Discover Awesome MCP Servers

MCP Probe Kit

A comprehensive development toolkit with 23 tools covering code quality analysis, development efficiency, and project management. Enables AI-assisted code review, test generation, performance analysis, SQL generation, UI component creation, and automated project documentation.

Airtable MCP Pro

Enables comprehensive interaction with Airtable databases through MCP for ChatGPT Business/Projects. Supports full CRUD operations, querying, searching, and database management with pagination, filtering, and per-user authentication.

Redis CRUD MCP Server

Provides comprehensive Redis database operations supporting all major data types (strings, lists, sets, hashes, sorted sets) with full CRUD functionality through natural language commands.

hatha-mcp

MCP server providing AI agents with access to classical yoga texts and a daily sādhana practice for ethical alignment based on the Yogic Alignment Framework.

@friday-ai-codes/mcp

Provides MCP tools for Friday AI, enabling code indexing, Graph RAG, coding plans, and PR/MR operations via AI coding assistants like Cursor, Claude Code, and Codex.

NDB MCP Server

Enables Claude and other MCP-compatible AI assistants to manage Nutanix Database Service (NDB) environments through natural language, supporting database operations like provisioning, cloning, backups, and monitoring with customizable instructions and behavior controls.

ScreenshotOne MCP Server

Connects AI assistants to ScreenshotOne.com API for capturing website screenshots with customizable options including viewport size, full-page captures, and multiple output formats.

JIRA MCP Server

A production-ready MCP server for JIRA integration that enables AI assistants to query JIRA issues and perform searches using natural language through JQL.

Research Citations MCP Server

An MCP server for searching and citing research papers using RAG, enabling semantic search, citation finding, and question answering over a collection of PDF papers.

VisionPower

VisionPower enables AI agents to analyze images, read text from screenshots, and interpret charts using any OpenAI-compatible vision model. It supports local images, URLs, base64, and multiple images with order preservation.

CLI MCP Server

A simplified MCP server for terminal command execution

mcp-websearch-aggregator

Aggregates search results from DuckDuckGo, Wikidata, and ArXiv into a single markdown response via JSON-RPC endpoint.

Jachy MCP Server

A centralized automation hub that provides a unified interface for AI agents to interact with various services, currently featuring Discord forum post creation. It offers an extensible TypeScript architecture designed for easily adding new tool domains and integrating with platforms like Claude Desktop and Cursor.

mcp-arabic-toolkit

MCP server exposing Arabic text utilities: normalisation, tashkeel stripping, transliteration, heuristic dialect detection, and token counting.

Amazon SageMaker Well-Architected MCP Server

Provides tools to validate SageMaker workloads against the six pillars of the AWS Well-Architected Framework, returning findings with severity levels and recommendations.

gsap-mcp

A static code generation server for GSAP animations. It provides 18 tools to generate tween, timeline, easing, plugin effects (ScrollTrigger, SplitText, MorphSVG, etc.), and developer utilities without any GSAP runtime dependency.

Netmind Web3 MCP Server

Provides a comprehensive suite of Web3 tools for querying token addresses, news summaries, and real-time market data via CoinGecko. It also facilitates DeFi operations including token price tracking, pool information, and swap quotes through Sugar DeFi integration.

Analyse-CV

Enables automatic analysis and comparison of CVs against a job description, scoring candidates and generating professional reports.

@kadam-net/mcp-server

MCP server for Kadam ad network that enables AI agents to manage campaigns, creatives, audiences, sites, and analytics.

ticktick-mcp-server

An MCP server that enables Claude to manage TickTick tasks and projects via OAuth 2.1 with PKCE authentication.

Wix MCP Server

Wix MCP Server

Vue Prime MCP Server

Provides access to PrimeVue documentation through MCP, enabling retrieval of component documentation, full docs, and structured documentation pages for AI-assisted Vue.js development.

Square Model Context Protocol Server

Enables AI assistants to interact with Square's Connect API through the Model Context Protocol standard, allowing for operations like managing customers, processing payments, and handling inventory.

Memory MCP 服务器

Here are a few possible translations, depending on the specific context: **Option 1 (Focus on simplicity and directness):** * **Iniciar o memory mcp com um clique e fornecer serviço SSE.** (This is the most straightforward translation.) **Option 2 (Adding a bit more technical clarity):** * **Iniciar o memory mcp com um único clique/comando e disponibilizar serviço SSE externamente.** (This emphasizes the single action and the external availability of the service.) **Option 3 (More formal and detailed):** * **Executar o memory mcp com um único clique/comando para fornecer um serviço SSE.** (This is a more formal and slightly more verbose option.) **Explanation of terms:** * **一键启动 (yī jiàn qǐ dòng):** "One-click start" or "Start with one click/command". I've translated this as "com um clique" or "com um único clique/comando". * **memory mcp:** This is kept as "memory mcp" as it's likely a specific application or module name. * **对外提供 (duì wài tí gōng):** "Provide externally" or "Make available externally". Translated as "fornecer externamente" or "disponibilizar externamente". * **SSE 服务 (SSE fú wù):** "SSE service". Translated as "serviço SSE". **Recommendation:** I would recommend **Option 1: Iniciar o memory mcp com um clique e fornecer serviço SSE.** unless you have more context that suggests a more technical or formal translation is needed.

Multi-MCP Proxy

A flexible MCP proxy server that connects to and routes between multiple backend MCP servers over STDIO or SSE, enabling dynamic management and namespacing of tools.

agent-gate

An MCP server that enforces fail-closed deterministic checks, independent refute-first review, and tamper-evident hash-chained receipts for AI agent outputs before claiming completion.

perplexity-control-mcp

Comprehensive MCP server providing full programmatic control over the Perplexity API, including agent, sonar, search, embeddings, key management, and cost estimation tools.

Loki MCP

Read-only MCP server for 1mg's logistics platform (Loki/Thor), enabling order, task, rider, hub, and day-tracking queries via the Thor API.

VibeKit MCP

MCP server for VibeKit — build, deploy, and manage hosted apps and chat with each app's persistent server-side AI agent from Claude Desktop, Cursor, or any MCP client. Every app gets its own agent and a live URL; bring your own Claude/OpenAI key or pay-as-you-go.

FastAPI MCP Math and Tool Registration Demo

A FastAPI-integrated MCP server that provides mathematical operations like addition and multiplication using Pandas for data manipulation. It serves as a comprehensive example for implementing different tool registration patterns and real-time communication via Server-Sent Events.