Discover Awesome MCP Servers

Google Spanner MCP Server by CData

This read-only MCP Server allows you to connect to Google Spanner data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

DataFrame Analyst MCP

Enables analysis of datasets from CSV/Excel files, Google Sheets, and Google Drive with comprehensive data profiling tools including schema inference, missing value reports, correlation analysis, and outlier detection. Supports exporting analytical reports in multiple formats to local storage or Google Drive.

mise-en-space

An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file deposits to disk, reducing context usage.

fldigi-mcp

Enables MCP clients like Claude Desktop to control the fldigi amateur radio digital modem application, including modem, rig, log, and transmit functions, with a callsign-based transmit safety gate.

Father-MCP

Un servidor MCP que permite a los modelos de IA implementar el Protocolo de Contexto del Modelo, completo con herramientas y documentación.

mcp-bcrp

Provides access to over 5,000 macroeconomic indicators from the Banco Central de Reserva del Perú (BCRP) statistical database. It enables AI agents to search for indicators, fetch time-series data, and generate professional economic charts.

whenwecan

Enables scheduling polls for group chats to find common available times, with tools to create polls, get results, add candidate slots, and finalize appointments.

frame-check-mcp

Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.

Local File Organizer

A file organization MCP server that safely categorizes and manages files in allowed directories by type, with search and analysis capabilities.

Cloud Video Intelligence API MCP Server

This server enables interaction with Google's Video Intelligence API for advanced video analysis, auto-generated using AG2's MCP builder to provide a standardized multi-agent interface.

GAIIA Expert Proxy (MCP Server)

MCP server for high-fidelity code audits, refactoring, and architectural analysis using specialized Proxy Experts.

Bluesky MCP Server

A Model Context Protocol server that connects to Bluesky and provides natural language tools to interact with the ATProtocol, enabling feed fetching, post management, search, and profile analysis.

shopify-mcp

Enables management of Shopify store via GraphQL, including products, orders, inventory, and discounts with security features like preview mode and write protection.

SupaMCPBuilder

A runtime-configurable MCP server for Supabase databases that enables dynamic tool creation through JSON configuration. Build custom database operations (select, insert, update, delete) without writing code, with built-in authentication and template support.

token-diet

An MCP server that reduces token usage by injecting graph-ranked repo maps, decision logs, and diff-only output into AI coding tool requests.

Crawl4ai MCP Server

Un servidor de Protocolo de Contexto de Modelo que proporciona capacidades de rastreo web utilizando Crawl4ai.

Claude Team MCP

A Model Context Protocol (MCP) server that turns multiple AI coding agents into a coordinated team that chats, debates, remembers, audits security, and works in parallel on the same project.

H1B Job Search MCP Server

Enables searching and analyzing H-1B visa sponsoring companies using U.S. Department of Labor data. Supports filtering by job role, location, and salary with natural language queries to find direct employers and export results.

Models PLUS

Provides comprehensive AI model metadata through MCP, enabling search and filtering of 100+ AI models by capabilities, pricing, context length, and provider specifications.

agent-runtime-mcp

Enables persistent task and goal management with AI-powered decomposition, cross-session continuity, and fault-tolerant multi-agent pipelines.

MCP OCR Server

Extracts text from images using Tesseract OCR with support for local files, URLs, and raw image bytes. It provides production-grade OCR capabilities and multi-language support through the Model Context Protocol.

OpenDirectories MCP Server

Enables searching 12M+ verified businesses across 10 countries and 19 directories, with tools for lead generation, competitive analysis, and market research.

MCP Cheat Engine Server

Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.

HestAI-MCP

Governance and session management layer for AI-assisted software development; enables agent binding, session tracking, and structured code review within the HestAI ecosystem.

MCP Weather Server

A Model Context Protocol server that provides tools to fetch weather alerts for US states and forecasts based on latitude/longitude coordinates using the US National Weather Service API.

doings-evidence-mcp

This MCP server provides critical evidence assessment for organization-design, leadership and transformation claims, enabling users to critique consulting text, check claims against research, and generate safer phrasing.

memocean-mcp

Local-first AI Memory MCP server for AI agents to search and manage knowledge stored in Obsidian vaults, optimized for CJK languages with zero AI dependency.

Obsidian MCP Second Brain Server

Enables read-only access to Obsidian vaults with semantic search, tag filtering, and metadata queries. Provides secure, intelligent note retrieval and summarization for LLMs without modifying your vault.

Polymarket MCP Server

MCP server that exposes Polymarket prediction markets via CLI wrapper. Enables AI agents to discover markets, check prices, and place trades programmatically.

vault-kv-mcp

A read-only MCP server that provides tools to read, list, and inspect secrets from HashiCorp Vault's KV secrets engine (versions 1 and 2) using a Vault token.