Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
Open source
24 alternativesAwadb
AwaDB provides an AI-focused embedding vector database with real-time search features.
About Awadb
AwaDB is an open-source, AI-native database for embedding vectors. It is distributed as a GitHub repository and can run as a local Python library on macOS or Linux, or as a service via Docker for Windows or other service deployments. It supports Python and RESTful usage, requires no manual schema definition or vector index tuning, and uses a lock-free realtime index with millisecond-level latency. Sentences are embedded with Sentence Transformers by default; users can also supply embeddings from OpenAI or other LLMs.
Key features
- Stores and searches embedding vectors for AI applications.
- Requires no manual schema definition or vector index tuning.
- Uses a lock-free realtime index with millisecond-level latency.
- Runs locally via pip on macOS or Linux.
- Deploys as a Docker service, including for Windows.
- Offers Python client and RESTful API; defaults to Sentence Transformers embeddings.
Best for: Developers building embedding-vector search features for AI or LLM applications, especially those working with Python on macOS or Linux or deploying through Docker.
Good for
- Open source and distributed through GitHub.
- No schema or vector indexing details required for basic use.
- Based on over five years of production experience with Vearch.
Watch out for
- Local Python library installation is described for macOS or Linux; Windows users are directed to Docker.
- Service use requires downloading and deploying the Docker container yourself.
Awadb at a glance
- Website
- github.com/awa-ai/awadb
- Category
- AI & Machine Learning › AI Data & Analytics
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Platforms
- Linux
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
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Awadb FAQ
How do I install AwaDB for local Python use?
Install it with pip3 install awadb; the local library runs on Mac OSX or Linux.
Can AwaDB use embeddings from OpenAI or other LLMs?
Yes. Sentences are embedded with Sentence Transformers by default, and users can also embed them with OpenAI or other LLMs.
Does AwaDB expose a REST API?
Yes. The README shows HTTP POST requests to endpoints such as /add and /search on localhost:8080.
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