From 49325d470259a05c3849d76c33a3e14876fb2a25 Mon Sep 17 00:00:00 2001 From: Philippe Mizrahi Date: Fri, 23 May 2025 15:18:20 +0200 Subject: [PATCH 1/5] updated description --- src/mcp_search_linkup/server.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/mcp_search_linkup/server.py b/src/mcp_search_linkup/server.py index 3b60664..17e79e0 100644 --- a/src/mcp_search_linkup/server.py +++ b/src/mcp_search_linkup/server.py @@ -31,13 +31,13 @@ async def handle_list_tools() -> list[types.Tool]: return [ types.Tool( name="search-web", - description="Perform a web search query using Linkup. This tool is helpful for finding information on the web.", + description="Search the web in real time using Linkup. Use this tool whenever the user needs trusted facts, news, or source-backed information. Returns comprehensive content from the most relevant sources.", inputSchema={ "type": "object", "properties": { "query": { "type": "string", - "description": "The query to search the web with. This should be a question, no need to write in keywords.", + "description": "Natural language search query. Full questions work best, e.g., 'How does the new EU AI Act affect startups?'", }, }, "required": ["query"], From 20d9850cb52ec3a42abf35788fcc32b108909710 Mon Sep 17 00:00:00 2001 From: Philippe Mizrahi Date: Fri, 23 May 2025 19:46:37 +0200 Subject: [PATCH 2/5] visualize --- README.md | 380 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 380 insertions(+) diff --git a/README.md b/README.md index 9d58b88..357a6bf 100644 --- a/README.md +++ b/README.md @@ -63,3 +63,383 @@ MIT License - Innovate freely! 🚀 ✨ Upgrade Claude. Get Linkup. ✨
Download • Docs

+ +------------------------ + +# Linkup MCP Server (Python) + +> A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. + +  + +--- + +## ✨ Why Linkup? + +- 🔍 **Advanced Web Search**: Leverage Linkup's AI-powered search engine for high-quality, relevant results +- 💬 **Natural Language Queries**: Ask questions in plain English - no need for keyword optimization +- 🚀 **Real-time Information**: Access up-to-date web content and current information +- 📚 **Comprehensive Results**: Get detailed search results with source citations +- 🔧 **Easy Integration**: Works with any MCP-compatible client + +--- + +## 🚀 Installation + +### Prerequisites + +* Python ≥ 3.8 and **uv** 0.6+ (or plain `pip`) +* A Linkup API key (create one for free on [linkup.so](https://linkup.so)) + +### Install + +**Via pip** + +```bash +pip install linkup-mcp-server +``` + +**From source** + +```bash +git clone https://github.com/LinkupPlatform/python-mcp-server.git +cd python-mcp-server +pip install -e . +``` + +## Configuration + +Set your Linkup API key as an environment variable: + +```bash +export LINKUP_API_KEY="your-api-key-here" +``` + +Or add it to your shell configuration file (e.g., `.bashrc`, `.zshrc`): + +```bash +echo 'export LINKUP_API_KEY="your-api-key-here"' >> ~/.bashrc +source ~/.bashrc +``` + +## 🔌 Using with popular MCP clients + +The Linkup MCP server can be used with any MCP-compatible client. Below are setup instructions for popular integrations. + +### Claude Desktop + +1. Create (or open) your Claude Desktop configuration file: + - macOS: `~/Library/Application Support/Claude/claude_desktop_config.json` + - Windows: `%APPDATA%\Claude\claude_desktop_config.json` + - Linux: `~/.config/Claude/claude_desktop_config.json` + +2. Add the following block, substituting your key: + + ```json + { + "mcpServers": { + "linkup": { + "command": "uvx", + "args": ["mcp-search-linkup"], + "env": { "LINKUP_API_KEY": "YOUR_API_KEY" } + } + } + } + ``` +3. Restart Claude, click the 🛠 hammer icon and allow **Linkup Search** when prompted. +4. You should now see the Linkup search tool available in Claude's tool menu. + +### Cursor + +1. Open Cursor Settings (Cmd/Ctrl + ,) + +2. Navigate to Features > MCP + +3. Add a new MCP server with the following configuration: + +```json + { + "mcpServers": { + "linkup": { + "command": "uvx", + "args": ["mcp-search-linkup"], + "env": { "LINKUP_API_KEY": "YOUR_API_KEY" } + } + } + } + ``` + +4. Save and restart Cursor + +5. The Linkup search capability will now be available