MCP servers

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. This section lists servers with their transport, auth method and environment variables, an install command and an honest read on the risks.

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Official

A long-term memory system for AI agents: the agent stores experience and facts, then retrieves them through a built-in MCP server

MCP serverHigh risk41KRepository stars
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Google's open-source MCP server for databases: ready tools for Postgres, MySQL, BigQuery, Spanner and more, plus custom tools in tools.yaml

MCP serverHigh risk16.5KRepository stars
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AWS's official MCP server suite: docs, IaC, containers, serverless, databases, cost and monitoring

MCP serverHigh risk9.7KRepository stars

Grafana MCP Server

Grafana MCP server

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Grafana's official MCP server: dashboards, Prometheus and Loki queries, alerts and incidents straight from the agent

MCP serverHigh riskNo VPN needed3.5KRepository stars
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The official MathWorks MCP server: the agent starts and quits MATLAB, writes and runs code, and checks it for errors and style

MCP serverHigh riskNo VPN needed1.6KRepository stars
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Official MongoDB MCP server: queries and aggregations, index management, Atlas clusters and local deployments

MCP serverHigh risk1.1KRepository stars
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Neon's official remote MCP server: projects, branches, SQL queries and Postgres migrations from your agent

MCP serverHigh risk648Repository stars
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YDB's own official MCP server from the database's developers: parameterized SQL queries, execution plans, directory browsing, and a base for custom servers

MCP serverHigh riskRussian stackNo VPN needed29Repository stars
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The official CCXT MCP server and skills: market data, balances and opt-in trading across crypto exchanges and prediction markets

MCP serverHigh risk44.2KRepository stars
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A desktop SQL workspace with a built-in MCP server: the agent reads the schema and runs queries in the same client you already use

MCP serverHigh riskNo VPN needed5.1KRepository stars
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A lightweight database workspace with an MCP server: the agent reads the schema, runs queries and explores data in PostgreSQL, MySQL and more

MCP serverHigh riskNo VPN needed5KRepository stars

GraphJin MCP

GraphJin

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GraphJin's MCP server gives an agent safe, schema-aware access to SQL and MongoDB instead of raw database credentials

MCP serverHigh riskNo VPN needed3.2KRepository stars
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Vybe's remote MCP server for Solana data: browse the API schema and make live calls to on-chain and market analytics

MCP serverHigh risk1.4KRepository stars
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A local browser automation platform: MCP server, CLI and skills so an agent can drive Chrome, fill forms and pull data from pages

MCP serverHigh riskNo VPN needed1.4KRepository stars
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Datalayer's MCP server for Jupyter: the agent opens notebooks, edits cells and runs code in a live JupyterLab session

MCP serverHigh riskNo VPN needed1.3KRepository stars
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Confluent MCP server for Kafka: topics, messages, Flink SQL, Schema Registry and connectors

MCP serverHigh risk169Repository stars
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Official Pinecone MCP server: documentation search, index creation, record upserts and search from your agent

MCP serverHigh risk72Repository stars
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Official Apache IoTDB MCP server: SQL over time series in tree and table models, with CSV and Excel export

MCP serverHigh riskNo VPN needed39Repository stars
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Official Aiven MCP server: manage PostgreSQL, Kafka, applications and other services of the cloud data platform from an agent

MCP serverHigh risk28Repository stars

Frequently asked questions

What is an MCP server?

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. The agent calls its tools while it works.

How do I connect an MCP server to an agent?

The entry lists how to run it (npx, uvx, docker or a remote URL) and the environment variables. A config snippet goes into the agent settings.

Do I need a key or a paid account?

It depends on the server. Each entry states the auth method and requirements, including paid accounts, in the limitations block.