Data Infrastructure

2026 最佳 AI 数据库管理工具推荐

MCP 服务器、查询助手和迁移工具,将 AI Agent 连接到你的数据库。支持 PostgreSQL、MySQL、MongoDB、Supabase 等。

30 个工具
Neon — Serverless Postgres with Database Branching logo

Neon — Serverless Postgres with Database Branching

Serverless PostgreSQL with instant database branching, autoscaling, and a generous free tier. Branch your database like git branches — test schema changes without touching production. 16,000+ stars.

MCP Hub 256MCP Configs
Neon MCP — Serverless Postgres via AI Agents logo

Neon MCP — Serverless Postgres via AI Agents

MCP server for Neon serverless Postgres. Create projects, branch databases, run SQL, optimize queries via natural language. Safe migration workflow with branching. MIT, 574+ stars.

MCP Hub 229MCP Configs
PostgreSQL MCP — SQL Database Server for AI Agents logo

PostgreSQL MCP — SQL Database Server for AI Agents

MCP server that gives AI agents direct access to PostgreSQL databases. Run queries, explore schemas, manage tables, and analyze data through natural language. 3,000+ stars.

MCP Hub 215MCP Configs
Supabase MCP — Postgres + Auth Server for AI Agents logo

Supabase MCP — Postgres + Auth Server for AI Agents

MCP server for Supabase that gives AI agents access to PostgreSQL databases, authentication, storage, and edge functions. Query data, manage users, and build full-stack features. 4,000+ stars.

Supabase 211MCP Configs
Teable — No-Code Postgres Spreadsheet Database logo

Teable — No-Code Postgres Spreadsheet Database

Teable is an open-source Airtable alternative built on PostgreSQL. Spreadsheet UI with real-time collaboration, API access, and no-code app building capabilities.

Script Depot 204Skills
PostgreSQL MCP Server — Database Queries for AI logo

PostgreSQL MCP Server — Database Queries for AI

MCP server for PostgreSQL database access. Run read-only SQL queries, inspect schemas, list tables, and analyze data directly from Claude Code or Cursor.

MCP Hub 204MCP Configs
TimescaleDB — Time-Series Database Built on PostgreSQL logo

TimescaleDB — Time-Series Database Built on PostgreSQL

TimescaleDB is a PostgreSQL extension that turns Postgres into a purpose-built time-series database. You get hyper-fast ingestion, automatic partitioning via hypertables, continuous aggregates, and full SQL — without leaving the Postgres ecosystem.

Script Depot 200Skills
PostgreSQL — The Most Advanced Open Source Relational Database logo

PostgreSQL — The Most Advanced Open Source Relational Database

PostgreSQL is the most powerful open-source relational database system. It combines SQL compliance, extensibility, and reliability with advanced features like JSONB, full-text search, vector embeddings (pgvector), and PostGIS — making it the database of choice for modern applications.

AI Open Source 195Skills
Bytebase — Database DevOps and CI/CD for Teams logo

Bytebase — Database DevOps and CI/CD for Teams

A web-based database CI/CD platform for DBAs and engineers. Schema review, change approval, GitOps migration pipelines and data access control across MySQL, Postgres, Snowflake, Oracle, TiDB, ClickHouse and more.

Script Depot 189Skills
EdgeDB (Gel) — The Next-Generation Graph-Relational Database logo

EdgeDB (Gel) — The Next-Generation Graph-Relational Database

EdgeDB (now rebranded as Gel) is a relational database built on PostgreSQL with a richer type system, EdgeQL query language, and first-class support for links between objects. It eliminates ORM boilerplate and N+1 queries by design.

AI Open Source 185Skills
DBeaver — Universal Database Tool for Developers, DBAs, and Analysts logo

DBeaver — Universal Database Tool for Developers, DBAs, and Analysts

DBeaver is a free universal SQL client that speaks MySQL, PostgreSQL, SQL Server, Oracle, SQLite, MongoDB, ClickHouse, Snowflake, BigQuery, and 80+ other databases. One IDE for every datastore you touch.