in your Cursor workspace + +> **Tip** – Any other MCP‑compliant client just needs to launch `mcp-search-linkup` (or hit the remote URL) and pass your `LINKUP_API_KEY`. + +### Other MCP Clients + +For other MCP-compatible clients, use these connection details: + +- **Command**: `python -m linkup_mcp_server` +- **Required Environment Variables**: `LINKUP_API_KEY` + +Consult your MCP client's documentation for specific configuration instructions. + +## Example Queries + +The Linkup MCP server excels at answering complex questions and finding specific information: + +- "What are the latest developments in quantum computing?" +- "How does the EU AI Act affect startups?" +- "Find recent research on sustainable aviation fuel" +- "What are the current best practices for MCP server development?" + + +## 🛠 Developing locally + +```bash +git clone https://github.com/LinkupPlatform/python-mcp-server.git +cd python-mcp-server +uv pip install -e ".[dev]" +uvx mcp-search-linkup --reload +``` + +## 🤝 Contributing + +Pull requests are welcome! Feel free to open an issue first to discuss what you’d like to change. + + +## Resources + +- [Linkup Documentation](https://docs.linkup.so) +- [MCP Protocol Specification](https://modelcontextprotocol.io) +- [Linkup API Reference](https://docs.linkup.so/api-reference) + +## 📣 Community & Support + +* Email: [support@linkup.so](mailto:support@linkup.so) +* Discord: [Join our community](https://discord.com/invite/9q9mCYJa86) +* X / Twitter: [@Linkup_platform](https://x.com/Linkup_platform) + + +## License + +This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. + + + +------------- + +# Linkup MCP Server + +A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. + +## Features + +- 🔍 **Advanced Web Search**: Leverage Linkup's AI-powered search engine for high-quality, relevant results +- 💬 **Natural Language Queries**: Ask questions in plain English - no need for keyword optimization +- 🚀 **Real-time Information**: Access up-to-date web content and current information +- 📚 **Comprehensive Results**: Get detailed search results with source citations +- 🔧 **Easy Integration**: Works with any MCP-compatible client + +## Installation + +### Prerequisites + +- Python 3.8 or higher +- A Linkup API key (get one at [linkup.so](https://linkup.so)) + +### Install via pip + +```bash +pip install linkup-mcp-server +``` + +### Install from source + +```bash +git clone https://github.com/LinkupPlatform/python-mcp-server.git +cd python-mcp-server +pip install -e . +``` + +## Configuration + +Set your Linkup API key as an environment variable: + +```bash +export LINKUP_API_KEY="your-api-key-here" +``` + +Or add it to your shell configuration file (e.g., `.bashrc`, `.zshrc`): + +```bash +echo 'export LINKUP_API_KEY="your-api-key-here"' >> ~/.bashrc +source ~/.bashrc +``` + +## Usage + +The Linkup MCP server can be used with any MCP-compatible client. Below are setup instructions for popular integrations. + +### Claude Desktop Integration + +1. Open your Claude Desktop configuration file: + - macOS: `~/Library/Application Support/Claude/claude_desktop_config.json` + - Windows: `%APPDATA%\Claude\claude_desktop_config.json` + - Linux: `~/.config/Claude/claude_desktop_config.json` + +2. Add the Linkup server configuration: + +```json +{ + "mcpServers": { + "linkup": { + "command": "python", + "args": ["-m", "linkup_mcp_server"], + "env": { + "LINKUP_API_KEY": "your-api-key-here" + } + } + } +} +``` + +3. Restart Claude Desktop + +4. You should now see the Linkup search tool available in Claude's tool menu + +### Cursor Integration + +1. Open Cursor Settings (Cmd/Ctrl + ,) + +2. Navigate to Features > MCP + +3. Add a new MCP server with the following configuration: + +```json +{ + "name": "linkup", + "command": "python", + "args": ["-m", "linkup_mcp_server"], + "env": { + "LINKUP_API_KEY": "your-api-key-here" + } +} +``` + +4. Save and restart Cursor + +5. The Linkup search capability will now be available in your Cursor workspace + +### Other MCP Clients + +For other MCP-compatible clients, use these connection details: + +- **Command**: `python -m linkup_mcp_server` +- **Required Environment