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Txtai Alternatives
Similar projects and alternatives to txtai
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InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
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Milvus
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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annoy
Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
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EdgeChains
EdgeChains.js is Full-Stack GenAI library. Front-end, backend, apis, prompt management, distributed computing. All core prompts & chains are managed declaratively in jsonnet (and not hidden in classes)
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tika-python
Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.
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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better txtai alternative or higher similarity.
txtai discussion
txtai reviews and mentions
Posts with mentions or reviews of txtai.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2025-02-11.
- Chunking your data for RAG
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Analyzing LinkedIn Company Posts with Graphs and Agents
txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language model workflows.
- Getting started with LLM APIs
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Lists of open-source frameworks for building RAG applications
Ideal For: Projects requiring quick setup and robust search capabilities. GitHub Repository
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Show HN: I made a website to semantically search ArXiv papers
Excellent project.
As mentioned in another comment, I've put together an embeddings database using the arxiv dataset (https://huggingface.co/NeuML/txtai-arxiv) recently.
For those interested in the literature search space, a couple other projects I've worked on that may be of interest.
annotateai (https://github.com/neuml/annotateai) - Annotates papers with LLMs. Supports searching the arxiv database mentioned above.
paperai (https://github.com/neuml/paperai) - Semantic search and workflows for medical/scientific papers. Built on txtai (https://github.com/neuml/txtai)
paperetl (https://github.com/neuml/paperetl) - ETL processes for medical and scientific papers. Supports full PDF docs.
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Building Effective "Agents"
If you're looking for a lightweight open-source framework designed to handle the patterns mentioned in this article: https://github.com/neuml/txtai
Disclaimer: I'm the author of the framework.
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Postgres for Everything (E/Postgres)
I fully agree. Postgres has solved many of the problems that many are re-solving with GenAI related databases.
With txtai (https://github.com/neuml/txtai), I've went all in with Postgres + pgvector. Projects can start small with a SQLite backend then switch the persistence to Postgres. With this, you get all the years of battle-tested production experience from Postgres built-in for free.
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Voice Activity Detection in Elixir with Membran
VAD is certainly a complex but underappreciated topic. If you like signal processing, FFTs and want to see a similar concept implemented in Python, then check out this code. It's has a fairly well-tuned VAD component built-in.
https://github.com/neuml/txtai/blob/master/src/python/txtai/...
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Pinecone integrates AI inferencing with vector database
txtai (https://github.com/neuml/txtai) has had inline vectorization since 2020. It supports Transformers, llama.cpp and LLM API services. It also has inline integration with LLM models and a built-in RAG pipeline.
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Show HN: Open-Source Colab Notebooks to Implement Advanced RAG Techniques
An alternative you can try is txtai (https://github.com/neuml/txtai).
Disclaimer: I'm the primary developer
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A note from our sponsor - SaaSHub
www.saashub.com | 23 May 2025
Stats
Basic txtai repo stats
385
10,935
9.5
8 days ago
neuml/txtai is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of txtai is Python.
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