web-search-mcp-server

3.2

If you are the rightful owner of web-search-mcp-server and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

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

Web Search

get_docs(query: str, library: str): Search documentation for specified libraries

Vector Database

add_document_to_vectordb(content: str, metadata: Optional[Dict[str, Any]]): Add a single document to ChromaDB

Vector Database

search_vectordb(query: str, top_k: int, filter_criteria: Optional[Dict[str, Any]]): Search the vector database

Vector Database

delete_document_from_vectordb(document_id: str): Delete a document by ID

Vector Database

batch_add_documents_to_vectordb(documents: List[Dict[str, Any]]): Add multiple documents in a batch

Related MCP Servers

View all browser_automation servers →

markdownify-mcp

4.6

by zcaceres

Markdownify is a Model Context Protocol (MCP) server that converts various file types and web content to Markdown format.

file_systems

mcp-playwright

4.5

by executeautomation

A Model Context Protocol server that provides browser automation capabilities using Playwright.

browser_automation

fetch-mcp

4.4

by zcaceres

This MCP server provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown.

browser_automation

fetcher-mcp

4.3

by jae-jae

Fetcher MCP is a server designed to fetch web page content using the Playwright headless browser.

browser_automation

mcp-local-rag

4.3

by nkapila6

mcp-local-rag is a primitive RAG-like web search model context protocol server that runs locally without the need for APIs.

research_and_data

ai-agent-marketplace-index-mcp

4.1

by AI-Agent-Hub

MCP Server for AI Agent Marketplace Index from DeepNLP, allowing AI assistants to search available AI agents by keywords or categories.

browser_automation

playwright-mcp

3.8

by microsoft

Playwright MCP is a Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots.

browser_automation

mcp-crawl4ai-rag

3.8

by coleam00

Crawl4AI RAG MCP Server is a powerful implementation of the Model Context Protocol (MCP) integrated with Crawl4AI and Supabase, providing AI agents and AI coding assistants with advanced web crawling and RAG capabilities.

browser_automation

Notte Browser

3.7

by nottelabs

The Notte MCP Server is a Model Context Protocol server designed to manage sessions, run agents, and perform actions such as observing, scraping, and authenticating within the agentic ecosystem.

cloud_platforms

duckduckgo-mcp-server

3.7

by nickclyde

A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.

browser_automation

webscraper

3.6

by saishridhar

Webscraper MCP is an MCP server designed for Claude desktop, enabling it to scrape text from websites, YouTube transcripts, and PDFs.

browser_automation

mcp-server-rag-web-browser

3.6

by apify

Implementation of an MCP server for the RAG Web Browser Actor, enabling AI agents to perform web searches and extract information from web pages.

browser_automation

search1api-mcp

3.6

by fatwang2

A Model Context Protocol (MCP) server that provides search and crawl functionality using Search1API.

browser_automation

playwright-plus-python-mcp

3.6

by blackwhite084

A MCP server with Playwright tools for browser automation and note management.

browser_automation

g-search-mcp

3.6

by jae-jae

G-Search MCP is a powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.

browser_automation

crawl4ai-mcp-server

3.6

by weidwonder

Crawl4AI MCP Server is an intelligent information retrieval server based on the Model Context Protocol (MCP), designed to enhance AI assistant systems with powerful search capabilities and web content understanding optimized for LLMs.

browser_automation

browser-mcp

3.6

by djyde

A browser extension and MCP server that allows you to interact with the browser you are using.

browser_automation

jcrawl4ai-mcp-server

3.5

by rainyheart

jcrawl4ai-mcp-server is a Java-based MCP server for interacting with the Crawl4ai API, enabling web crawling with specified parameters.

browser_automation

mcp-ui

3.5

by machaojin1917939763

MCP聊天应用是一个基于Vue.js构建的现代化聊天界面，支持通过Model Context Protocol (MCP)与各种服务和工具进行交互。

ai_chatbot

ultimate_mcp_server

3.5

by Dicklesworthstone

Ultimate MCP Server is a comprehensive AI agent operating system that provides advanced capabilities for cognitive augmentation, tool use, and intelligent orchestration.

ai_chatbot

markmap-mcp-server

3.5

by jinzcdev

Markmap MCP Server is a tool for converting Markdown text into interactive mind maps using the Model Context Protocol.

developer_tools

mcp-tool-kit

3.5

by getfounded

The MCP Tool Kit is a modular server implementation designed for building high precision vertical AI agents, reducing code usage by over 50% compared to the Python MCP SDK alone.

ai_chatbot

web-browser-mcp-server

3.5

by blazickjp

The Web Browser MCP Server allows AI models to browse and extract content from the web using the Message Control Protocol (MCP).

browser_automation

editor-mcp-server

3.5

by playcanvas

An MCP Server for automating the PlayCanvas Editor using an LLM.

browser_automation

comfyui-mcp-server

3.5

by joenorton

A lightweight Python-based MCP server interfacing with ComfyUI for image generation via AI agent requests.

browser_automation

scrapeless-mcp-server

3.5

by scrapeless-ai

Seamlessly integrate real-time Google SERP results into your LLM applications using the Scrapeless MCP server.

browser_automation

perplexity-mcp-zerver

3.5

by wysh3

Perplexity MCP Zerver is a research-level Model Context Protocol server that provides AI-powered research capabilities by interacting with the Perplexity website without requiring an API key.

research_and_data