# Vector Framework Integrations

<table data-view="cards"><thead><tr><th align="center"></th><th align="center"></th><th align="center"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td align="center"><strong>WEBINAR</strong></td><td align="center">The Next Generation of MariaDB: Powered by Vector Search</td><td align="center"><a href="https://go.mariadb.com/GLBL-WBN-2025-01-30-WhatsnewinMariaDB-ES.html?utm_source=onpagepromo&#x26;utm_medium=kb&#x26;utm_campaign=webinar-platform-vector"><strong>Watch Now</strong></a></td><td><a href="broken-reference">Broken file</a></td></tr></tbody></table>

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Vectors are available from MariaDB 11.7.
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MariaDB Vector has integrations in several frameworks.

## AI Framework Integrations

* [LangChain, MariaDB Vector Store](https://pypi.org/project/langchain-mariadb/) - Python
* [LangChain.js, MariaDB Vector Store](https://js.langchain.com/docs/integrations/vectorstores/mariadb/) - Node.js
* [LangChain4j, MariaDB Embedding Store](https://docs.langchain4j.dev/integrations/embedding-stores/mariadb/) - Java
* [LlamaIndex, MariaDB Vector Store](https://docs.llamaindex.ai/en/stable/api_reference/storage/vector_store/mariadb/) - Python
* [MCP (Model Context Protocol), MariaDB MCP server](https://github.com/mariadb/mcp) - Python
* [Spring AI, MariaDB Vector Store](https://docs.spring.io/spring-ai/reference/api/vectordbs/mariadb.html) - Java
* [VectorDBBench](https://github.com/zilliztech/VectorDBBench/pull/375) - benchmarking for vector databases

## Potential Future Vector or AI Integrations

* [AutoGen](https://github.com/microsoft/autogen) - Agent to agent, Python
* [DB-GPT](https://github.com/eosphoros-ai/DB-GPT) - private LLM, vector search and text2sql, see [integration docs](http://docs.dbgpt.cn/docs/installation), Python
* [DSPy](https://github.com/stanfordnlp/dspy) - Workflow, not accepting external integrations anymore, Python
* [Feast](https://github.com/feast-dev/feast) - machine learning (not GenAI), Python
* [Firebase Studio template for MariaDB Vector](https://firebase.uservoice.com/forums/948424-general/suggestions/49702310-mariadb-vector) - visit link to vote for suggestion
* [LangGraph](https://github.com/langchain-ai/langgraph) - Agentic workflow, Python
* [MindSQL](https://github.com/Mindinventory/MindSQL) - Text-to-SQL RAG Library simplifying database interactions, Python
* [Open WebUI](https://github.com/open-webui/open-webui) - AI Interface, Python & Javascript
* [Vanna AI](https://github.com/vanna-ai/vanna) - Vector search and text2sql, Python

For further alternatives, see [Qdrant's list of framework integrations](https://qdrant.tech/documentation/frameworks/).

<sub>_This page is licensed: CC BY-SA / Gnu FDL_</sub>

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