Discover Awesome MCP Servers

Weather-Prediction MCP Server

Provides real-time weather data, forecasts, alerts, and travel recommendations for US locations using the National Weather Service API, enabling agents to answer weather-related queries.

openproject-mcp-and-skills

MCP server enabling AI agents to interact with OpenProject API v3 for project management, including creating and managing work packages, projects, comments, time entries, boards, and user dashboards.

Korean Land MCP

Provides AI access to Korea's land use planning, urban regulations, and permit information through natural language queries. It integrates tools for land analysis, regulation verification, and public notice scraping to prevent hallucinations in property-related AI applications.

qt-mcp

An MCP server for inspecting, debugging, and interacting with PySide6 desktop applications. It enables AI agents to capture UI snapshots, read widget properties, and perform actions like clicking buttons or typing text.

content-knowledge-mcp

Provides content agents with structured search over editorial guidelines, visual templates, and past post outcomes, enabling auditable proposals that cite rule IDs.

Notion MCP Bridge

Enables secure natural language querying of Notion CRM databases, allowing AI agents to retrieve client health, ARR, and deployment roadblocks through a custom MCP middleware.

SEC EDGAR Filings MCP

SEC EDGAR filing MCP for equity research agents: search 10-K/10-Q/8-K with CompanyFacts metrics, preview a free sample, and purchase full structured JSON via x402 USDC on Polygon. Public endpoint on xpay.tools.

rockin-worker

MCP server that exposes tools to search and list GitHub repositories synced to SQLite, enabling natural language queries for top repos by stars or by name.

Debitura

Cross-border debt collection API for AI assistants. Check cases, read partner messages, get pricing, and submit new collection cases across 183 countries.

qdrant-mcp-ollama

Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings.

docs-mcp-server

MCP server that exposes one or more documentation folders (Markdown, MDX, TXT) to AI agents, enabling listing, reading, and searching of documentation files.

Torreable

Publish static websites as Tor hidden services (.onion sites) via MCP.

PDF Reader MCP Server

A Model Context Protocol server that extracts and processes content from PDF documents, providing text extraction, metadata retrieval, page-level processing, and PDF validation capabilities.

MCP YouTube Downloader

MCP server for downloading videos and audio from YouTube and hundreds of other sites using yt-dlp.

mongodb36-mcp-server

Enables AI assistants to interact with MongoDB 3.6+ databases, supporting collection listing, document queries, counting, and aggregations through natural language.

MCP Apps Template Server

A starter template for building MCP apps with React widgets, featuring tool execution, UI capability negotiation, and host integration.

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.

kura

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

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.

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.

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.

Aspose.Cells Cloud MCP Server

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

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.

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.

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.

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.