Discover Awesome MCP Servers

MCP Market Statistics Server

Provides comprehensive statistics and advanced analysis tools for the Korean stock market, offering real-time index data, sector analysis, investor trend tracking, and AI-based market pattern recognition.

ArxivSearcher MCP Server

An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.

Netlify Express MCP Server

A serverless MCP server example built with Express and deployed on Netlify Functions, demonstrating how to expose MCP endpoints via a custom URL with proper redirects.

tasks-mcp

A lightweight task management MCP server that enables CRUD operations on tasks stored in a single JSON file, including listing, creating, updating progress, and setting priorities.

MathJS Calculator MCP Server

Provides mathematical calculation capabilities using MathJS, enabling expression evaluation and derivative calculation.

api-draw

MCP server for generating and editing images using gpt-image-2. Enables image creation, editing, listing, and retrieval via natural language tools.

jita-mcp

Remote MCP server for EVE Online that validates ship fittings with actual stats, DPS/EHP, and live market prices, enabling LLMs to answer whether a fit works and what it costs.

Perplexity Search

Perplexity AI APIの統合をLLMで実現し、技術ドキュメント、コードレビュー、APIドキュメントなどのタスク向けに特化したプロンプトテンプレートを活用することで、高度なチャット補完を提供します。

figma-spec-mcp

Bridge Figma designs to any platform with structured specs for Unity, React, Flutter, SwiftUI, and more, including layout audit, design tokens, and accessibility checks.

InsightSentry MCP

Provides AI assistants with comprehensive access to real-time and historical financial market data including stocks, options, crypto, and forex through the InsightSentry API. Supports 28+ specialized tools for market analysis, screening, and news retrieval, functioning as both an MCP server and standalone CLI.

gsheetmcp

MCP server to read public Google Sheets data via gviz endpoint, no authentication needed. Supports column filtering and returns structured JSON.

Pic Nicked MCP

Enables searching Google Custom Search Engine for images and saving them directly to the user's project directory.

quelvio-mcp-server

Search your company's connected knowledge from any AI tool that speaks the Model Context Protocol. Supports querying across sources like Drive, SharePoint, Confluence, Slack, and Notion with permission filtering.

mcp-memory

A standalone memory service that provides persistent storage for AI assistants via the Model Context Protocol.

Semantic Rails MCP Server

Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and execution of analytics queries.

Jotform Workflow MCP Server

MCP server that exposes Jotform Workflows to AI assistants through 14 tools across discovery, reading, building, and risky actions. It allows creating, reading, updating, publishing, and deleting workflows, as well as managing their steps, all via natural language conversation.

mori

Mori (森) is a shared memory layer for AI coding agents — one that compounds.

agent-vrm-mcp

Enables Claude to generate speech from text and express it through a 3D VRM avatar via the AgentVRM engine.

darktable-mcp

Enables Claude and other AI assistants to control darktable for photo management and editing through its Lua API.

Harvey Intel

Solana token safety analysis, CORTEX trading signals, and Synthia social intelligence. Pay-per-query via x402 USDC micropayments.

MCP-GESTI-N-DE-PROYECTOS

Automates generation of Work Breakdown Structure (WBS) diagrams and project documents. Supports Mermaid, PNG, and .docx export for project MINTRANET.

SmartDrive

Enables semantic search across your OneDrive documents using natural language queries, powered by RAG with Pinecone vector search and Azure Blob Storage.

server-employee

Enables querying employment rates by sector (agriculture, industry, services) for a given country and year using World Bank API.

ModWrench MCP Server

Enables AI assistants to search, browse, and manage mods across Nexus Mods, mod.io, Thunderstore, and Modrinth, as well as perform local diagnostics like detecting games and parsing crash logs.

qlik-cloud-admin

Connects Claude Desktop to a Qlik Cloud tenant for admin operations, allowing users to manage resources like spaces, apps, and automations via natural language.

MCP Prompt Enhancer

Intelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.

QA Assistant MCP

An MCP server that enables Claude to read Jira user stories, search Confluence documentation, and generate QA artifacts like test scenarios, test cases, traceability matrices, coverage analysis, and executive summaries using GPT-4o.

data-transformer

Provides safe, deterministic inspection, transformation, validation, and diffing of structured data (JSON, CSV, YAML, Parquet) via schema-aware MCP tools.

Outlook Calendar MCP

Outlook Calendar MCP Server built using FastMCP and Microsoft Graph API. This MCP server allows AI agents to manage Outlook Calendar events through Microsoft Graph.

mcp-uk-ons

Enables querying UK Office for National Statistics datasets and their editions through natural language, with no authentication required.