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Official Zilliz MCP server: the agent runs vector and text search and manages collections and data in Milvus
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 Alpha Vantage MCP server: quotes, historical series, indicators and company data
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Official AgentQL MCP server: extracts structured data from a web page based on a field description
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Official SerpApi MCP server: the agent gets results from Google, Bing, YouTube, Amazon and other engines as JSON or Markdown
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Confluent MCP server for Kafka: topics, messages, Flink SQL, Schema Registry and connectors
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Official Oxylabs MCP server: page scraping with JS rendering, Google and Amazon results, an AI crawler
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Official Pinecone MCP server: documentation search, index creation, record upserts and search from your agent
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Yandex's official MCP server for web search via Yandex Search API: results with sources and a generative answer
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Amplitude's official remote MCP server: ask about product analytics, experiments, dashboards and session replays
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Official Apache IoTDB MCP server: SQL over time series in tree and table models, with CSV and Excel export
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Official Aiven MCP server: manage PostgreSQL, Kafka, applications and other services of the cloud data platform from an agent
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An official long-term memory MCP server for agents on YDB Serverless: mem0 extracts facts, YDB stores the vectors
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Hosted MaxStat MCP server for searching and analyzing channels and posts in the MAX messenger
YDB MCP connection demo built on a notes app
Simple CLI Notes Application with YDB
An official YDB example: docker compose brings up a YDB database and the ydb-mcp server, and Cursor runs SQL through them right from chat
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.