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mindsdb

AI Agents & Assistants

An open‑source AI platform that provides self‑improving automation agents (Anton) and a semantic search query engine for developers to build controllable, extensible AI systems deployable anywhere.

Python Latest v26.1.0 · 1mo ago Security brief →

Features

  • Self‑improving Automation Agent (Anton) for executing tasks in plain language
  • Semantic Search Query Engine for indexing and retrieving information across many data sources
  • Flexible deployment: cloud, VPC, on‑prem, air‑gapped or hybrid environments

Recent releases

View all 7 releases →
v26.1.0 New feature
Notable features
  • Hubspot integration handler
  • Raindrop.io integration handler
  • Denodo integration handler
Full changelog

TL;DR

Changes to SQL

There have been several notable updates improving SQL support: Additional MySQL API tests, fixes for MSSQL Query Execution Result Conversion, improved scoping on MySQL's get_columns schema and parsing on BigQuery's Select response. Support for additional gitlab configurations has been added. To ensure failsafe operation, proper exception handling has been put in place for MSSQL check_connection and error handling mechanisms are implemented for temporary folder cleanup.

Changes to Integrations

A good number of new integration handlers have been added this time including: Leads to Hubspot Handler, Raindrop.io handler, Denodo Integration handler, and Freshdesk integration. Fixes and updates have been made to Hubspot handler and support has been added for additional gitlab configurations, Motherduck is now supported in DuckDB, Azure provider was fixed. Various fixes have been made to the boot error messages in integration handlers.

Changes to Knowledge Bases

There have been two important fixes to Knowledge Bases. One ensuring the creation of knowledge base without explicitly providing provider configurations is successful for non-openAI scenarios. The second optimizes get_integration by fetching directly from DB.

Bug Fixes and Improvements

There have been improvements to error and crash handling, along with particular issues with Duplicated columns, PID file creation, and IN filter with the API handler. There has been optimization in mixed search with improvements to the faiss ivf file and allowing data handlers to stream data.

Changes to Documentation

Various documentations have been updated including ENV Variables, datastax.mdx, and gitlab handler readme. There have been corrections to CREATE MODEL/PREDICTOR typo on model creation page and updates to the home page have been done.


What's Changed

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v26.0.1 New feature
Notable features
  • Native query passthrough for direct execution of native queries with improved efficiency
Full changelog

TL;DR

Changes to Documentation

The README.md document has been updated. The document now contains the latest instructions and details for users, which will aid in precise understanding and improved user experience.

Changes to SQL

We have introduced a native query passthrough. This feature allows the system to understand and directly execute native queries which leads to significant enhancements in the efficiency of query execution.


What's Changed

  • Update README.md by @C0staTin in https://github.com/mindsdb/mindsdb/pull/12248
  • have native query passthrough by @torrmal in https://github.com/mindsdb/mindsdb/pull/12264

Full Changelog: https://github.com/mindsdb/mindsdb/compare/v26.0.0...v26.0.1

v26.0.0 Breaking risk
Breaking changes
  • Default Knowledge Base store switched to pgvector, requiring migration
  • Deprecated and removed Dspy, Chromedb, and all ML handlers
Security fixes
  • Upgraded urllib3, starlette, keras, protobuf, numpy, aiohttp, and other dependencies to address known vulnerabilities
Notable features
  • GROUP BY WITH ROLLUP now more reliable and robust
  • Track column parameter made case-insensitive
  • Memory usage improvements for DuckDB and Snowflake handlers
v25.14.1 Bug fix

Resolved a bug where providing a schema via connection arguments failed, causing intermittent connection issues and data flow problems; fixing this improves platform stability and reduces configuration errors for users.

v25.14.0 New feature
Security fixes
  • Upgraded filelock library to version 3.20.1 addressing security concerns
Notable features
  • Snowflake key-value authentication support
  • Snowflake embeddings support
  • Faiss handler now uses a flat index for better performance

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