Discover Awesome MCP Servers

paper-banana

An MCP server for generating process diagrams and CONOPS visuals for government and defense proposals using a multiagent AI pipeline with Gemini models.

nextcloud-mcp

MCP server integrating Nextcloud services (tasks, calendar, notes, email, files, Deck) for AI assistant interaction.

codeindex

Serves a repo-indexing engine over stdio with tools for scanning, graph analysis, symbol extraction, caller lookup, and grep.

IMC Calculator

Calculates Body Mass Index (BMI) based on weight and height, returning the value and classification.

escalator

Enables fetching web pages as clean Markdown with automatic escalation from direct requests to residential proxies and headless browsers to overcome blocks, plus built-in politeness handling like robots.txt and rate limiting.

Fonteum — Healthcare Provider Data

Source-provenanced US federal healthcare provider data over MCP. Resolve any NPI or CCN across NPPES, OIG LEIE, SAM.gov, state Medicaid exclusions, CMS PECOS, Care Compare, and Open Payments — every field carries a 14-field provenance contract, and an "excluded or compromised anywhere" check runs on every lookup.

Morocco Experience Protocol

Enables AI assistants to discover and search authentic Moroccan tourism experiences, cultural activities, and local operators through natural language queries with real-time data from verified sources.

jina-mcp-server

Remote MCP server providing access to Jina Reader, Embeddings, and Reranker APIs for web content extraction, search, and AI-powered text processing.

Personal MCP Remote Agent

Safe MCP gateway that lets ChatGPT securely control a Windows Desktop Agent, enabling project file reads, git status/diff, and npm build/test within a designated workspace.

estv-mcp

MCP server for the Swiss federal tax calculator, providing income, wealth, inheritance, and corporate tax figures for all Swiss municipalities and tax years 2010-2026.

mcp-sqlserver

A read-only MCP server for Microsoft SQL Server that enables AI agents to safely explore and query SQL Server databases.

Sneaker Carousel MCP App

Enables browsing a sneaker carousel, selecting sizes and quantities, and simulating a checkout process within Claude via an MCP App.

Atlassian Confluence Server

A Model Context Protocol (MCP) server for Atlassian Confluence integration, forked from boilerplate-mcp-server

adila-mcp

MCP server to manage Adila platform via natural language, enabling deploys, logs, metrics, and infrastructure mutations through CLI AI clients.

PRG MCP

Enables interaction with the Polish National Register of Borders (PRG) data, currently providing health status monitoring and a server skeleton for future data retrieval features.

ARC-1

MCP server for SAP ABAP systems

seoradar-mcp

Enables SEO audits and URL monitoring via the SEO Radar API from any MCP-compatible AI client.

tdprepview-mcp

Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases.

gemini-cortex-mcp

An MCP server that delegates tasks to Google Gemini, enabling live web search, video/audio understanding, and summarizing large files.

symfony-agent-mcp

Enables AI assistants to perform read-only introspection of Symfony applications, exposing routes, controllers, services, entities, database schema, migrations, logs, and more via MCP tools.

kontra

Adds a challenger to your AI chat, enabling debate with multiple AI debaters to refine answers.

OptionsFlow MCP Server

Enables advanced options analysis and strategy evaluation through Yahoo Finance data. Supports calculating Greeks, analyzing risk metrics, and evaluating credit spreads, cash secured puts, and covered calls strategies.

Kolada MCP Server

Provides access to 5,000+ Key Performance Indicators across 264 operating areas for all Swedish municipalities and regions, enabling statistical analysis, comparisons, and trend tracking of Swedish public sector data.

SEFAZ SC: NFE

Read-only MCP server for consulting Santa Catarina electronic invoices (NFE) from the official SEFAZ SC source via natural language, with prepaid per-query pricing.

Panorama MCP Server

A read-only MCP server for Palo Alto Panorama policy review that reads security rules, finds duplicates, broader coverage, conflicts, and overlaps, and returns preclear decisions without committing changes.

python-mcp-server

A Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.

standards-mcp

Transforms static coding standards into a queryable live data store for AI agents, delivering task-specific rules and fix guidance on demand. This optimizes context window usage through progressive disclosure, ensuring agents apply relevant governance without loading massive documentation.

local-corporate-kb

Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document retrieval without external dependencies.

Taiwan Stock Agent

Provides comprehensive Taiwan stock market data and analysis through MCP tools. Enables querying real-time stock prices, historical data, company information, technical analysis, and market overviews for TWSE and TPEx listed companies.

GitHub PR Review MCP

An MCP server that collects Pull Request comments from private GitHub repositories, including issue comments, review comments, and review summaries.