Discover Awesome MCP Servers

copernicus-mcp

A self-hosted MCP server that gives LLM agents local, reproducible access to Copernicus environmental data including observations, reanalysis, forecasts, and climate indicators.

MongoDB MCP Server

Enables interaction with MongoDB databases through user management tools including creating, retrieving, and listing users with pagination support.

Oracle APEX MCP Server

Enables integration with Oracle Database and Oracle APEX 20.2, allowing LLMs to execute SQL/PL/SQL, manage database objects, and inspect APEX application metadata. It supports full database CRUD operations, object dependency analysis, and detailed page-level inspection of APEX environments.

kura

Provides long-term memory for agents with meaning-based recall, evidence-gated writing, and separate stores per agent mode.

Aspose.Cells Cloud MCP Server

Automates Microsoft Excel spreadsheet creation and editing via MCP tools for any MCP-compatible client.

Cloudera Iceberg MCP Server

Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to inspect database schemas and execute SQL queries to retrieve data from Iceberg tables.

HUST CNKI Research MCP

Enables AI agents to search, read, and cite Chinese academic papers from CNKI using HUST single sign-on, with support for full-text retrieval, BibTeX export, and PDF download.

jira-mcp-server

Exposes JIRA sprint data as MCP tools and prompts, with mock data and a pluggable client for real JIRA integration.

Monorail MCP Server

Enables AI agents to fetch real-time quotes, token information, and trade transaction data from Monorail's aggregation of 11 exchanges and 7000+ tokens.

mcp-email-server

Enables reading and sending emails via IMAP and SMTP through the MCP protocol. Supports multiple email accounts and configuration via UI or environment variables.

TMD Earthquake MCP Server

Provides access to earthquake data from the Thai Meteorological Department (TMD) API. Enables querying recent earthquakes, filtering by location and magnitude, and obtaining statistics.

mcp-ollama

MCP server wrapping local Ollama models for offload from API-priced orchestrators. Nine stdio tools - generation, summarisation, analysis, drafting, code tasks (docstring/test/explain/review/types/refactor-suggest), diff-driven tasks (commit-message/pr-description/changelog/summary/impact), mechanical transforms, and model management (list/pull). Apache-2.0.

Engram

Engram is an epistemic engine that provides persistent, confidence-ranked memory with contradiction detection and autonomous learning, enabling AI coding agents to recall and reason across projects via MCP.

Packrift MCP Server

Enables AI agents to search a Shopify packaging-supplies catalog, get live pricing and inventory, recommend boxes, estimate shipping, and generate checkout URLs.

mhlabs-mcp-tools

Modular MCP server providing text preprocessing and NLP tools for AI agent ecosystems.

cadlens-mcp

An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and metadata payloads.

Healthcare AI Governance MCP

Healthcare AI Governance - MCP server providing AI-powered tools and automation by MEOK AI Labs

Kuaidi100 MCP Server

Integrates Kuaidi100 logistics services to provide real-time package tracking, delivery time estimations, and shipping cost calculations. It enables users to query express delivery information directly through an MCP-compatible interface.

miyo-kado

Security-first MCP server plugin for Obsidian that gives AI assistants granular, permissioned access to vault notes and files through tools like read, write, delete, rename, search, and open-notes.

Stock Analyzer MCP

Production-grade MCP server that enables AI assistants to access real-time financial market data with intelligent fallback mechanisms, supporting stock prices, comparisons, fundamentals, and market summaries via Yahoo Finance and CSV.

cite-rag-mcp

A local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and Word export via Pandoc with zotero.lua.

RedAlert MCP Server

Provides real-time rocket alerts, historical statistics, shelter search, and city data through 12 MCP tools.

Strato Scopus MCP

Connects Scopus to AI assistants for literature discovery. Provides tools for finding papers, experts, citation networks, and analyzing research trends.

obsidian-agent-mcp

Connects Obsidian to coding agents like Claude Code and Codex by exposing tools to access vault context (active file, selection, open editors, workspace folders), and includes a built-in terminal to run agents directly inside Obsidian.

MDX MCP Server

Enables LLMs to read, search, convert, and extract metadata from MDX files, providing seamless interaction with MDX content through tools that convert MDX to clean Markdown format with built-in security and cross-platform compatibility.

Railway MCP Server

Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.

ui-extractor

MCP server for extracting UI components, design tokens, and patterns from websites and generating production-ready React, Vue, and HTML components.

OpenLMNP

Accounting MCP server for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). 44 tools to manage properties, income and expenses, compute component-based depreciation and fiscal results, and generate the official French tax return (2031/2033) and FEC accounting export.

Nexus RAG MCP Server

Enables AI agents with long-term memory and retrieval-augmented generation (RAG) capabilities, allowing them to recall past conversations, search local files, and learn user preferences.

MiniMax MCP Server

Provides MCP tools for MiniMax Token Plan quota queries, web searches, image understanding, and image generation, enabling integration with Claude Code.