Best AI agents for working with databases (2026)
Database MCP servers, vector stores and text-to-SQL tools that let agents query, manage and store data in Postgres, MySQL, MongoDB and more. We list 23 tools for working with databases below, each with a link-checked page, pricing as the maker states it and alternatives.
Updated
23 tools: 19 open source, 2 free or freemium, 2 paid, usage-based or enterprise.
Vectoree
Vectoree gives coding agents a backend behind one project key: an OpenAI-compatible model gateway across providers, an MCP tool hub, auth, Postgres and storage, driven by a skill and CLI, pay-as-you-go with no monthly fee.
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PrivateGPT
Open-source API layer that turns local models into private AI applications, with RAG, tools, skills, MCP and text-to-SQL on any OpenAI-compatible server.
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Postgres MCP Pro
Postgres MCP server with index tuning, explain plans, health checks and safe SQL execution for agents.
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Qdrant MCP Server
Official Qdrant MCP server that lets agents store and retrieve memories and documents in the Qdrant vector database.
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Aiven MCP
Aiven's MCP server for provisioning PostgreSQL, managing Apache Kafka and deploying apps from your AI assistant.
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AskYourDatabase
Chat-with-your-database tool that answers natural-language questions over Postgres, MySQL, BigQuery, Snowflake and more with SQL and charts.
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Chroma
Open-source search and vector database widely used for agent memory and RAG.
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Teable
AI spreadsheet and database for business with built-in agents.
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WrenAI
Generative BI for agents: governed text-to-SQL with a semantic context layer.
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MCP Toolbox for Databases
Open-source MCP server from Google for connecting agents to databases.
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InsForge
Open-source backend platform that gives coding agents a database, auth and storage.
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LanceDB
Open-source multimodal vector database for search, RAG and agent memory.
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Electric
Sync engine and agent platform that keeps data in sync between Postgres, apps and agents in real time.
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Activeloop
Deep Lake, a multimodal database for AI that stores vectors, images, text and video so agents and RAG apps can search and retrieve them.
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DBHub
Database MCP server for Postgres, MySQL, SQL Server and others from Bytebase.
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seekdb
AI-native search database for agent storage combining vector, text and structured data.
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Supabase MCP
Supabase's MCP server for managing databases, migrations and projects.
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pg-aiguide
Timescale's MCP server with PostgreSQL docs and best practices for agents.
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MongoDB MCP Server
MongoDB's official MCP server for querying databases and managing Atlas.
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StackQL
SQL engine with an MCP server for querying and provisioning cloud resources.
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ClickHouse MCP
Official ClickHouse MCP server for querying and exploring ClickHouse databases.
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Neon MCP
Neon's official MCP server for managing Postgres projects, branches and queries.
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PlanetScale MCP
PlanetScale's MCP server for databases, branches, schemas and query insights.
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GitHub repos (21)
| Repo | GitHub stars | Licence | Last push |
|---|---|---|---|
| 57,594 | Apache License 2.0 | 2026-10-20 | |
| 29,512 | Apache License 2.0 | 2026-10-17 | |
| 21,892 | AGPL-3.0 for the core apps; MIT for the packages directory | 2026-10-21 | |
| 17,881 | Apache-2.0 for code; CC BY 4.0 for docs | 2026-10-21 | |
| 16,669 | Apache License 2.0 | 2026-10-19 | |
| 13,129 | Apache License 2.0 | 2026-10-20 | |
| 11,684 | Apache License 2.0 | 2026-10-21 | |
| 10,400 | Apache License 2.0 | 2026-10-06 | |
| 9,252 | Apache License 2.0 | 2026-05-21 | |
| 3,664 | MIT | 2026-10-21 | |
| 3,403 | — | 2026-08-16 | |
| 3,157 | Apache License 2.0 | 2026-10-21 | |
| 2,955 | Apache License 2.0 | 2026-10-20 | |
| 1,870 | Apache License 2.0 | 2026-10-20 | |
| 1,551 | — | 2026-08-11 |
Top 15 of 21 by stars. Stars and licence come from each repo, checked when the listing was last verified.
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