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An MCP server that enables users to search the Remix Icon catalog by mapping keywords to icon metadata using a high-performance local index. It returns the top five most relevant icon matches with categories and tags to streamline icon selection for design and development tasks.

A Model Context Protocol server that enables Claude Desktop to access structured employee data and perform HR operations including employee lookups, searches, and global leave requests.

Human Phenotype Ontology — clinical phenotype terms + gene/disease annotations

Enables AI to remotely control StarUML for generating UML diagrams (use case, class, sequence, ER, etc.) via MCP protocol or REST API.

This read-only MCP Server allows you to connect to Sugar CRM data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

MCP server that provides Korean Exchange (KRX) Open API market data as tools, covering indices, stocks, ETPs, bonds, derivatives, commodities, and ESG.

Enables listing and running Ansible playbooks, managing roles, reading docs, and creating vars files for the jetlag project.

Provides geographic coordinate geometry tools for computing midpoints, centroids, bounding boxes, and point-in-bbox tests, enabling spatial calculations via natural language queries.

MCP server for managing Cloudflare DNS subdomains, enabling an LLM to check availability, claim, release, and list subdomains under a root domain.

Fetch live Amazon product data using Amazon Scraper API MCP server

Provides URL metadata extraction (title, description, image, site name) from OpenGraph and meta tags for link previews.

MCP Server for Qdrant provides a vector database integration for storing and retrieving information using semantic search capabilities. Built with Python, it supports multiple embedding providers including FastEmbed, sentence-transformers, and lightweight alternatives optimized for Alpine Linux environments with minimal dependencies. The server offers two main tools: 'qdrant-store' for saving text with optional metadata and 'qdrant-find' for semantic searching of stored information. It can be deployed via Docker or run locally, making it ideal for AI assistants that need persistent memory storage with efficient retrieval based on meaning rather than exact keyword matching.

Multi-model advisor server that queries multiple Ollama models in parallel to provide diverse perspectives on user queries. Built with TypeScript and the MCP protocol, it leverages three different models (Gemma, Llama, and Deepseek) with distinct system prompts focused on empathy, logic, and creativity respectively. Particularly valuable for users who want to compare different AI perspectives and get more balanced insights without managing multiple model connections.

Enables querying Bank of England statistical data including Bank Rate, SONIA, and exchange rates via the IADB.

Swappa MCP — daily used-device prices and realized sale comps.

French Companies MCP — recherche-entreprises.api.gouv.fr

Provides structured dealer brand data including inventory, promotions, reviews, and dealer profile via MCP tools, enabling LLMs to answer accurate brand-related queries.

Enables merchants to create and manage USDT (BSC) payment orders through clawpay.click, including order creation, status polling, balance checks, and BSC address binding.

Self-hosted MCP server for Jira Cloud that mirrors the Atlassian Rovo MCP Server, enabling Jira issue management, JQL search, and workflow transitions via natural language.

Free MySQL MCP server — give Claude, ChatGPT and Cursor a free cloud MySQL 8 database over MCP