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Official Elasticsearch MCP server recommended for Elasticsearch 9.2+ and Serverless deployments. Provides full access to built-in and custom tools for connecting AI agents to Elasticsearch data with advanced RAG capabilities.

Official Jina AI remote Model Context Protocol server providing access to Jina Reader, Embeddings, and Reranker APIs with tools for URL-to-markdown conversion, web search, image search, and semantic deduplication.

Facilitates seamless integration with Typesense by managing collections, documents, and search operations through MCP.

Perplexity MCP Server bridges Claude clients to Perplexity’s search engine, empowering AI agents with real-time web search and orchestration for complex queries.

Model Context Protocol Servers for Azure AI Search, providing MCP tools for searching and indexing with Azure AI Search.

MCP server for Rust documentation, enabling AI assistants to search and query Rust crate documentation, API references, and code examples.

MCP Server to retrieve documentation for a package. It enables AI agents to fetch and query package documentation dynamically.

Elastic MCP Server allows AI agents to interact with Elasticsearch databases through the Model Context Protocol. Key features include search and analytics query support tailored for Elastic. Suited for AI agent data retrieval in search-heavy use cases; differs from relational PostgreSQL MCP by focusing on full-text search and log analytics.

MCP server for Brave Search.

Search and crawl in one API for MCP integration.

MCP server for Perplexity AI retrieving live knowledge and synthesizing answers. Integrations support research digests, briefing packs, and FAQs with claim validation and references. Suitable for strategy and support teams needing fresh, sourced answers.

Adds powerful web scraping and search capabilities to LLM clients like Cursor and Claude.

Facilitates interaction with Apollo.io API through MCP tools for data enrichment and search functionalities.

Facilitates interaction with Algolia APIs through experimental MCP servers, enabling search and data manipulation tasks.

Integrates with Amadeus Flight Offers Search API for natural language flight searches through MCP clients.

Experimental MCP servers for interaction with Algolia APIs, enabling search and data manipulation tasks.

Tavily MCP offers AI agents real-time, focused web search without scraping or noise for fresh, factual information. Used for research, market intelligence, fact checking, and web data extraction. Replaces AI hallucinations with evidence from live web data.

Lightning-fast Windows file search powered by Everything SDK. Enables quick file discovery on Windows systems.

Archived MCP server for file access and search in Google Drive.

MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install via npx -y a2asearch-mcp. Free, no auth required; query like 'Find MCP servers for database access'.

AI-friendly search returning structured, semantically relevant results designed for agent consumption. Step up from generic search for research workflows.

Provides tools to search Airbnb and get listing details, enabling AI assistants to find and analyze accommodation options through natural language.

Use AI agents to provision, configure, and query your Algolia search indices. This MCP server provides tools for managing search infrastructure programmatically through AI interfaces.

This MCP server equips AI Agents with tools to interact with OpenSearch through a standardized and extensible interface for search and analytics operations.

A Model Context Protocol server implementation that provides Elasticsearch interaction capabilities, enabling AI assistants to query and manage Elasticsearch data for analytics and search.

MCP server implementation that provides search and interaction capabilities with Elasticsearch and OpenSearch, enabling LLMs to query indices, search documents, and manage data through standardized tools.

An MCP server to search for flights. Enables AI assistants to query flight information including schedules, prices, availability, and airline data through the Model Context Protocol.

A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.

A Model Context Protocol (MCP) server for Kagi search and other tools. Enables AI assistants to perform web searches using Kagi's privacy-focused search engine, providing high-quality search results through MCP.

MCP Discovery and Recommendation Service that helps users find the right MCP server for their specific needs, serving as a search and recommendation engine for the MCP ecosystem.

Tool to create searchable knowledge bases from existing documentation. Transforms non-existent or unreadable docs into an intelligent, searchable knowledge base that answers common questions before they're asked.

Model Context Protocol Servers for Milvus vector database, enabling vector similarity search and data management operations.

MCP-Club's MCP Server Search, Discovery, and Collection website at https://mcphub.io, providing a centralized platform for finding and organizing MCP servers.

Integration of Needle in modelcontextprotocol, providing search and retrieval capabilities for MCP-compatible clients.

MCP server enabling AI agents to perform search and analytics use cases on data stored in OpenSearch distributed search and analytics engine.

Official OpenSearch Model Context Protocol server, enabling AI assistants to interact with OpenSearch search and analytics engine for querying and data management.

A search-first MCP for Python library documentation and compatibility assistance.

An MCP server providing QQ Music search functionality, allowing users to search for music tracks by keywords and receive related song information through the Model Context Protocol.

MCP server for VikingDB store and search, enabling vector database operations through Model Context Protocol.

Spring AI-based Model Context Protocol server for Apache Solr that provides tools for searching, indexing, and managing Solr collections through AI assistants like Claude, enabling hybrid search and natural language queries.

Official Meilisearch MCP server that bridges their search engine and AI assistants, enabling developers to manage search infrastructure through natural language with fast, typo-tolerant indexing and querying capabilities.

Serverless data platform MCP server for Xata, combining PostgreSQL with search, file attachments, and branching for modern application development with AI-powered insights.

Local MCP server connecting Claude Desktop and MCP-compatible LLMs with Evernote accounts, enabling contextual queries and searches over notes using natural language with secure local access.

Remote Model Context Protocol server providing access to Jina's multimodal embeddings, Reader API, and reranker capabilities. Features jina-embeddings-v4, a 3.8B parameter model that embeds text and images through a unified pathway for search and RAG applications.

An MCP server that integrates Albus, providing AI-powered Slack search and web assistant capabilities to LLM agents via the Model Context Protocol.

An MCP server that exposes Amazon Q index data accessors, enabling search and retrieval over an enterprise’s Q index within MCP-compatible applications.

An MCP server for interacting with large OpenAPI documents using built-in semantic search over endpoints, with support for customizing the MCP server prefix.

Barcode Lookup MCP Server is an MCP server integration for the Barcode Lookup service, enabling MCP-based tools to search millions of products online by barcode via a standardized protocol interface.

An MCP server for searching job listings, with filters for date, keywords, remote work, and more, adhering to the MCP server protocol.

Search ArXiv research papers via this MCP server, providing academic search functionality in the MCP ecosystem.

An MCP server for accessing Chinese Buddhist Electronic Text Association (CBETA) resources with catalog browsing, search, and content analysis. Demonstrates the versatility of MCP servers for specialized text retrieval and analysis tasks.

A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup. Demonstrates MCP server use for codebase analysis.

The official MCP Server for Algolia, providing neural ranking and automatic synchronization of search results with other MCP-connected platforms.

MCP server integrating the Kagi search API, providing Kagi-powered search capabilities within the MCP ecosystem.

A Model Context Protocol (MCP) server enabling product searches across e-commerce platforms, price history tracking, and product specification-based searches using natural language prompts. Directly relevant as an MCP server implementation.