# Intelligent search

An intelligent search engine that combines LangChain, MCP protocol, RAG technology, and Ollama, supporting web search, information retrieval, and answer generation, with the ability to call local and cloud LLMs.

Crawl4AI MCP Server is an intelligent information acquisition server based on the MCP protocol, which provides multi - engine search and optimized web content extraction functions for AI systems, and converts web pages into a format suitable for LLM processing.

Deep Research is an agent - based tool that provides web search and advanced research functions, supports PDF analysis, image description, and YouTube transcription extraction, and can run as an MCP server.

The SourceSync.ai MCP server is a service that implements the Model Context Protocol (MCP) for standardized interaction with the SourceSync.ai knowledge management platform, providing functions such as knowledge base management, content ingestion, document retrieval, and search.

Supermemory is an AI-driven memory engine designed to provide contextual knowledge for LLMs by integrating personal data, enabling intelligent management and retrieval of information.

MCP Memory is a persistent memory system based on Elasticsearch, providing long - term memory storage capabilities for AI conversations and solving the problem of context loss in traditional AI conversations.

Implementation of an intelligent search MCP server based on Baidu Wenxin API

This project demonstrates how to combine the DuckDuckGo MCP server with the LangChain Groq LLM agent to achieve intelligent search functionality.

The Traylinx Search Engine MCP Server is a bridging service that connects to the Agentic Search API, allowing MCP clients (such as Claude and Cursor) to use intelligent search functions to obtain text summaries and structured data (HTML, images, etc.).

Firecrawl MCP Server is a model context protocol server integrating Firecrawl's web scraping capabilities, supporting web content crawling, searching, extraction, and batch processing, with functions such as automatic retry, rate limiting, and credit monitoring.

Intelligent product search system based on MCP service and OpenAI Agent SDK

An intelligent stock data query and analysis service based on the MCP protocol, providing functions such as stock information query, financial analysis, and industry search, and supporting natural - language interaction.

The Jina AI MCP Server provides three major functions for Claude: web page reading, search, and fact - checking

Jina AI MCP Server is a toolset that provides web content extraction, web search, and fact-checking functions for Claude, enabling efficient data processing through Jina AI's API.

Code Index MCP is a code indexing and analysis server based on the Model Context Protocol (MCP), providing functions such as code search, file analysis, and intelligent filtering. It supports multiple programming languages and helps developers efficiently manage codebases.

MCP service for PC, providing weather query, system control, browser search, and screenshot functions

The MCP Deep Web Research Server is an advanced web research tool based on Node.js, providing intelligent search queues, enhanced content extraction, and in-depth research functions, and can be integrated with the Claude desktop application for real-time information retrieval.

The MCP Deep Web Research Server is an advanced web research tool based on Node.js, providing intelligent search queues, enhanced content extraction, and deep research capabilities, which can integrate real - time information into Claude.

The Salesforce MCP Server is a service that enables natural language interaction with Salesforce data, supporting functions such as object management, data query, and record operations through Claude.

Needle MCP Server is a file management and search service based on the Claude desktop application, supporting the management of document collections and intelligent retrieval through natural language instructions.