Python based MCP Server for querying and analyzing logs from Grafana Loki with advanced filtering and authentication support.

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

This Snowflake MCP server provides tooling for Snowflake Cortex AI features, bringing these capabilities to the MCP ecosystem. When connected to an MCP Client (e.g. Claude for Desktop, fast-agent, Agentic Orchestration Framework), users can leverage these Cortex AI features.

Search YouTube videos via YouTube Data API v3 and auto-write results to Google Sheets with configurable query and max results.

amazon-q-cli's use_aws tool extracted into independent mcp, for general aws api usage.

mcp-qdrant-rag)** (by amornpan) - A Model Context Protocol server implementation that provides RAG capabilities through Qdrant vector database integration, enabling AI agents to perform semantic search and document retrieval with local or cloud-based embedding generation support across Mac, Linux, and Windows platforms.

Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. Pypi | Maintainer | Website

Allowing AI models to discover and execute functions from the WikiFunctions library.

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions.

Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.

Web search interface delivering structured JSON results with language, freshness, and site filtering via Cloudsway API.

Integrates Everything Search to offer fast, configurable file queries with powerful filtering and sorting.

Semantic search over Obsidian vaults with recently modified notes exposed as obsidian:// URLs.

Desktop search with integrated AI assistants and a modular plugin client for extensible workflows.

An MCP server that provides tools for querying and discovering available MCP servers from this list.

Search and retrieve job listings from Reed.co.uk.

spring boot server using Lucene for fast document search and management.

itemit is Asset Tracking MCP that manage the inventory, monitoring and location tracking that powers over +300 organizations.

Query and analyze Intercom conversations with filterable search, rich metadata, and secure read-only access for AI workflows.

MCP server enabling LLMs to semantically search and manage documents in the Rememberizer Vector Store.

Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.

AI-powered web search with Tavily API, depth control, caching, and dynamic resources for fast, up-to-date information.

Powerful eBook metadata management tool with SQLite backend, AI-powered enrichment, web interface, and comprehensive CLI. Features full-text search, automatic metadata extraction, and LLM integration for intelligent tagging and categorization.

Auth-enabled MCP server delivering fast Korean lemma search and detailed entry retrieval via XML/JSON outputs.