Qdrant MCP Server
mcp-server-qdrant
Qdrant's official MCP server: semantic memory for agents on a vector database, storing and retrieving by meaning
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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Vybe's remote MCP server for Solana data: browse the API schema and make live calls to on-chain and market analytics
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Datalayer's MCP server for Jupyter: the agent opens notebooks, edits cells and runs code in a live JupyterLab session
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Ref's MCP server: documentation search for APIs and libraries that hands the agent only the relevant parts of pages
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Google's MCP server for deploying apps to Cloud Run from an agent, with service listing and log reading
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Resend's official MCP server: send and read email, manage contacts, broadcasts, domains and webhooks from your agent
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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 Auth0 MCP server: tenant applications, Actions, logs and users via the Management API
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Official Heroku MCP server: apps, dynos, add-ons, pipelines, logs and Postgres through the Heroku CLI
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Official Netlify MCP server: the agent creates projects, builds and deploys sites, manages environment variables and forms
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Official Paddle Billing MCP server: catalog, customers, transactions, subscriptions and reports via your agent, with a filter for risky operations
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Two official Prisma MCP servers: a local one for migrations and Prisma Studio, and a remote one for managing Prisma Postgres databases
Lineai MCP Server
lineai-mcp-server
MCP server for the Lineai platform (formerly CodeLogic): impact analysis of code and database changes from a dependency graph
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An MCP server for image generation through Sber's official Kandinsky API, with style choice and negative prompts
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Hosted MaxStat MCP server for searching and analyzing channels and posts in the MAX messenger
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.