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Tech riderRev. 5 Oct 2026

txtai

Ch 037.4of 26 Retrieval-Augmented Generation Tools
  1. 1Runs onAPI, Linux, Mac, self-hosted, Windows
  2. 2CostsFree plan
  3. 3Source citationsYes
  4. 4Hybrid searchYes
  5. 5Result rerankingYes
  6. 6Deploymentboth
  7. 7RAG workflow builderYes
7 lines stated Written from the maker's own pages: neuml.github.io
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The txtai homepage

Overview

txtai is ranked #3 of 26 in retrieval-augmented generation tools on Specifiction. It runs on API, Linux, macOS, Self-hosted, Windows. There is a free plan.

txtai plans and pricing

All plans
txtai Free Open-source under Apache 2.0 · Install via pip or run with Docker neuml.github.io · 5 Oct 2026

Compared on retrieval-augmented generation tools

Source citations
Yesneuml.github.io
Hybrid search
Yesneuml.github.io
Result reranking
Yesneuml.github.io
Deployment
bothneuml.github.io
RAG workflow builder
Yesneuml.github.io

Facts

Purpose
txtai is an all-in-one AI framework for semantic search, LLM orchestration, and language model workflows.neuml.github.io · 5 Oct 2026
Search and data
Its embeddings database combines vector indexes, graph networks, and relational databases, and supports vector search with SQL, object storage, topic modeling, graph analysis, and multimodal indexing.neuml.github.io · 5 Oct 2026
Media support
txtai can create embeddings for text, documents, audio, images, and video.neuml.github.io · 5 Oct 2026
Pipelines
Language model pipelines can handle prompts, question answering, labeling, transcription, translation, and summarization.neuml.github.io · 5 Oct 2026
Workflows and agents
Workflows join pipelines and business logic, while agents connect embeddings, pipelines, workflows, and other agents to solve problems autonomously.neuml.github.io · 5 Oct 2026
APIs and bindings
txtai provides Web and Model Context Protocol APIs, with bindings for JavaScript, Java, Rust, and Go.neuml.github.io · 5 Oct 2026
License and price
txtai is open-source under the Apache 2.0 license; the official pages reviewed describe pip installation and self-hosting and do not list a software price.neuml.github.io · 5 Oct 2026
Local operation
txtai can run locally, and its documentation says this avoids shipping data to disparate remote services.neuml.github.io · 5 Oct 2026
Install and runtime
The documented install is via pip and PyPI, Python 3.11+ is supported, and Docker images are available for CPU and GPU installs.neuml.github.io · 5 Oct 2026
Operating systems
The installation guide provides environment-specific prerequisites for Linux, macOS, and Windows.neuml.github.io · 5 Oct 2026
Security
The API is open over HTTP by default; the documentation describes HTTPS options, API-token authorization, and a safeopen option enabled by default for API and application runs.neuml.github.io · 5 Oct 2026
Hosted offering
The official pages describe txtai.cloud as a planned effort for hosted txtai applications, without listing plan pricing.neuml.github.io · 5 Oct 2026
Support
NeuML offers implementation guidance, development support, and AI consulting, with meetings or email as contact options.neuml.com · 5 Oct 2026
Product
txtai is an all-in-one AI framework for semantic search, LLM orchestration, and language model workflows.neuml.github.io · 5 Oct 2026
Embeddings database
Its embeddings database combines sparse and dense vector indexes, graph networks, and relational databases.neuml.github.io · 5 Oct 2026
Features
It supports vector search, multimodal embeddings, language-model pipelines, workflows, and autonomous agents.neuml.github.io · 5 Oct 2026
Formats
It can create embeddings for text, documents, audio, images, and video.neuml.github.io · 5 Oct 2026
Integrations
The documentation describes agent support for Hugging Face and llama.cpp models, and OpenAI, Claude, and AWS Bedrock through LiteLLM.neuml.github.io · 5 Oct 2026
License
txtai is open-source under the Apache 2.0 license.neuml.github.io · 5 Oct 2026
Local use
The maker says txtai can run locally, avoiding the need to send data to separate remote services.neuml.github.io · 5 Oct 2026
API security
The API is open over HTTP by default; the security guide recommends enabling HTTPS and documents API-token authorization.neuml.github.io · 5 Oct 2026
Safe file and URL access
The safeopen option, enabled by default for the API and applications, restricts local files to a configured directory and URLs to public addresses.neuml.github.io · 5 Oct 2026
Requirements
The installation guide says Python 3.11 or later is supported.neuml.github.io · 5 Oct 2026

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