Variables**: `LINKUP_API_KEY` + +Consult your MCP client's documentation for specific configuration instructions. + +## Example Queries + +The Linkup MCP server excels at answering complex questions and finding specific information: + +- "What are the latest developments in quantum computing?" +- "How does the EU AI Act affect startups?" +- "Find recent research on sustainable aviation fuel" +- "What are the current best practices for MCP server development?" + +## API Usage + +When integrated, the server provides a `search_web` tool with the following parameters: + +```typescript +{ + "name": "search_web", + "description": "Search the web with Linkup's advanced search engine", + "input_schema": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "Your search query in natural language" + } + }, + "required": ["query"] + } +} +``` + +## Troubleshooting + +### Common Issues + +1. **"API key not found" error** + - Ensure your `LINKUP_API_KEY` environment variable is set correctly + - Check that the API key is valid and active + +2. **"Module not found" error** + - Verify the server is installed: `pip list | grep linkup-mcp-server` + - Try reinstalling: `pip install --upgrade linkup-mcp-server` + +3. **Connection timeouts** + - Check your internet connection + - Verify firewall settings allow outbound HTTPS connections + +### Debug Mode + +Enable debug logging by setting: + +```bash +export LINKUP_MCP_DEBUG=true +``` + +## Development + +### Running locally + +```bash +# Clone the repository +git clone https://github.com/LinkupPlatform/python-mcp-server.git +cd python-mcp-server + +# Install in development mode +pip install -e . + +# Run the server +python -m linkup_mcp_server +``` + +### Running tests + +```bash +pytest tests/ +``` + +## Contributing + +We welcome contributions! Please see our [Contributing Guidelines](CONTRIBUTING.md) for details. + +### Reporting Issues + +If you encounter any problems, please [open an issue](https://github.com/LinkupPlatform/python-mcp-server/issues) with: +- Your operating system and Python version +- MCP client you're using +- Complete error messages +- Steps to reproduce the issue + +## License + +This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. + +## Resources + +- [Linkup Documentation](https://docs.linkup.so) +- [MCP Protocol Specification](https://modelcontextprotocol.io) +- [Linkup API Reference](https://docs.linkup.so/api-reference) + +## Support + +- 📧 Email: support@linkup.so +- 💬 Discord: [Join our community](https://discord.gg/linkup) +- 🐦 Twitter: [@LinkupPlatform](https://twitter.com/LinkupPlatform) \ No newline at end of file From a480ddd31cef800ffe57dc16c735b6c5acd10ae3 Mon Sep 17 00:00:00 2001 From: Philippe Mizrahi Date: Fri, 23 May 2025 20:06:08 +0200 Subject: [PATCH 3/5] cleanup --- README.md | 406 ++---------------------------------------------------- 1 file changed, 8 insertions(+), 398 deletions(-) diff --git a/README.md b/README.md index 357a6bf..7a5c106 100644 --- a/README.md +++ b/README.md @@ -1,78 +1,8 @@ -# 🌟 Linkup for Claude: Internet Access for Your AI Assistant - -Give Claude access to real-time knowledge and premium content. Get rid of Claude's cutoff data and transform Claude's responses with current events, and trusted, premium sources through Linkup's powerful search capability. - -mcp-search-linkup MCP server - -## ⚡️ Get Started in 60 Seconds - -1. [Download Linkup for Claude](https://linkup.so/linkup-for-claude) -2. Sign in to Claude Desktop -3. Open Linkup & connect your account -4. Click "*Allow for This Chat*" when prompted - -Done! Claude is now supercharged with internet access. 