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Enables efficient code navigation and retrieval through natural language search, BM25 ranking, and fuzzy matching across multiple programming languages. It drastically reduces token usage by allowing Claude to query specific code symbols and logic instead of reading entire files.

MCP server for the MSPbots Forms/Survey API, enabling agents to create, publish, and manage surveys, share links, and analyze responses.

MCP server for LobsterVault, enabling AI agents to securely store, retrieve, manage, and share encrypted secrets with KMS envelope encryption, including environment variable injection.

Enables Claude Desktop to interact with Miro boards to list projects, retrieve board items like sticky notes and frames, and search for specific text content. It facilitates seamless board management and information retrieval through the Miro API.

An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed codebases.

The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently

An MCP server that enables MCP clients like Claude Code to work with SAP ABAP objects over RFC, reaching systems without HTTP/ADT endpoints such as classic ECC/R/3.

This K-Beauty MCP server provides specialized knowledge about Korean skincare and cosmetics through curated data on popular brands, ingredients, and skincare routines. Built with Python using the MCP framework and featuring structured data modules for brands like COSRX and Laneige, ingredient information including benefits and skin type compatibility, and multi-step Korean skincare routines for different skin concerns, it offers tools for product recommendations, ingredient analysis, and personalized routine suggestions. The implementation includes comprehensive skincare data covering anti-aging, acne-prone, and basic routines with step-by-step guidance, making it valuable for beauty enthusiasts seeking Korean skincare advice, skincare professionals building recommendation systems, and e-commerce applications requiring specialized K-Beauty product knowledge.

A Model Context Protocol (MCP) server that provides hourly and daily weather forecasts using the AccuWeather API.

Enables Claude Code to display images inline within supported terminals like Ghostty and Kitty using the Kitty graphics protocol on macOS. It allows users to view various image formats including PNG, JPEG, GIF, and WebP directly in the terminal interface.

Enables AI assistants to search, retrieve, and interact with HackerNews content including stories, comments, polls, and user information. Provides comprehensive access to all HackerNews API endpoints with 15 specialized tools for content discovery and analysis.

Provides access to France's official keyless geocoding API (Base Adresse Nationale) for address lookup and reverse geocoding.

MCP-Chroma is a server implementation that provides AI assistants with direct access to ChromaDB vector database capabilities for semantic search and document management. Developed by viable, this Rust-based server exposes ChromaDB operations through standardized tools for creating and managing collections, adding and retrieving documents, and performing similarity searches with customizable parameters. The implementation includes configuration options for different client types (HTTP, cloud, persistent, or ephemeral) and handles environment variable management, making it particularly useful for applications requiring vector embeddings storage, retrieval, and semantic search functionality without implementing alternative solutions.

Enables interaction with YouTube through search and transcript extraction functionality. Allows searching for videos and retrieving full transcripts with timestamps for content analysis.

Enables searching and querying Grand Paris Sud open data (urban services, mobility, environment) via ODSQL.

QR code MCP Server toolkit for LLM clients.

Enables AI assistants to retrieve and analyze Costco warehouse receipts and online order history through Costco's GraphQL API. Published on PyPI as costco-mcp-server with three releases, it supports purchase history queries for expense tracking and consumption analysis. Built with Python and MIT licensed.

Bridges Civilization V gameplay with AI assistants by exporting real-time game state data through a Lua mod and Python MCP server. The implementation consists of a Civ5 mod that captures turn-by-turn game information (cities, units, technologies, diplomacy, resources) and stores it in a SQLite database, paired with an MCP server that provides tools for querying current game state, historical data, and game configuration. Designed to create an AI advisor that can analyze your civilization's progress, suggest strategic decisions, and help players improve their gameplay without providing unfair advantages like revealing hidden information about unmet civilizations or unexplored territories.

MCP stdio server wrapping the fallelder SDK for sovereign, offline-capable, cryptographically signed operations, accessible via autonomous agents.

Provides job search, employer profiling, talent demand analysis, salary lookup, and recruitment trend analysis to assist with talent market research, employer analysis, and hiring decisions.