Database

Extracts database schema from PostgreSQL migration files by running them in temporary containers and outputting human-readable schema information or SQL DDL, enabling developers to understand final database structure without manually tracking changes across multiple migration files.

Static analysis tool for PostgreSQL schema migrations with 83 safety rules and auto-fix capabilities.

by mickelsamuel

Cross-platform database migration between heterogeneous systems with DDL translation and data transfer.

by arpe-io

Integrates with Milvus vector database to enable collection creation with custom schemas, vector similarity search with configurable metrics, data insertion with automatic type conversion, and index management for semantic search and recommendation systems.

Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval workflows.

by zilliztech

Database connectivity and management for Mimer SQL databases.

by mimersql

Persistent memory for AI coding agents that stores and retrieves atomic learnings across sessions using semantic search and SQLite.

Persistent project memory for LLMs via SQLite with a built-in Kanban board UI.

by umitkavala

MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications.

Multi-database access for MySQL, PostgreSQL, Redis, and SQLite with project-aware config detection.

Provides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task extraction, pattern detection, and real-time analytics through a React dashboard with local LLM processing via Ollama and PostgreSQL storage.

Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships, returning answers with cited sources in JSON format for knowledge retrieval workflows requiring both speed and accuracy in document-based question answering.

Provides 172 tools across 21 categories for system monitoring, development workflow automation, and infrastructure management with Git, GitHub, tmux, Docker, Kubernetes, and database integrations plus comprehensive security features and intelligent caching for DevOps workflows and system administration.

Persistent layered memory for AI agents with local-first SQLite storage.

by nikitacometa

MCP server for Mochow vector database

Provides direct access to Mochow vector database capabilities for managing databases, tables, and performing vector similarity and full-text searches with filtering options.

Integrate your applications with real-world data and tools seamlessly. Access files, databases, and APIs while leveraging the power of language models to enhance your workflows. Simplify complex interactions and automate tasks with a standardized approach.

Agent Memory MCP Server — persistent semantic memory and session continuity for AI agents

by arimatch1

Integrates with MoneyWiz personal finance data through SQLite database exports to provide account management, transaction analysis, spending trend insights, savings recommendations, and net worth calculations for budgeting and financial planning workflows.

Provides MongoDB database operations including CRUD, aggregation, and collection management with configurable read-only mode and per-query database selection.

Integrates with MongoDB Atlas to enable creating and managing database resources including clusters, network access, users, and connection strings using TypeScript and the MongoDB Atlas API.

Provides a bridge between MongoDB databases and natural language, enabling collection listing, document querying, record manipulation, and aggregate operations without writing complex queries.

Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing performance through specialized database exploration tools.

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

by mongodb-developer

Provides a unified interface for MySQL and MongoDB operations, enabling seamless interaction with both database systems through TypeScript and Node.js with flexible deployment options.