🎉 - -## 🎭 Experience the Difference - -Claude without Linkup stops at April 2024. With Linkup, Claude accesses current events, premium content, and trusted sources to provide up-to-date, accurate information in every conversation. - -Ask Claude anything like: -``` -"Why did McLaren win F1 championship 2024?" -"What's the latest breakthrough in cancer research?" -"Can you summarize for me the latest news about the war in Ukraine ?" -"Please help me to find latest data about Global GDP growth rate" -``` -## 💎 Premium Features - -Linkup gives Claude access to: -- 📰 Premium content -- 🔥 Real-time news and updates - -## 💬 From Our Users -``` -"My use of Claude was limited by its cutoff date and lack of up-to-date information. This problem is now solved, and I can use Claude for end-to-end tasks" -- François, data engineer in a tech company -``` -``` -"The work the team has been doing with the MCP is absolutely mind-blowing. Making it accessible to non-developers makes it even more powerful" -- Fred, PM in a tech company -``` -``` -"With this installer, I was able to catch the importance of both Linkup product and the Claude's MCP" -- Elisa, VC -``` - -## 🤝 Community & Support - -[Discord](https://discord.com/invite/9q9mCYJa86) - -[X](https://x.com/Linkup_platform) - -[Linkedin](https://www.linkedin.com/company/linkup-platform/) - - -## 📄 License - -MIT License - Innovate freely! 🚀 - ---- - -

-✨ Upgrade Claude. Get Linkup. ✨
-Download • Docs -

- ------------------------- - # Linkup MCP Server (Python) -> A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. - -  +A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. ---- +mcp-search-linkup MCP server ## ✨ Why Linkup? @@ -82,100 +12,11 @@ MIT License - Innovate freely! 🚀 - 📚 **Comprehensive Results**: Get detailed search results with source citations - 🔧 **Easy Integration**: Works with any MCP-compatible client ---- - ## 🚀 Installation -### Prerequisites - -* Python ≥ 3.8 and **uv** 0.6+ (or plain `pip`) -* A Linkup API key (create one for free on [linkup.so](https://linkup.so)) - -### Install - -**Via pip** - -```bash -pip install linkup-mcp-server -``` - -**From source** - -```bash -git clone https://github.com/LinkupPlatform/python-mcp-server.git -cd python-mcp-server -pip install -e . -``` - -## Configuration - -Set your Linkup API key as an environment variable: - -```bash -export LINKUP_API_KEY="your-api-key-here" -``` - -Or add it to your shell configuration file (e.g., `.bashrc`, `.zshrc`): +The Linkup MCP server can be used with any MCP-compatible client. -```bash -echo 'export LINKUP_API_KEY="your-api-key-here"' >> ~/.bashrc -source ~/.bashrc -``` - -## 🔌 Using with popular MCP clients - -The Linkup MCP server can be used with any MCP-compatible client. Below are setup instructions for popular integrations. - -### Claude Desktop - -1. Create (or open) your Claude Desktop configuration file: - - macOS: `~/Library/Application Support/Claude/claude_desktop_config.json` - - Windows: `%APPDATA%\Claude\claude_desktop_config.json` - - Linux: `~/.config/Claude/claude_desktop_config.json` - -2. Add the following block, substituting your key: - - ```json - { - "mcpServers": { - "linkup": { - "command": "uvx", - "args": ["mcp-search-linkup"], - "env": { "LINKUP_API_KEY": "YOUR_API_KEY" } - } - } - } - ``` -3. Restart Claude, click the 🛠 hammer icon and allow **Linkup Search** when prompted. -4. You should now see the Linkup search tool available in Claude's tool menu. - -### Cursor - -1. Open Cursor Settings (Cmd/Ctrl + ,) - -2. Navigate to Features > MCP - -3. Add a new MCP server with the following configuration: - -```json - { - "mcpServers": { - "linkup": { - "command": "uvx", - "args": ["mcp-search-linkup"], - "env": { "LINKUP_API_KEY": "YOUR_API_KEY" } - } - } - } - ``` - -4. Save and restart Cursor - -5. The Linkup search capability will now be available in your Cursor workspace - -> **Tip** – Any other MCP‑compliant client just needs to launch `mcp-search-linkup` (or hit the remote URL) and pass your `LINKUP_API_KEY`. - -### Other MCP Clients +For an integration with Claude Desktop or with Cursor, please follow instruction [here](https://docs.linkup.so/pages/integrations/mcp/mcp). For other MCP-compatible clients, use these connection details: @@ -184,7 +25,7 @@ For other MCP-compatible clients, use these connection details: Consult your MCP client's documentation for specific configuration instructions. -## Example Queries +## 💬 Example Queries The Linkup MCP server excels at answering complex questions and finding specific information: @@ -193,22 +34,11 @@ The Linkup MCP server excels at answering complex questions and finding specific - "Find recent research on sustainable aviation fuel" - "What are the current best practices for MCP server development?" - -## 🛠 Developing locally - -```bash -git clone https://github.com/LinkupPlatform/python-mcp-server.git -cd python-mcp-server -uv pip install -e ".