AI Open Source 177Skills
Gemini CLI Extension: Postgres — Database Management logo

Gemini CLI Extension: Postgres — Database Management

Gemini CLI extension for PostgreSQL. Query optimization, schema design, migration scripts, and database administration.

Google · Gemini Team 177Skills
CloudQuery — Sync Cloud Infrastructure to SQL for Security and Compliance logo

CloudQuery — Sync Cloud Infrastructure to SQL for Security and Compliance

CloudQuery is an open-source ELT framework that extracts configuration data from cloud APIs, SaaS platforms, and databases into PostgreSQL or data lakes for security, compliance, and asset visibility.

Script Depot 173Skills
FerretDB — Open Source MongoDB Alternative on PostgreSQL logo

FerretDB — Open Source MongoDB Alternative on PostgreSQL

A truly open-source MongoDB-compatible database that translates MongoDB wire protocol queries into SQL, running on PostgreSQL or SQLite as the storage backend.

AI Open Source 166Skills
Citus — Distributed PostgreSQL for Sharding and HTAP logo

Citus — Distributed PostgreSQL for Sharding and HTAP

A Postgres extension that turns your database into a distributed cluster with sharding, columnar storage and parallel query — keeping full SQL, ACID, JSONB, PostGIS and the Postgres ecosystem intact.

AI Open Source 165Skills
pgvector — Vector Similarity Search Inside PostgreSQL logo

pgvector — Vector Similarity Search Inside PostgreSQL

A PostgreSQL extension that adds a native `vector` type, HNSW and IVFFlat indexes, and distance operators so semantic search, RAG and recommendation workloads can reuse the same database as the rest of the app.

Script Depot 164Skills
Databasus — Self-Hosted Database Backup Tool with Web Dashboard logo

Databasus — Self-Hosted Database Backup Tool with Web Dashboard

An open-source database backup tool supporting PostgreSQL, MySQL/MariaDB, and MongoDB. Provides scheduled backups, S3-compatible storage, encryption, and a clean web UI for managing backup jobs.

Script Depot 162Skills
RisingWave — Cloud-Native Streaming Database in Rust logo

RisingWave — Cloud-Native Streaming Database in Rust

Postgres-compatible SQL streaming database for building real-time materialized views on event data.

AI Open Source 158Skills
SQLGlot — SQL Parser, Transpiler & Optimizer in Pure Python logo

SQLGlot — SQL Parser, Transpiler & Optimizer in Pure Python

SQLGlot is a no-dependency Python library that parses, transpiles, and optimizes SQL across 20+ dialects. Convert queries between Snowflake, BigQuery, DuckDB, Spark, Postgres, and more without touching the database.

Script Depot 157Skills
PostgREST — Instant RESTful API from Any PostgreSQL Database logo

PostgREST — Instant RESTful API from Any PostgreSQL Database

PostgREST turns your PostgreSQL schema into a fully functional REST API with zero server-side code. Define tables, views, and functions in Postgres and get automatic CRUD endpoints with filtering, pagination, and role-based security.

Script Depot 157Skills
YugabyteDB — Distributed SQL That Is Fully PostgreSQL Compatible logo

YugabyteDB — Distributed SQL That Is Fully PostgreSQL Compatible

YugabyteDB is a distributed SQL database that reuses the PostgreSQL query layer while adding horizontal scale, multi-region replication, and resilience. It is Postgres you can shard across continents.

Script Depot 156Skills
SQLx — Compile-Time Checked SQL for Rust logo

SQLx — Compile-Time Checked SQL for Rust

SQLx is an async, pure-Rust SQL crate that checks queries against your database at compile time. It supports PostgreSQL, MySQL, MariaDB, and SQLite without a DSL or ORM layer.

Script Depot 152Skills
KubeBlocks — Unified Database Operator for Kubernetes logo

KubeBlocks — Unified Database Operator for Kubernetes

KubeBlocks is a Kubernetes operator that manages the full lifecycle of multiple database engines including MySQL, PostgreSQL, MongoDB, Redis, and Kafka on any Kubernetes cluster.

