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Enables natural language access to ERA5 climate data from the Copernicus Climate Data Store. Supports downloading monthly means and inspecting NetCDF files.

128-tool MCP server for session persistence, semantic memory, cross-project learning, adversarial testing, and crash recovery.

MCP server for Spotify -- playlist building, playback control, and music discovery for Claude and other LLM agents

Enables AI agents to directly create, read, edit, and save Excel (.xlsx) spreadsheets using natural language through the Model Context Protocol, supporting cells, sheets, formatting, and formulas without writing Python code.

Multi-modal travel-time isochrone reachability boundary analyzer (Targomo)

MCP server: de-handelsregister-mcp

A Python-based bridge that wraps the MATLAB MCP server into an HTTP proxy using FastMCP, enabling AI assistants to interact with local or remote MATLAB sessions via HTTP, particularly useful in HPC environments.

User-owned protection and a controlled MCP-to-WebMCP connection layer for agents acting on the web

Deploys a remote MCP server on Cloudflare Workers without authentication, allowing connection to AI Playground or Claude Desktop.

Discourse MCP Server implements the Model Context Protocol for searching posts on Discourse forums. Built by Sylvain CAU, it provides a single tool 'search_posts' that allows AI assistants to query Discourse content using the discourse2 npm package. The server can be deployed via Docker or run directly with npx, requiring configuration of the Discourse API URL, key, and username as environment variables. This implementation is particularly useful for workflows where AI assistants need to reference or analyze content from Discourse forums without leaving the conversation interface.

Model routing strategy for multi-model AI fleet.

Create AI-powered startup workspaces via Audos API.

Provides access to Meta's Marketing API (Graph API v25.0) for Facebook and Instagram advertising operations, exposing semantic tools for LLM agents. Covers insights retrieval at account, campaign, ad set, and ad levels with date ranges, breakdowns, and filtering; campaign and ad set listing with status filtering and pagination; and full campaign lifecycle management including creation, updates, deletion, and creative management. Supports natural language queries for performance analysis, campaign automation, and advertising workflow management.

An MCP server that allows managing Docker containers through natural language, enabling users to compose, introspect, and debug containers without running commands themselves.

Search flights, hotels & experiences at all-in prices, then build a trip on breckenwander.com.

SOC2 / HIPAA regulatory compliance policy checker

AI sales manager for composite swimming pools. Recommends pools by plot size & budget, calculates total cost with accessories, provides BIM/CAD files for architects, and connects clients with dealers across 175 Russian cities

Dynamic search synthesis and Page layout compiler generating comparison matrices & HTML UI

Connects AI agents to ACCOS for OCR on Thai receipts, tax invoices, and withholding tax certificates via MCP.

This MCP server lets an AI client manage GitHub repositories through the GitHub REST and GraphQL APIs, enabling repository CRUD, topic/label management, and file operations.