|
| 1 | +--- |
| 2 | +title: Examples |
| 3 | +description: 'A list of example servers and implementations' |
| 4 | +--- |
| 5 | + |
| 6 | +This page showcases various Model Context Protocol (MCP) servers that demonstrate the protocol's capabilities and versatility. These servers enable Large Language Models (LLMs) to securely access tools and data sources. |
| 7 | + |
| 8 | +## Reference implementations |
| 9 | + |
| 10 | +These official reference servers demonstrate core MCP features and SDK usage: |
| 11 | + |
| 12 | +### Data and file systems |
| 13 | +- **[Filesystem](src/filesystem)** - Secure file operations with configurable access controls |
| 14 | +- **[PostgreSQL](src/postgres)** - Read-only database access with schema inspection capabilities |
| 15 | +- **[SQLite](src/sqlite)** - Database interaction and business intelligence features |
| 16 | +- **[Google Drive](src/gdrive)** - File access and search capabilities for Google Drive |
| 17 | + |
| 18 | +### Development tools |
| 19 | +- **[Git](src/git)** - Tools to read, search, and manipulate Git repositories |
| 20 | +- **[GitHub](src/github)** - Repository management, file operations, and GitHub API integration |
| 21 | +- **[GitLab](src/gitlab)** - GitLab API integration enabling project management |
| 22 | +- **[Sentry](src/sentry)** - Retrieving and analyzing issues from Sentry.io |
| 23 | + |
| 24 | +### Web and browser automation |
| 25 | +- **[Brave Search](src/brave-search)** - Web and local search using Brave's Search API |
| 26 | +- **[Fetch](src/fetch)** - Web content fetching and conversion optimized for LLM usage |
| 27 | +- **[Puppeteer](src/puppeteer)** - Browser automation and web scraping capabilities |
| 28 | + |
| 29 | +### Productivity and communication |
| 30 | +- **[Slack](src/slack)** - Channel management and messaging capabilities |
| 31 | +- **[Google Maps](src/google-maps)** - Location services, directions, and place details |
| 32 | +- **[Memory](src/memory)** - Knowledge graph-based persistent memory system |
| 33 | + |
| 34 | +### AI and specialized tools |
| 35 | +- **[EverArt](src/everart)** - AI image generation using various models |
| 36 | +- **[Sequential Thinking](src/sequentialthinking)** - Dynamic problem-solving through thought sequences |
| 37 | +- **[AWS KB Retrieval](src/aws-kb-retrieval)** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime |
| 38 | + |
| 39 | +## Official integrations |
| 40 | + |
| 41 | +These MCP servers are maintained by companies for their platforms: |
| 42 | + |
| 43 | +- **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze logs, traces, and event data using natural language |
| 44 | +- **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud |
| 45 | +- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy and manage resources on the Cloudflare developer platform |
| 46 | +- **[E2B](https://github.com/e2b-dev/mcp-server)** - Execute code in secure cloud sandboxes |
| 47 | +- **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform |
| 48 | +- **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through Markdown notes in Obsidian vaults |
| 49 | +- **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory using the Qdrant vector search engine |
| 50 | +- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Access crash reporting and monitoring data |
| 51 | +- **[Search1API](https://github.com/fatwang2/search1api-mcp)** - Unified API for search, crawling, and sitemaps |
| 52 | +- **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interface with the Tinybird serverless ClickHouse platform |
| 53 | + |
| 54 | +## Community highlights |
| 55 | + |
| 56 | +A growing ecosystem of community-developed servers extends MCP's capabilities: |
| 57 | + |
| 58 | +- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Manage containers, images, volumes, and networks |
| 59 | +- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Manage pods, deployments, and services |
| 60 | +- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Project management and issue tracking |
| 61 | +- **[Snowflake](https://github.com/datawiz168/mcp-snowflake-service)** - Interact with Snowflake databases |
| 62 | +- **[Spotify](https://github.com/varunneal/spotify-mcp)** - Control Spotify playback and manage playlists |
| 63 | +- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Task management integration |
| 64 | + |
| 65 | +> **Note:** Community servers are untested and should be used at your own risk. They are not affiliated with or endorsed by Anthropic. |
| 66 | +
|
| 67 | +For a complete list of community servers, visit the [MCP Servers Repository](https://github.com/modelcontextprotocol/servers). |
| 68 | + |
| 69 | +## Getting started |
| 70 | + |
| 71 | +### Using reference servers |
| 72 | + |
| 73 | +TypeScript-based servers can be used directly with `npx`: |
| 74 | + |
| 75 | +```bash |
| 76 | +npx -y @modelcontextprotocol/server-memory |
| 77 | +``` |
| 78 | + |
| 79 | +Python-based servers can be used with `uvx` (recommended) or `pip`: |
| 80 | + |
| 81 | +```bash |
| 82 | +# Using uvx |
| 83 | +uvx mcp-server-git |
| 84 | + |
| 85 | +# Using pip |
| 86 | +pip install mcp-server-git |
| 87 | +python -m mcp_server_git |
| 88 | +``` |
| 89 | + |
| 90 | +### Configuring with Claude |
| 91 | + |
| 92 | +To use an MCP server with Claude, add it to your configuration: |
| 93 | + |
| 94 | +```json |
| 95 | +{ |
| 96 | + "mcpServers": { |
| 97 | + "memory": { |
| 98 | + "command": "npx", |
| 99 | + "args": ["-y", "@modelcontextprotocol/server-memory"] |
| 100 | + }, |
| 101 | + "filesystem": { |
| 102 | + "command": "npx", |
| 103 | + "args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/allowed/files"] |
| 104 | + }, |
| 105 | + "github": { |
| 106 | + "command": "npx", |
| 107 | + "args": ["-y", "@modelcontextprotocol/server-github"], |
| 108 | + "env": { |
| 109 | + "GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>" |
| 110 | + } |
| 111 | + } |
| 112 | + } |
| 113 | +} |
| 114 | +``` |
| 115 | + |
| 116 | +## Additional resources |
| 117 | + |
| 118 | +- [MCP Servers Repository](https://github.com/modelcontextprotocol/servers) - Complete collection of reference implementations and community servers |
| 119 | +- [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) - Curated list of MCP servers |
| 120 | +- [MCP CLI](https://github.com/wong2/mcp-cli) - Command-line inspector for testing MCP servers |
| 121 | +- [MCP Get](https://mcp-get.com) - Tool for installing and managing MCP servers |
| 122 | + |
| 123 | +Visit our [GitHub Discussions](https://github.com/orgs/modelcontextprotocol/discussions) to engage with the MCP community. |
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