\">\n        \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002FcoverallsCoverage\u002Fgithub\u002Fneuml\u002Ftxtai\" alt=\"Coverage Status\" \u002F>\n    \u003C\u002Fa>\n\u003C\u002Fp>\u003Cp>txtai is an all-in-one AI framework for semantic search, LLM orchestration and language model workflows.\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fneuml\u002Ftxtai\u002Fmaster\u002Fdocs\u002Fimages\u002Farchitecture.png#gh-light-mode-only\" alt=\"architecture\" \u002F>\n\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fneuml\u002Ftxtai\u002Fmaster\u002Fdocs\u002Fimages\u002Farchitecture-dark.png#gh-dark-mode-only\" alt=\"architecture\" \u002F>\u003C\u002Fp>\n\u003Cp>The key component of txtai is an embeddings database, which is a union of vector indexes (sparse and dense), graph networks and relational databases.\u003C\u002Fp>\n\u003Cp>This foundation enables vector search and\u002For serves as a powerful knowledge source for large language model (LLM) applications.\u003C\u002Fp>\n\u003Cp>Build autonomous agents, retrieval augmented generation (RAG) processes, multi-model workflows and more.\u003C\u002Fp>\n\u003Cp>Summary of txtai features:\u003C\u002Fp>\n\u003Cul>\n\u003Cli>🔎 Vector search with SQL, object storage, topic modeling, graph analysis and multimodal indexing\u003C\u002Fli>\n\u003Cli>📄 Create embeddings for text, documents, audio, images and video\u003C\u002Fli>\n\u003Cli>💡 Pipelines powered by language models that run LLM prompts, question-answering, labeling, transcription, translation, summarization and more\u003C\u002Fli>\n\u003Cli>↪️️ Workflows to join pipelines together and aggregate business logic. txtai processes can be simple microservices or multi-model workflows.\u003C\u002Fli>\n\u003Cli>🤖 Agents that intelligently connect embeddings, pipelines, workflows and other agents together to autonomously solve complex problems\u003C\u002Fli>\n\u003Cli>⚙️ Web and Model Context Protocol (MCP) APIs. Bindings available for \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai.js\" rel=\"nofollow ugc noopener\">JavaScript\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai.java\" rel=\"nofollow ugc noopener\">Java\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai.rs\" rel=\"nofollow ugc noopener\">Rust\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fneuml\u002Ftxtai.go\" rel=\"nofollow ugc noopener\">Go\u003C\u002Fa>.\u003C\u002Fli>\n\u003Cli>🔋 Batteries included with defaults to get up and running fast\u003C\u002Fli>\n\u003Cli>☁️ Run local or scale out with container orchestration\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>txtai is built with Python 3.10+, \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fhuggingface\u002Ftransformers\" rel=\"nofollow ugc noopener\">Hugging Face Transformers\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FUKPLab\u002Fsentence-transformers\" rel=\"nofollow ugc noopener\">Sentence Transformers\u003C\u002Fa> and \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Ftiangolo\u002Ffastapi\" rel=\"nofollow ugc noopener\">FastAPI\u003C\u002Fa>. txtai is open-source under an Apache 2.0 license.\u003C\u002Fp>\n\u003Cblockquote>\n\u003Cp>[!NOTE]\u003C\u002Fp>\n\u003Cp>\u003Ca href=\"https:\u002F\u002Fneuml.com\" rel=\"nofollow ugc noopener\">NeuML\u003C\u002Fa> is the company behind txtai and we provide AI consulting services around our stack. \u003Ca href=\"https:\u002F\u002Fcal.com\u002Fneuml\u002Fintro\" rel=\"nofollow ugc noopener\">Schedule a meeting\u003C\u002Fa> or \u003Ca href=\"mailto:info@neuml.com\" rel=\"nofollow ugc noopener\">send a message\u003C\u002Fa> to learn more.\u003C\u002Fp>\n\u003Cp>We're also building an easy and secure way to run hosted txtai applications with \u003Ca href=\"https:\u002F\u002Ftxtai.cloud\" rel=\"nofollow ugc noopener\">txtai.cloud\u003C\u002Fa>.\u003C\u002Fp>\n\u003C\u002Fblockquote>\n\u003Ch2>Why txtai?\u003C\u002Fh2>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fneuml\u002Ftxtai\u002Fmaster\u002Fdocs\u002Fimages\u002Fwhy.png#gh-light-mode-only\" alt=\"why\" \u002F>\n\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fneuml\u002Ftxtai\u002Fmaster\u002Fdocs\u002Fimages\u002Fwhy-dark.png#gh-dark-mode-only\" alt=\"why\" \u002F>\u003C\u002Fp>\n\u003Cp>New vector databases, LLM frameworks and everything in between are sprouting up daily. Why bui\u003C\u002Fp>\n",1785942029046]