Awesome MCP Servers

Query any Postgres database using natural language.

Provides secure database access to PostgreSQL using the Kysely ORM.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect schemas and execute queries.

An MCP server for interacting with a PostgreSQL database.

Provides read-only access to PostgreSQL databases, enabling schema inspection and query execution.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect schemas and execute queries.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect schemas and execute queries.

MCP servers for interacting with PostgreSQL databases and Google Sheets.

Transforms PostgreSQL databases from "I have tables and I don't know what they do" into "I understand the entire database structure, relationships, and best practices"

A Model Context Protocol (MCP) server that provides AI assistants (like Claude) with tools to directly interact with PostgreSQL databases securely.

Execute queries directly on a PostgreSQL database.

A server for managing PostgreSQL databases, enabling comprehensive database operations.

A Kotlin-based MCP server for interacting with PostgreSQL databases.

An MCP server that provides tools to interact with PostgreSQL databases.

An MCP server for exploring and querying PostgreSQL databases.

Provides read-only access to PostgreSQL databases using a connection string.

A read-only MCP server for PostgreSQL, enabling LLMs to query live data from PostgreSQL databases.

Provides read-only access to PostgreSQL databases with multi-schema support, allowing LLMs to inspect schemas and execute queries across different namespaces.

Manage Prisma Postgres databases and backups using AI agents via local or remote servers.

Transforms raw text into interconnected knowledge graphs and generates insights using a Neo4j database.

Retrieve and analyze time-series data from Prometheus databases using PromQL queries.

Connects to Notion databases to manage, search, and retrieve AI prompts across multiple collections.

Access PubChem's database for chemical compounds, substances, and bioassays.

Search and access chemical compound information from the PubChem database.

Provides comprehensive access to PubChem's chemical information database via the PubChem PUG REST API.

A server for searching, retrieving, and analyzing articles from the PubMed database.

Search for biomedical literature from the PubMed database.

A toolkit for loading data into the Qdrant vector database, supporting AI-powered development workflows.

Semantic code search using the Qdrant vector database and OpenAI embeddings.

A knowledge graph implementation with semantic search powered by the Qdrant vector database.