AI Open Source 151Skills
pgweb — Web-Based PostgreSQL Database Browser logo

pgweb — Web-Based PostgreSQL Database Browser

pgweb is a cross-platform web GUI for PostgreSQL written in Go. It provides a clean browser interface for running queries, browsing tables, and exporting data, all from a single binary with no dependencies.

Script Depot 151Skills
MCP Toolbox for Databases — AI Agent Database Server logo

MCP Toolbox for Databases — AI Agent Database Server

MCP Toolbox for Databases is an open-source MCP server by Google that gives AI agents secure, governed access to databases including PostgreSQL, MySQL, Spanner, BigQuery, and more.

Script Depot 142Skills
Peewee — Lightweight Python ORM for SQLite, MySQL and PostgreSQL logo

Peewee — Lightweight Python ORM for SQLite, MySQL and PostgreSQL

Peewee is a small expressive Python ORM that provides an intuitive API for interacting with SQLite, MySQL, and PostgreSQL databases with minimal overhead and a tiny footprint.

Script Depot 141Skills
pgAdmin — Web-Based PostgreSQL Administration and Development Platform logo

pgAdmin — Web-Based PostgreSQL Administration and Development Platform

The most popular open-source administration and development platform for PostgreSQL, providing a rich web UI for managing databases, writing queries, and monitoring servers.

AI Open Source 139Skills
PostGraphile — Instant GraphQL API from PostgreSQL logo

PostGraphile — Instant GraphQL API from PostgreSQL

PostGraphile generates a high-performance, standards-compliant GraphQL API from your PostgreSQL database schema automatically. It uses database introspection to build a fully-featured API without writing resolvers.

Script Depot 133Skills
Apache AGE — Graph Database Extension for PostgreSQL logo

Apache AGE — Graph Database Extension for PostgreSQL

Apache AGE (A Graph Extension) adds graph database capabilities to PostgreSQL. Query your existing Postgres data as a graph using openCypher while keeping full SQL compatibility.

AI Open Source 128Skills
Mathesar — Open-Source Database Interface for PostgreSQL logo

Mathesar — Open-Source Database Interface for PostgreSQL

Mathesar is a self-hosted web application that provides a spreadsheet-like interface for PostgreSQL databases, letting non-technical users browse, query, and manage data without writing SQL.

AI Open Source 124Skills

AI 与数据库

AI Meets Databases

The Model Context Protocol (MCP) has fundamentally changed how AI agents interact with databases. Instead of copying data into prompts, MCP servers give AI tools live, structured access to your database — read schemas, execute queries, analyze results, and even suggest optimizations, all within the security boundaries you define.

PostgreSQL & MySQL — MCP servers that let Claude Code, Cursor, and Codex query your databases directly. Support for read-only mode, query approval workflows, and automatic EXPLAIN analysis. MongoDB & Redis — NoSQL-specific tools that understand document schemas, aggregation pipelines, and caching patterns.

Supabase & PlanetScale — Cloud database integrations that connect AI agents to serverless data platforms. Manage migrations, generate TypeScript types, and build APIs — all through natural language. Schema Design & Migration — AI tools that analyze your data model, suggest normalization improvements, generate migration scripts, and detect breaking changes before they ship.

The DBA of 2026 doesn't write SQL — they describe what they need, and the AI writes, optimizes, and validates the query.

常见问题

Can AI agents safely access production databases?+

Yes, with proper configuration. Most database MCP servers support read-only mode, query allowlists, row-level security, and approval workflows for write operations. Best practice: use read-only connections for analysis, and require explicit approval for any mutations. Never give AI agents superuser credentials.

What databases work with MCP servers?+

The MCP ecosystem supports PostgreSQL, MySQL, SQLite, MongoDB, Redis, Supabase, PlanetScale, Turso, Neon, and more. TokRepo hosts pre-configured MCP server configs for each — install with one command and connect your AI coding tool to your database instantly.

How does AI help with SQL query optimization?+

AI database tools analyze your queries using EXPLAIN plans, suggest index improvements, rewrite inefficient joins, and identify N+1 query patterns. Some tools continuously monitor query performance and proactively suggest optimizations. The best tools understand your specific database engine's query planner.

探索更多分类