What are reference servers?
Reference servers are implementations included in the repository to demonstrate MCP features and the TypeScript and Python SDKs. Examples include servers for Brave Search, Filesystem, Git, PostgreSQL, and Puppeteer.
@udaysy007
Basic information
Model Context Protocol Servers - A collection of reference implementations for the Model Context Protocol (MCP)
Add this server to your MCP-compatible client using the configuration below.
{
"mcpServers": {
"servers-udaysy007": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-memory"
]
}
}
}Create multiple new entities in the knowledge graph
Create multiple new relations between entities in the knowledge graph. Relations should be in active voice
Add new observations to existing entities in the knowledge graph
Delete multiple entities and their associated relations from the knowledge graph
Delete specific observations from entities in the knowledge graph
Delete multiple relations from the knowledge graph
Read the entire knowledge graph
Search for nodes in the knowledge graph based on a query
Open specific nodes in the knowledge graph by their names
Model Context Protocol servers is a repository of reference implementations for the Model Context Protocol (MCP), along with references to community-built servers and additional resources. It showcases how MCP can give Large Language Models (LLMs) secure, controlled access to tools and data sources, with each server implemented using either the TypeScript MCP SDK or Python MCP SDK.
The repository provides a collection of ready-to-use MCP servers that can be integrated with any MCP client. Each server is contained in its own directory with its own setup instructions. You select and configure the server(s) that match your use case, then run them alongside your MCP-compatible LLM application.
Reference servers are implementations included in the repository to demonstrate MCP features and the TypeScript and Python SDKs. Examples include servers for Brave Search, Filesystem, Git, PostgreSQL, and Puppeteer.
No, community servers are listed as untested and should be used at your own risk. They are not affiliated with or endorsed by Anthropic.
Each MCP server is implemented with either the TypeScript MCP SDK or the Python MCP SDK.
The lists in this README are maintained in alphabetical order to minimize merge conflicts when adding new items.
Official integrations are maintained by companies building production‑ready MCP servers for their platforms. They are listed in the README with their logos and links, including services like Axiom, Cloudflare, Grafana, and Stripe.

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