Development Tools

A tutorial MCP server that provides basic utility tools including time queries, arithmetic calculations, random number generation, string manipulation, and server information retrieval.

This is test server

A comprehensive MCP server providing deep integration with GitLab's API, including tools for managing issues, merge requests, CI/CD pipelines, and atomic batch repository operations.

Enables fast code analysis and navigation through hybrid semantic search, graph-based relationship tracking, and structure exploration across multiple programming languages with optimized indexing for large codebases.

Provides weather information using Open-Meteo API without requiring an API key. Supports weather queries by city name or coordinates with customizable temperature units.

CallHub MCP is a Python-based tool that allows you to interact with the CallHub API through Claude. This tool provides a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.

Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.

A server that manages conversation context for LLM interactions, storing recent prompts and providing relevant context for each user via REST API endpoints.

Enables AI assistants to search through structured databases and unstructured content (documents, videos, files) using natural language queries with semantic understanding.

Enables interaction with Figma files through tools that list projects/files, fetch design data, and generate React+Vite frontend code directly from Figma frames.

A comprehensive automation server for Windows providing control over the file system, processes, windows, peripherals (mouse/keyboard), system shell (PowerShell/CMD), and browser automation.

Automatically fetches API documentation from ShowDoc and generates Android code including Entity classes, Repository patterns, and Retrofit interfaces.

Connects Claude Desktop to the Open-Meteo API to retrieve real-time weather data for cities worldwide without requiring an API key.

A ComfyUI-powered MCP server specialized in generating 2D game assets, including character animations, tilesets, and top-down icons with depth-guided viewpoint control.

Provides job search capabilities including analyzing job descriptions, fetching job postings from URLs, and searching opportunities, plus basic image processing tools like converting images to black and white.

A zero-cost MCP server that forces AI to self-correct code using prompt injection and context isolation.

Provides real-time access to the latest announcements and notices from Myongji University's official website through AI-powered web scraping.

Provides tools to communicate with a service dependency API, enabling users to query and interact with service relationship data and dependency mappings.

Fetches YouTube video subtitles and transcripts with support for multiple languages and output formats (SRT, VTT, TXT, JSON).

Enables AI assistants to interact with local Git repositories for operations like status, commits, branching, and diffs, plus GitHub API integration for managing pull requests when authenticated.

Provides access to the National Library of Norway's Digital Humanities Lab, enabling text and image search, NGram analysis, word lookup, concordance finding, and corpus statistics from Norwegian digital collections.

Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshare public dataset with structured dimensions and measures through a simplified interface.

A comprehensive Kafka management MCP server that enables AI assistants to perform topic operations, monitor cluster health, and conduct temporal trend analysis via natural language.

A stateless HTTP streaming MCP server built with Express that provides tools to read resource files (widgetResource.md and pageResource.md) and demonstrates the HTTP Streaming Transport protocol implementation.

Wraps any CLI tool and exposes its subcommands as MCP tools with typed parameters, supporting both config-driven mode for structured commands and fallback mode for raw CLI execution.

Enables AI assistants to manage Joplin Notes through the Web Clipper API, supporting note creation, updates, search, notebook organization, and tag management.

Enables file management operations on the desktop including creating, reading, editing, moving, renaming, deleting, and listing files through the Model Context Protocol.

test-mcp-glama

Remote MCP server running on Cloudflare Workers that creates PowerPoint presentations with customizable slides, layouts, and bullet points, along with basic calculator functions.

Enables Claude and other MCP clients to access and process arXiv papers by fetching their LaTeX source code, providing accurate interpretation of mathematical equations and notations that PDF processing often struggles with.