# Intelligent Search

The MCP Memory Service is a semantic memory storage system based on ChromaDB and sentence transformers, providing long - term memory and semantic search functions for Claude Desktop.

The Firecrawl MCP Server is a Model Context Protocol server integrating Firecrawl's web - scraping capabilities, providing rich web - scraping, searching, and content - extraction functions.

A pure crawler - based web search MCP service based on Node.js, supporting Bing web page and news searches without an official API, providing high - performance crawling and health monitoring functions.

A powerful implementation of the Model Context Protocol (MCP) server that integrates multiple tools such as GitLab, Jira, Confluence, and YouTube, providing AI - driven search capabilities and development workflow tools.

A custom MCP server based on FastMCP that provides RAG functionality and multiple web search capabilities (Gemini 2.0 and Linkup), supporting local document retrieval and AI-enhanced search.

LinkedInMCP is an innovative model context protocol server designed to change the way developers interact with the LinkedIn API, providing an intelligent and secure framework for LinkedIn data retrieval and interaction.

The Needle MCP Server is a document management and search tool that enables efficient document organization and retrieval by integrating with the Claude desktop application and leveraging the Needle ecosystem.

MCP_Agent:RE is a Python project used to retrieve requirement and defect data from the TAPD platform and generate quality analysis reports. It provides a complete toolchain including data retrieval, preprocessing, vectorization, intelligent search, and report generation, and supports AI - driven test management.

Code Graph RAG MCP is an advanced model context protocol server that provides 13 professional tools for code understanding, relationship mapping, and semantic search through intelligent graph representation and multi - language code analysis capabilities.

MCP - Filesystem is a file system operation server optimized for intelligent interaction, providing efficient management of large files and complex file systems, including intelligent context management, precise file operations, and advanced search functions.

A Polish legal document MCP server that provides comprehensive legal provision access, search, and analysis functions, supporting the acquisition of legal documents from the Polish Parliament API and AI - driven legal research.

An AI - native Obsidian local REST API MCP server that provides a task - oriented advanced toolset, optimizes the LLM interaction experience, and enables intelligent note management and discovery.

The Heptabase backup data MCP service provides functions for searching, retrieving, analyzing, and exporting whiteboards and cards, supporting multiple format outputs and intelligent caching

An MCP server for automatically installing VS Code extensions in the Cursor IDE, supporting natural language search, intelligent ranking, and automatic download and installation.

A document search assistant integrated with Claude AI. It enhances Claude's document retrieval capabilities through the MCP server and supports intelligent search and explanation of documents for multiple AI/ML libraries.

An intelligent research assistant integrating Perplexity AI, providing functions such as search, document retrieval, API discovery, and code modernization check, supporting context tracking and efficient API management.

An MCP server based on the Perplexity API, providing intelligent web search functions, supporting automatic model selection and various search filtering functions.

The MCP Documentation Server is an intelligent document management tool that integrates AI code assistance and document search functions and supports multiple mainstream development frameworks.

This project provides multiple MCP servers to enhance the functionality of the Cursor editor, including modules for Git management, search services, GitHub integration, memory storage, and sequential thinking.

The Tacitbase MCP Server provides advanced search functions, combining native search and Typesense to enhance search capabilities.

Apple Doc MCP is a model context protocol server that provides direct access to Apple developer documentation. It is integrated into the AI programming assistant, supporting intelligent search, framework browsing, and detailed documentation retrieval.

The MCP Deep Web Research Server is an advanced web research tool based on the Model Context Protocol, providing intelligent search queues, enhanced content extraction, and in - depth research capabilities, and can integrate real - time information into Claude.

An intelligent MCP server that acts as a guardian of development knowledge, providing AI assistants with access to the latest documentation and best practices.

MCPunk is a codebase conversation tool that does not require embedding, which helps LLMs understand codebases through intelligent search of code blocks.

The Unsplash Smart MCP Server is a professional image library integration solution designed for AI agents. It provides intelligent search, automatic attribution, and project-aware image management functions, simplifying the process of obtaining visual content for developers.

Gramps MCP is an AI - driven genealogy research and management tool that provides direct access to the Gramps genealogy database for AI assistants through the MCP protocol, supporting functions such as intelligent search, data management, and family relationship analysis

An intelligent documentation server that provides AI-assisted code improvement and document management functions through integration with Claude Desktop, supports multiple development frameworks, and has learning capabilities.

An intent - based Breville digital asset discovery MCP service that enables intelligent asset search and recommendation through natural language and AI technology

The MCP Server for Deep Research is a tool designed for researching complex topics, providing a complete research process from question refinement, sub - question generation to report writing, helping users systematically explore questions and generate structured reports.

Perplexity Advanced MCP is an advanced integration package that provides enhanced query processing capabilities through OpenRouter and Perplexity API, supporting simple and complex queries, and optimizing cost and performance.