Model Context Protocol servers

What is Model Context Protocol servers?

Model Context Protocol servers is a collection of reference implementations for the Model Context Protocol (MCP), along with references to community‑built servers and resources. It gives Large Language Models (LLMs) secure, controlled access to tools and data sources using either the TypeScript or Python MCP SDK.

How to use Model Context Protocol servers?

Browse the repository to find individual MCP server implementations, each with its own setup instructions. Reference servers are listed in the README; third‑party servers are linked externally and maintained by their respective organizations.

Key features of Model Context Protocol servers

• Reference implementations demonstrating MCP features and SDKs.
• Servers for diverse data sources: databases, APIs, file systems.
• Implementations in both TypeScript and Python.
• Includes third‑party official integrations from multiple companies.
• Covers tools for search, image generation, file operations, and more.

Use cases of Model Context Protocol servers

• Enable LLMs to query databases like PostgreSQL, SQLite, or Redis.
• Allow LLMs to browse the web via Brave Search or Fetch.
• Integrate LLMs with project management tools (GitHub, GitLab, Slack).
• Use memory/knowledge graph for persistent context.
• Automate browser operations with Puppeteer.

FAQ from Model Context Protocol servers

What are reference servers?

Reference servers are implementations that demonstrate MCP features and the TypeScript and Python SDKs. They include servers for database access, web search, file system operations, and more.

Are third‑party servers included?

Yes, the repository lists third‑party servers, including official integrations maintained by companies building production‑ready MCP servers for their platforms.

What SDKs are used?

Each MCP server is implemented with either the Typescript MCP SDK or Python MCP SDK.

How do I use a specific server from this collection?

Each server is in its own subdirectory within the repository, with its own README and setup instructions.

Is this only for reference or can I use these servers in production?

The reference servers are provided as examples and may require additional configuration for production use. Third‑party servers are noted as official integrations.