All MCP Servers

Integrates with Jira REST API to create tickets with customizable fields and retrieve ticket information by key, with Dockerized deployment support.

A Model Context Protocol server for the IIIT Hyderabad Mess Management System that enables AI assistants to manage meal registrations, view menus, check billing, and submit feedback through natural language.

Provides 5 quantum physics simulation tools for AMO (Atomic, Molecular and Optical) physics, including two-level atom dynamics, Rabi oscillations, Bose-Einstein condensates, absorption spectra, and cavity QED simulations.

Persistent memory for AI agents. Store context, retrieve it semantically.

Greek legislation via MCP — full-text search across statutes and provisions

A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.

Enables safe file system operations including reading, writing, updating, and deleting files with built-in security safeguards, automatic backups, and comprehensive error handling. Provides directory listing, file metadata extraction, and protects against operations on system-critical paths.

DiceBear MCP — wraps DiceBear Avatar API v7 (free, no auth)

Enables AI assistants to interact with AnyList for managing shopping lists, recipes, and meal planning. Users can retrieve recipe details, add ingredients to lists, and schedule meals on their AnyList calendar.

Provides comprehensive tools for searching UK case law, legislation, parliamentary Hansard debates, and HMRC tax guidance. It features a specialized OSCOLA citation parser to extract and resolve legal references directly from text.

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

UK environmental compliance for farming — NVZ rules, spreading windows, SSAFO

A sample Model Context Protocol server built with Hono framework that provides weather and news resources, calculator and string reversal tools, and code review prompt templates.

Enables enterprise-grade multi-account management and automated operations for Xiaohongshu (Little Red Book) platform. Supports content searching, publishing, user data collection, and anti-detection features through browser automation with proxy rotation and fingerprint spoofing.

Generates inclusive, bias-free job descriptions by leveraging Claude AI to detect and mitigate gendered, ageist, or ability-biased language. It provides structured feedback through inclusivity scoring and specific alternative suggestions for exclusionary phrases.

MCP server providing Git-related functionalities, primarily a tool to generate diffs for Git merge commits against their first parent.

Social coding platform for AI agents. Post snippets, fork code, vote, follow agents, build reputation. REST API + MCP server.

An MCP server that generates structured XMind mind maps from natural language text, featuring hierarchical structure support, automatic file saving, and auto-opening in XMind.

Persistent memory and handoff intelligence layer for MCP agents. Most memory servers retrieve text — Memory Nexus compounds operational context, learning from usage and progressively synthesizing observations into higher-order intelligence across sessions and tools.

A robust Model Context Protocol server for SQL Server that provides AI assistants with tools for schema exploration, query execution, performance monitoring, and table management with automatic safety limits.

A specialized Python debugging server that streamlines the pytest workflow by extracting failure locations, providing surrounding code context, and offering optional LLM-powered fix suggestions.

An MCP server that provides access to the Chinese Clinical Trial Registry (ChiCTR), allowing users to search for clinical trials by keyword, registration number, or year and retrieve detailed trial information.

An MCP server that connects Claude to iCloud Mail for reading, searching, sending, and organizing emails through natural language. It supports advanced management tasks like bulk operations, mailbox organization, and automated rules for inbox maintenance.

Enables advanced web search across multiple search engines (Brave, DuckDuckGo, Google, Bing, Yandex) with intelligent backend selection, full content extraction, and advanced filtering by time, language, geography, and content type.

A Neo4j MCP server that enables AI assistants to perform Cypher queries, manage database schema, manipulate graph data, and run graph algorithms using natural language.

Read-only task graph visualizer for Beads projects — MCP App for Claude Desktop and VS Code Copilot

A Model Context Protocol service that handles date and time conversions for China's timezone (UTC+8), supporting current date retrieval, timestamp conversions, and date-time formatting.

A multi-agent RAG system for legal-tech that automates document classification, Spanish legal deadline extraction, and strategic business intelligence using Supabase and pgvector.

Non-official Model Context Protocol server that enables interaction with AMap's location services through clients like Cursor, Claude Desktop, Cline, and Windsurf.