Awesome MCP Servers

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.

An MCP server for interacting with a PostgreSQL database.

MCP servers for interacting with PostgreSQL databases and Google Sheets.

A full-access PostgreSQL server for MCP with read/write capabilities and enhanced schema metadata.

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

Execute queries directly on a PostgreSQL database.

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.

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

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.

Integrate with Power BI using a local server for offline .pbix file analysis and an Azure server for querying live datasets.

An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.

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.

A Prometheus MCP server with full API support for comprehensive management and deep interaction with Prometheus beyond basic query support. Written in go, it is a single binary install that is capable of STDIO, SSE, and HTTP transports for complex deployments.

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

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

An AI-powered server that generates PyAirbyte pipeline code and instructions using OpenAI and connector documentation.

Build custom MCP tools on any datasource and ship them to any agent builder from one control plane—using only SQL and a secure link.

A Python MCP server for Microsoft SQL Server, enabling schema inspection and SQL query execution.

Implement semantic memory layer on top of the Qdrant vector search engine

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

Semantic search using the Qdrant vector database.

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

Access comprehensive enterprise data from the Qixin Open Platform APIs.

An MCP server for integrating with and querying q/kdb+ databases.