[dev]" -uvx mcp-search-linkup --reload -``` - ## 🤝 Contributing Pull requests are welcome! Feel free to open an issue first to discuss what you’d like to change. - -## Resources +## 📚 Resources - [Linkup Documentation](https://docs.linkup.so) - [MCP Protocol Specification](https://modelcontextprotocol.io) @@ -220,226 +50,6 @@ Pull requests are welcome! Feel free to open an issue first to discuss what you * Discord: [Join our community](https://discord.com/invite/9q9mCYJa86) * X / Twitter: [@Linkup_platform](https://x.com/Linkup_platform) +## 📄 License -## License - -This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. - - - -------------- - -# Linkup MCP Server - -A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. - -## Features - -- 🔍 **Advanced Web Search**: Leverage Linkup's AI-powered search engine for high-quality, relevant results -- 💬 **Natural Language Queries**: Ask questions in plain English - no need for keyword optimization -- 🚀 **Real-time Information**: Access up-to-date web content and current information -- 📚 **Comprehensive Results**: Get detailed search results with source citations -- 🔧 **Easy Integration**: Works with any MCP-compatible client - -## Installation - -### Prerequisites - -- Python 3.8 or higher -- A Linkup API key (get one at [linkup.so](https://linkup.so)) - -### Install via pip - -```bash -pip install linkup-mcp-server -``` - -### Install from source - -```bash -git clone https://github.com/LinkupPlatform/python-mcp-server.git -cd python-mcp-server -pip install -e . -``` - -## Configuration - -Set your Linkup API key as an environment variable: - -```bash -export LINKUP_API_KEY="your-api-key-here" -``` - -Or add it to your shell configuration file (e.g., `.bashrc`, `.zshrc`): - -```bash -echo 'export LINKUP_API_KEY="your-api-key-here"' >> ~/.bashrc -source ~/.bashrc -``` - -## Usage - -The Linkup MCP server can be used with any MCP-compatible client. Below are setup instructions for popular integrations. - -### Claude Desktop Integration - -1. Open your Claude Desktop configuration file: - - macOS: `~/Library/Application Support/Claude/claude_desktop_config.json` - - Windows: `%APPDATA%\Claude\claude_desktop_config.json` - - Linux: `~/.config/Claude/claude_desktop_config.json` - -2. Add the Linkup server configuration: - -```json -{ - "mcpServers": { - "linkup": { - "command": "python", - "args": ["-m", "linkup_mcp_server"], - "env": { - "LINKUP_API_KEY": "your-api-key-here" - } - } - } -} -``` - -3. Restart Claude Desktop - -4. You should now see the Linkup search tool available in Claude's tool menu - -### Cursor Integration - -1. Open Cursor Settings (Cmd/Ctrl + ,) - -2. Navigate to Features > MCP - -3. Add a new MCP server with the following configuration: - -```json -{ - "name": "linkup", - "command": "python", - "args": ["-m", "linkup_mcp_server"], - "env": { - "LINKUP_API_KEY": "your-api-key-here" - } -} -``` - -4. Save and restart Cursor - -5. The Linkup search capability will now be available in your Cursor workspace - -### Other MCP Clients - -For other MCP-compatible clients, use these connection details: - -- **Command**: `python -m linkup_mcp_server` -- **Required Environment Variables**: `LINKUP_API_KEY` - -Consult your MCP client's documentation for specific configuration instructions. - -## Example Queries - -The Linkup MCP server excels at answering complex questions and finding specific information: - -- "What are the latest developments in quantum computing?" -- "How does the EU AI Act affect startups?" -- "Find recent research on sustainable aviation fuel" -- "What are the current best practices for MCP server development?" - -## API Usage - -When integrated, the server provides a `search_web` tool with the following parameters: - -```typescript -{ - "name": "search_web", - "description": "Search the web with Linkup's advanced search engine", - "input_schema": { - "type": "object", - "properties": { - "query": { - "type": "string", - "description": "Your