Discover Awesome MCP Servers

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

dsrh-mcp

Provides evidence-grounded paper reading, citation verification, and reproducible experiment planning through DeepSeek Harness via a deterministic Python stdio server.

PowerPoint Translator

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

AI Quant Trading MCP Server

Provides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading.

gcontext-mcp

Bridges AI agents to a gcontext workspace in the cloud, enabling file and folder management while keeping secret values and script execution local.

arabimaak-gulf-arabic

Look up Gulf Arabic words with pronunciation, example sentences, and cultural context. 30 essential words for learning Arabic used in Saudi Arabia, UAE, Qatar, Kuwait, Bahrain and Oman.

Garmin MCP Server

Connects to Garmin Connect and exposes your fitness and health data to OpenWebUI, Claude, or any MCP-compatible client via Streamable HTTP transport.

flyte-mcp

Provides AI assistants with accurate Flyte V2 knowledge, patterns, and plugin information to help developers write correct Flyte code. It enables tasks like learning the V2 API, finding examples, selecting plugins, and migrating V1 code to V2.

AskElephant MCP

Hosted MCP server that lets staff search and retrieve AskElephant call transcripts from claude.ai, with tools for listing meetings, searching transcript excerpts, and fetching full transcripts.

kwin-mcp

Enables AI agents to automate Linux desktop GUI by launching and interacting with Wayland applications in isolated virtual KWin sessions, or connecting to live desktops for collaborative automation.

spectrawl

Unified web layer for AI agents. Search across 8 engines, stealth browse with Camoufox/Playwright, manage cookie auth, and act on 24 platforms.

PagerDuty MCP Server

Enables AI assistants to manage PagerDuty incidents, view alerts, and check on-call schedules with both read-only and write operations.

Movie Reservation MCP

MCP server that wraps the movie reservation GraphQL API, providing tools to get catalog, request seats, and check reservation status.

sugra-api-mcp

Gateway connector between LLM agents and world data, providing access to financial market prices, macroeconomic indicators, and news through a bundled endpoint catalog.

reddit-mcp-server

A Model Context Protocol (MCP) that provides tools for fetching and creating Reddit content.

workopia-mcp

Hosted MCP server for job search (3M+ jobs from employer career pages and ATS feeds like Lever/Greenhouse), PDF resume generation with multiple templates, AI resume tailoring per job description, cover letters, and career advice. Free hosted endpoint, no API key required.

Slovenian Law MCP Server

Enables querying 40 Slovenian statutes with full-text search, provision retrieval, and EU law integration, providing verified references from official PISRS sources.

GitPin

Provides index-free, read-only, multi-repo Git evidence for MCP agents, enabling prove-verify loops with git show.

Interactive Feedback MCP

A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.

@trishchuk/mcp-fetch-server

An anti-bot-resilient HTTP fetch tool for AI agents that mimics real browser fingerprints, with LLM-context-safe response truncation and stateful sessions.

collective-memory

MCP server for persistent, semantic memory across AI sessions; store context, decisions, and learnings and recall them with natural language search.

Sanções União Europeia

Checks if a name appears in the EU financial sanctions list for compliance and AML due diligence. Provides a read-only MCP tool that works with any MCP client over HTTP.

tuskr-mcp-server

Enables interaction with the Tuskr test management API through MCP, supporting account ID and access token authentication for managing test cases, runs, and projects.

autodevice-mcp

A local MCP server for repeatable abnormal API-response testing on Android, iOS, and HarmonyOS devices, combining device automation, mitmproxy response mutation, evidence capture, and cross-platform reporting.

wpostgresql-mcp

Enables AI agents to architect and scaffold high-performance PostgreSQL-backed systems using the wpostgresql library, with tools for pattern search, connection validation, and project generation.

lumen-mcp

Drives Lumen's data-to-SQL-to-chart-to-report loop from any MCP client, supporting keyless SQL and charting or keyed agentic data analysis.

OpenAPI Directory MCP Server

Provides access to the APIs.guru directory of 3,000+ OpenAPI specs and supports custom spec import, enabling API discovery, analysis, and integration via natural language.

Pipeworx

Live data gateway for AI agents. 261 data sources, 961 tools — SEC filings, FDA adverse events, trade flows, mortgage rates, clinical trials, government contracts. Ask questions in plain English with ask_pipeworx.

MCP Google Trends Server

Provides access to Google Trends search interest data with backtesting support, allowing retrieval of historical 30-day trend windows ending at specified cutoff dates for forecasting applications without future information leakage.