Discover Awesome MCP Servers

mcp-data-explorer

Allows LLMs to explore CSV datasets through statistics without loading raw data, offering tools for dataset inspection, column description, and filtered queries while enforcing safety by restricting file access to a specified directory.

AIE7-hw13-mcp

MCP server using Tavily API for web search, enabling web search queries via stdio transport.

book-recommendations

Enables AI agents to get book recommendations by topic or mood, discover serendipitous blind-date picks from first sentences, and access free public-domain classics with read-now availability, all with no API keys required.

MetaTrader MCP Server

Enables AI assistants to trade on MetaTrader 5 using natural language, supporting account management, order placement, and real-time market data.

pilot-mcp

An MCP server that gives agents access to a network of 435 specialist agents and peer-to-peer A2A messaging, enabling keyless, real-time data queries and direct communication with other agents.

Model Context Protocol Server

자체 MCP 서버를 구축하는 튜토리얼을 시도했을 때의 학습용 저장소

arcgis-mckinney

Enables querying and searching City of McKinney GIS open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services.

The Mine Works MCP servers

Seven remote MCP servers exposing 51 published Apify scrapers as agent tools: company diligence, social listening, recruiting, real estate, lead generation, e-commerce and academic research. Billed per result, and a call that returns nothing is never charged.

RepoWeaver

MCP server that builds a local code intelligence layer, letting AI agents explore call graphs, blast radius, and source slices via a single tool without external APIs.

blastradius

Analyzes npm dependency upgrades to reveal which files and functions in your codebase break, with confidence tiers and transitive call chain tracing.

jq-docs-mcp

MCP server that provides AI with documentation for 221 JointQuant API functions and 2,479 data table fields, enabling accurate code generation without hallucination.

TypeScript Extractor MCP Server

Enables to extract TypeScript methods, functions, and their relevant imports and class properties for code analysis, refactoring, and documentation.

kb-graph

Provides a self-tending knowledge base for AI agents, automatically harvesting session transcripts into facts and state notes, and injecting relevant context into new sessions via MCP hooks.

MCP Translation Text

Provides text translation capabilities powered by NiuTrans API with support for 455+ languages. Includes translation tools and language catalog resources for seamless integration with MCP clients.

ThingsBoard Lighting MCP Server

An MCP server that lets Claude read and switch the 3 lights in the innovation room through ThingsBoard, using natural language.

mcp-gtm

Enables LLMs to manage Google Tag Manager containers through exported JSON files, with full CRUD operations on tags, triggers, variables, and folders, plus validation and analysis tools.

mcp-entur

Provides access to Norway's nationwide public transport data (all modes) via the Entur API, enabling queries about routes, stops, and departures through natural language.

colab-mcp

Local-first MCP server for controlling Google Colab as a development, shell, file, and training runtime, with tools for notebook editing, GPU acceleration, and file transfer.

ashare-mcp

An MCP server that exposes all 23 baostock data endpoints as tools, including K-line, quarterly financials, performance reports, dividends, industry classification, index constituents, and macro series.

Claude-Code MCP Runner

This MCP server enables remote control and management of Claude Code agents, allowing you to execute missions, configure agent personalities, and integrate with other MCP tools.

Figma MCP

MCP server for the Figma API. Lets AI agents fetch designs, nodes, and rendered images from Figma.

honest-vies-mcp

Local MCP server for validating EU VAT numbers using the official VIES API. Enables AI to check VAT validity and optionally retrieve consultation numbers for legal proof.

MCP Git/PR Assist

Enables Git and GitHub pull request operations through Claude AI, including repository management, branch operations, commits, and PR creation/commenting. Streamlines development workflows by providing Git commands and GitHub API integration through natural language interactions.

PromptX

Transforms AI agents into industry experts through natural conversation, enabling role creation (Nuwa), tool integration (Luban), and professional content generation (Writer) with cognitive memory capabilities.

kuik-fileshare-mcp

Enables KUIK Agent to access on-premise SMB/CIFS shares on a Windows Server using the employee's own credentials, enforcing live ACLs. Supports file operations such as list, read, write, search, move, copy, delete, and upload/download without mounting or duplicating data.

maildoc

Lightweight email search, attachment retrieval, and PDF extraction for AI agents via Gmail, exposing MCP tools to search, manage folders, and extract text from PDF attachments.

MCP Greeting Server

Provides time-aware greetings in multiple languages and timezones, with personalization support.

mcp-rosario-municipal

Read-only MCP server for Municipalidad de Rosario citizen queries, routing by intent to official sources and a local document index. It exposes tools for querying official documents, procedures, claims, payments, appointments, and news via MCP stdio or HTTP.

Featureflow MCP Server

Enables AI assistants to manage Featureflow feature flags, including creating and updating features, controlling feature states across environments, and managing projects, environments, and targeting rules through natural language.

@shuji-bonji/pdf-reader-mcp

An MCP (Model Context Protocol) server specialized in deciphering PDF internal structures.