search query in natural language" - } - }, - "required": ["query"] - } -} -``` - -## Troubleshooting - -### Common Issues - -1. **"API key not found" error** - - Ensure your `LINKUP_API_KEY` environment variable is set correctly - - Check that the API key is valid and active - -2. **"Module not found" error** - - Verify the server is installed: `pip list | grep linkup-mcp-server` - - Try reinstalling: `pip install --upgrade linkup-mcp-server` - -3. **Connection timeouts** - - Check your internet connection - - Verify firewall settings allow outbound HTTPS connections - -### Debug Mode - -Enable debug logging by setting: - -```bash -export LINKUP_MCP_DEBUG=true -``` - -## Development - -### Running locally - -```bash -# Clone the repository -git clone https://github.com/LinkupPlatform/python-mcp-server.git -cd python-mcp-server - -# Install in development mode -pip install -e . - -# Run the server -python -m linkup_mcp_server -``` - -### Running tests - -```bash -pytest tests/ -``` - -## Contributing - -We welcome contributions! Please see our [Contributing Guidelines](CONTRIBUTING.md) for details. - -### Reporting Issues - -If you encounter any problems, please [open an issue](https://github.com/LinkupPlatform/python-mcp-server/issues) with: -- Your operating system and Python version -- MCP client you're using -- Complete error messages -- Steps to reproduce the issue - -## License - -This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. - -## Resources - -- [Linkup Documentation](https://docs.linkup.so) -- [MCP Protocol Specification](https://modelcontextprotocol.io) -- [Linkup API Reference](https://docs.linkup.so/api-reference) - -## Support - -- 📧 Email: support@linkup.so -- 💬 Discord: [Join our community](https://discord.gg/linkup) -- 🐦 Twitter: [@LinkupPlatform](https://twitter.com/LinkupPlatform) \ No newline at end of file +This project is licensed under the MIT License - Innovate freely! 🚀 \ No newline at end of file From f971bf423006a90e91beaa019e6df63779db757e Mon Sep 17 00:00:00 2001 From: Phil Mizrahi <39501569+philippemizrahi@users.noreply.github.com> Date: Mon, 26 May 2025 10:52:03 +0200 Subject: [PATCH 4/5] Update README.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Clément Jumel <33454620+cjumel@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7a5c106..dc479d0 100644 --- a/README.md +++ b/README.md @@ -36,7 +36,7 @@ The Linkup MCP server excels at answering complex questions and finding specific ## 🤝 Contributing -Pull requests are welcome! Feel free to open an issue first to discuss what you’d like to change. +Pull requests are welcome! Feel free to open an issue first to discuss what you’d like to see improved. ## 📚 Resources From 28a59eed7e0a4c16dd15e7edf90ed43c4e2a1cf0 Mon Sep 17 00:00:00 2001 From: Phil Mizrahi <39501569+philippemizrahi@users.noreply.github.com> Date: Mon, 26 May 2025 10:59:04 +0200 Subject: [PATCH 5/5] Update README.md --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index dc479d0..3fc3f6d 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Linkup MCP Server (Python) +# 🌟 Linkup Python MCP Server A Model Context Protocol (MCP) server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries. @@ -7,7 +7,7 @@ A Model Context Protocol (MCP) server that provides web search capabilities thro ## ✨ Why Linkup? - 🔍 **Advanced Web Search**: Leverage Linkup's AI-powered search engine for high-quality, relevant results -- 💬 **Natural Language Queries**: Ask questions in plain English - no need for keyword optimization +- 💬 **Natural Language Queries**: Ask questions in plain English or your preferred language - no need for keyword optimization - 🚀 **Real-time Information**: Access up-to-date web content and current information - 📚 **Comprehensive Results**: Get detailed search results with source citations - 🔧 **Easy Integration**: Works with any MCP-compatible client @@ -52,4 +52,4 @@ Pull requests are welcome! Feel free to open an issue first to discuss what you ## 📄 License -This project is licensed under the MIT License - Innovate freely! 🚀 \ No newline at end of file +This project is licensed under the MIT License - Innovate freely! 🚀