Provides automated optimization and performance analysis for PySpark code using MCP between a client and a Claude AI-powered server.

A collection of MCP servers for Claude Desktop enabling screen capture, data analysis with DuckDB, keyboard/mouse control, and API-style data processing.

Provides code structure and semantic analysis via ASTs and ASGs across Python, JavaScript, Go, Rust, and more.

Exposes the Agentic Control Framework as an MCP server (stdio/http) for context engineering and task orchestration via JSON‑RPC.

MCP server exposing HubSpot CRM APIs with object operations, batch actions, associations, and property validation.

MCP RSS is a Model Context Protocol (MCP) server for interacting with RSS feeds.

Provides an approach for designers to interact with Rhino and Grasshopper via LLMs to analyze 3D models, model procedurally, and generate GHPython scripts.

Exposes a MCP server as a GPT actions compatible API for seamless action-based interactions.

Provides an MCP interface to query Prometheus metrics, read configurations, and analyze data via a structured toolset.

Provides MCP-enabled data access through Nostr’s DVM network for discovering and executing tools.

Provides MCP servers to automate PowerPoint and Excel via Python COM automation, enabling AI-driven creation, editing, and data handling.

Provides SQL analysis, linting, and dialect conversion capabilities using SQLGlot.

Bridges Perplexity web search and reasoning models to MCP-enabled assistants via stdio

Provides Kubernetes workload analysis and diagnostics through an MCP server for quick cluster health checks.

A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.

Provides two Windows-based MCP servers to automate PowerPoint and Excel via Python and pywin32, enabling AI-driven document and data automation.

一個基於 Model Context Protocol (MCP) 的台灣假期查詢伺服器，為 AI 工具提供準確的台灣國定假日資訊。

🚀 Intelligent MCP server bridging Claude AI with Dash (macOS documentation browser). Transforms local Dash docsets into context-aware documentation assistant with fuzzy search, project detection, content extraction, and Warp Terminal integration. Perfect for developers who want seamless API reference access while coding.

Whatsapp MCP Server implemented in Python

Transforms ZIM archives into structured, offline knowledge engines for AI models with mode options, smart retrieval, and high-performance access.

Provides web scraping and website crawling capabilities for LLM agents via MCP endpoints.