Discover Awesome MCP Servers

audit-ledger-mcp

Tamper-evident audit logging for AI decisions. Three tools (record_decision, verify_decision, list_decisions) write to a regulator-grade ledger built on AWS S3 Object Lock with 7-year retention. Designed for EU AI Act Article 12 and FCA SS1/23 evidence requirements. Try zero-config: npx audit-ledger-mcp boots in sandbox mode against a public hosted tenant.

mcp-servers

Máy chủ MCP để cung cấp siêu năng lực cho LLM.

FinRAG-MCP

Enables secure role-based querying of company documents across different departments (Engineering, Finance, HR, Marketing) with access control that restricts data visibility based on user roles. Provides retrieval-augmented generation with source citations and metadata for trusted corporate knowledge access.

docx-comparison-mcp

Generates Word documents for comparison tables and specifications from structured JSON data. Supports both stdio mode for Claude Desktop/Code and HTTP mode for AI frameworks like Dify and LangFlow.

Brightspace MCP Server

MCP server for Brightspace (D2L): check grades, due dates, announcements, rosters & more using Claude, ChatGPT, Cursor, or any MCP client. Built with TypeScript and the D2L REST API.

local-memory-mcp

Description: Persistent local memory for Claude, Cursor and Codex. 13 MCP tools, SQLite + FTS5 + Knowledge Graph. No cloud, no API keys. One command: npx @studiomeyer/local-memory-mcp.

Amadeus MCP Server

Một máy chủ giao thức ngữ cảnh mô hình (Model Context Protocol server) kết nối với Amadeus API, cho phép các trợ lý AI tìm kiếm chuyến bay, phân tích giá cả, tìm các ưu đãi du lịch tốt nhất và lên kế hoạch cho các chuyến đi nhiều thành phố.

Jira-GitLab MCP Server

Integrates Jira and GitLab to enable AI agents to seamlessly manage issues, create branches, and automate SRE workflows from issue detection to fix deployment. Features AI-powered analysis for intelligent code generation and comprehensive automation across both platforms.

Md2svg-mcp

Converts Markdown text into customizable SVG images, supporting elements like headings, lists, and tables. It enables MCP clients to visualize Markdown content in a scalable vector graphic format with custom dimensions and padding.

tlon-mcp-server

Enables interaction with Urbit ships via Tlon agents, supporting direct messaging, group management, channel operations, reactions, and profile management through natural language commands.

Web Search MCP Server

This MCP server provides tools for AI agents to search the web, fetch page content, and query specific elements from pages using DuckDuckGo.

Weather MCP App

An MCP server that provides current weather, hourly and 7-day forecasts, and air quality data for any city or zip code, with an interactive React UI and support for both stdio and HTTP transports.

Berlin Transport MCP Server

Provides access to Berlin's public transport data through the VBB API, enabling users to search stops, get departures, and plan journeys across Berlin-Brandenburg.

Github Mcp Server Review Tools

Mở rộng GitHub MCP Server với các công cụ bổ sung cho chức năng bình luận đánh giá pull request.

ONES Doc MCP

MCP server for reading ONES documents in intranet environments, supporting authentication via account/password or browser session reuse.

MCP Tools

Provides context management and todo persistence with AI second opinions from ChatGPT and Claude. Enables saving code snippets, conversations, and todos across sessions with full-text search capabilities.

figma-mcp-flutter-test

Dự án thử nghiệm tái tạo thiết kế Figma trong Flutter bằng cách sử dụng Figma MCP Server.

zoty

A lightweight MCP server that connects AI agents to a local Zotero library for paper management and metadata retrieval. It enables users to search titles and abstracts, browse collections, and automatically ingest papers via arXiv ID or DOI with PDF attachments.

WHOOP MCP Server

Enables access to WHOOP fitness and health data through all WHOOP v2 API endpoints. Supports OAuth 2.0 authentication and provides comprehensive access to user profiles, physiological cycles, recovery metrics, sleep analysis, and workout data.

MC Figma Bridge

Enables Cursor (MCP client) to interact with an active Figma document through a local WebSocket bridge and Figma plugin, providing tools to read and modify canvas elements like text and frames.

mealie-mcp-server

A MCP server for Mealie recipe management. Exposes 43 tools and 1 prompt for AI assistants to search, create, and manage recipes, meal plans, shopping lists, categories, and tags.

intacct-docs

Enables AI assistants to search, browse, and generate example payloads from Sage Intacct REST API documentation using OpenAPI specs.

Mail MCP Server

Enables AI assistants to send, read, and manage emails via SMTP and IMAP, with support for attachments, threads, and mailbox organization.

MCP UI Glue Code Generator

Automates frontend integration by mapping messy API JSON responses to Vue or React Design System components, generating Zod schemas for type-safe data transformation with live UI previews in chat.

estat-mcp

MCP server for Japan's e-Stat (Government Statistics Portal). Search statistical datasets, retrieve data tables, and access metadata from official Japanese government statistics.

PageIndex Light MCP

Agentic PDF search via MCP, enabling intelligent document retrieval through LLM reasoning instead of vector similarity.

Portfolio Tracker MCP Server

Enables AI clients to track investment portfolios by retrieving positions, calculating profit and loss, and refreshing price data via Yahoo Finance. It allows users to monitor overall performance and query specific ticker details through natural language interactions.

codescan

Enables querying a Neo4j-based code graph for Python projects, providing tools for code structure, call graph, and test coverage analysis.

Hungarian Financial Regulation MCP

Enables querying Hungarian financial regulation data, including regulations, decisions, and requirements from MNB, directly from MCP-compatible clients like Claude or Cursor.