Web Search MCP Server with ChromaDB Vector Database

by joao-santillo

341 downloads Not rated yet

GitHub

About

Servidor MCP que busca documentação mais atualizada de tools

Explore

- Search documentation for LangChain, LlamaIndex, and OpenAI
- Extract content from web pages
- Store documents with vector embeddings via ChromaDB
- Perform semantic similarity search with metadata filtering
- Batch add multiple documents for efficiency
- Create retrievers for downstream AI applications

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

Download and install Highlight from highlightai.com/download
Navigate to the plugins tab and select "Add Custom Plugin"
Configure the plugin with the settings below

Plugin Name Web Search MCP Server with ChromaDB Vector Database

Command (node, npx, python, etc.)

Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
Enable "Start Automatically" if you want the plugin to start when Highlight launches

Setting up with Cursor

Open Cursor's settings
Navigate to the MCP section
Click "Add new Global MCP server"
Copy and paste the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

Setting up with Claude Desktop

Open Claude Desktop's settings
Go to the Integrations tab
Click "Add MCP Server"
Use the configuration below based on your operating system

Note: Make sure Claude Desktop is running before attempting to connect.

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

Setting up with Windsurf

Open Windsurf's preferences
Go to the Integrations section
Click "Add MCP Integration"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

Setting up with Cline

Open Cline's settings
Navigate to the Integrations section
Click "Add MCP Server"
Copy and paste the configuration below based on your operating system

Note: Make sure to restart Cline after adding the configuration.

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

Setting up with Goose

Open Goose's preferences
Go to the Integrations tab
Select "MCP Servers"
Click "Add New Server"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

From the repository

1. Install dependencies:

pip install -e . CHROMA_PERSIST_DIRECTORY=./chroma_db EMBEDDING_MODEL_NAME=sentence-transformers/all-MiniLM-L6-v2

python

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "web search mcp server with chromadb vector database": {
            "web-search-mcp-server": {
                "command": "uv",
                "args": [
                    "pip",
                    "install",
                    "-e",
                    "."
                ]
            }
        }
    }
}

McpServers

{
    "web-search-mcp-server": {
        "command": "uv",
        "args": [
            "pip",
            "install",
            "-e",
            "."
        ]
    }
}

This MCP server provides tools for web search and vector database functionality using LangChain and ChromaDB.

Features

Web Search

- Search documentation for popular libraries (LangChain, LlamaIndex, OpenAI) - Extract content from web pages

Vector Database (ChromaDB)

- Store and retrieve documents with vector embeddings - Perform semantic similarity search - Filter documents based on metadata - Batch operations for efficiency

Setup

1. Install dependencies:
```bash
pip install -e .

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Setting up with Highlight

From the repository

Claude Desktop / Cursor

McpServers

Features

Web Search

Vector Database (ChromaDB)

Setup

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