Discover Awesome MCP Servers

ContextBuilder (ctx)

A Context-as-a-Service MCP server that maintains structured, graph-based context for Shopify apps by extracting and summarizing data from web sources and help centers. It enables multi-agent systems to retrieve isolated, provenance-backed context slices or starter bundles via push and pull mechanisms.

wisdomforge

Một hệ thống quản lý tri thức mạnh mẽ, tạo ra sự thông thái từ kinh nghiệm, hiểu biết sâu sắc và các phương pháp thực hành tốt nhất. Được xây dựng với cơ sở dữ liệu vector Qdrant để lưu trữ và truy xuất kiến thức hiệu quả.

tdarr-mcp

MCP server for interacting with Tdarr, a distributed transcoding system. Provides 21 tools for monitoring workers, managing flows, and controlling transcoding libraries.

YAPI MCP Server

Enables LLM clients to browse and inspect YAPI API documentation, including project info, categories, interfaces, and full API details with request/response schemas.

XLSX Reader MCP

A Model Context Protocol server that enables reading and analyzing Excel documents with features like flexible data access, multiple output formats, and advanced analysis capabilities.

swipl-mcp-server

This server lets tools-enabled LLMs work directly with SWI‑Prolog. It supports loading Prolog files, adding/removing facts and rules, listing symbols, and running queries with two modes: deterministic pagination and true engine backtracking.

WakaTime MCP Server

Provides access to WakaTime coding analytics data through MCP tools. Enables querying coding stats, activity summaries, project lists, and time tracking information from your WakaTime account.

atxp-mcp

Access 5+ ATXP agent tools via MCP: web search, AI image generation, email, and music generation. Free tier with pay-per-use Pro tier via x402 micropayments (USDC on Base mainnet).

tooltrust-mcp

Scans MCP servers for prompt injection, supply chain attacks, excessive permissions, and code execution risks. Includes an offline blacklist that catches known-compromised packages like LiteLLM 1.82.7/1.82.8 and Trivy with zero latency.

Grokipedia MCP Server

Enables searching and retrieving content from Grokipedia, with tools for page lookup, citations, sections, and related pages.

Indodax MCP Server

Exposes Indodax's Private and Public REST APIs as MCP tools, enabling AI agents to manage cryptocurrency trading and account information. It supports tasks like checking market prices, viewing account balances, and executing or canceling buy and sell orders.

Delphi Compiler MCP Server

Enables AI assistants to compile Delphi projects and single units directly through the Model Context Protocol. It features automatic compiler detection via the Windows registry and supports MSBuild with full build event integration.

mcp-svstudio

Máy chủ MCP cho Synthesizer V AI Vocal Studio, cho phép các LLM tạo/chỉnh sửa các đoạn nhạc giọng hát, ví dụ: thêm lời vào giai điệu.

Voice MCP

Enables bidirectional voice interaction for Claude Code using local speech-to-text and text-to-speech models optimized for Apple Silicon. It provides tools to listen to user speech via microphone and speak responses aloud through system speakers.

akiflow-toolkit

Unofficial MCP server for Akiflow that enables AI agents to manage tasks, projects, and calendar via the Model Context Protocol.

Zonos TTS MCP for Linux

Máy chủ Zonos MCP được sửa đổi để tối ưu hóa cho Linux và GPU.

video-toolkit-mcp

A Model Context Protocol (MCP) server that provides comprehensive video tools: transcript retrieval, video downloading, and automatic subtitle generation using AI speech-to-text. Works with YouTube, Bilibili, Vimeo, and any platform supported by yt-dlp.

RobotWS MCP Server

Indexes Robot Framework and Python files from robotws, stores metadata in SQLite, and provides generation context to help Cursor's LLM draft testcases in team style.

Sevalla MCP server

Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth - connect in one click, no API keys to configure.

mcp-mssql-server

Enables Claude Code and other MCP clients to interact with Microsoft SQL Server databases through standardized tools for query execution, schema exploration, table management, and stored procedure execution.

MCP Terminal

Enables AI agents to launch, monitor, and manage long-running terminal processes with real-time log capture and search functionality. It features automatic log rotation and graceful process termination to ensure system stability.

Easysearch MCP Server

Enables AI agents to interact with INFINI Easysearch (compatible with Elasticsearch/OpenSearch APIs) through 121 tools covering cluster management, index operations, document manipulation, search queries, snapshots, and monitoring.

Israeli Bank MCP

A Model Context Protocol server that allows AI assistants to connect to and manage Israeli bank accounts, fetch transactions, and handle authentication for all major Israeli banks and credit card companies.

HimiTrace MCP Server

A Model Context Protocol (MCP) server connecting AI agents to the Polygon blockchain for product origin verification and supply chain timeline auditing

MCP Job Matching Server

An MCP server that enables AI agents to evaluate candidate-job fit by calculating weighted match scores based on skills and requirements.

MantisBT MCP Server

Enables interaction with MantisBT bug tracking systems through the REST API. Supports issue management, project access, user information, and note creation with type-safe operations.

Data Workers

Open-source autonomous agent swarm of 15 MCP-native AI agents for data engineering — catalog, quality, incidents, schema evolution, governance, migration, observability, ML. 212+ tools, Apache 2.0. Works with Claude Code, Cursor, ChatGPT, and any MCP client.

mcp-ClinicalTrial

An MCP server that interacts with the ClinicalTrials.gov API v2 to perform drug safety assessments and adverse event comparisons. It enables users to search for clinical trials, retrieve detailed study information, and analyze safety profiles across various medications and control groups.