Discover Awesome MCP Servers

Module Craft

MCP server for standardizing software module development with tools for planning, code quality analysis, security scanning, performance evaluation, documentation generation, accessibility checks, and progress tracking.

SAMP-MCP

A comprehensive MCP server for SA-MP server development and management, enabling AI-assisted server administration, Pawn scripting, plugin management, and diagnostics.

YouTube Channel MCP Server

Retrieves YouTube Channel statistics, metadata, and uploaded videos using the YouTube Data API v3.

Status Observer MCP

Status Observer MCP

peer-relay

A message relay MCP server enabling two separate Claude Code instances to exchange direct questions and answers asynchronously without sharing context.

SEO Research MCP

Enables AI coding assistants to perform SEO research tasks including backlink analysis, keyword research, traffic estimation, and keyword difficulty analysis using Ahrefs data directly within IDEs.

mcp-context-dedup

Compresses verbose MCP output by deduplicating repeated lines and summarizing JSON arrays, achieving 60-80% token savings for LLM prompts.

diamond-mcp

Provides diamond education tools for AI assistants, including grading report verification, face-up size estimation, and market price index, all backed by sourced and dated facts.

Wayl MCP

MCP server for Wayl Payments Iraq.

Bear MCP Server

An MCP server that integrates Bear Note Taking App with Claude Desktop, allowing Claude to read, create, search notes and manage tags directly from Bear.

Maket

Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations, brand and asset libraries, typed data collections, layout validation, PDF export, and draft-only Gmail handoff.

MCP OpenAI Image Generator

MCP server that wraps OpenAI's gpt-image-2 image generation API, enabling image generation from text prompts, listing saved images, and loading images inline.

HK Prompt MCP Server

An MCP server that provides custom prompts for guiding bot interactions, specifically to avoid using brackets in descriptions.

dhis2-mcp

Enables read-only interaction with DHIS2 health data by searching indicators and querying compact analytics results, designed for small local models.

Harness Engineering MCP

Enables AI coding environments to enforce engineering governance through MCP tools and resources for init, check, route, and review workflows.

io.github.neogeweb3/code-health-suite

Provides 28 MCP tools across 16 analysis engines for comprehensive Python code quality assessment, including complexity scoring, security scanning, dead code detection, dependency auditing, and test quality analysis.

Jokes MCP Server

Delivers Chuck Norris jokes and Dad jokes on demand through Microsoft Copilot Studio and GitHub Copilot. Demonstrates how to deploy and integrate MCP servers with Microsoft's AI platforms.

mcp-swagger

启用 MCP 服务器以使用 Swagger 描述来调用 API。

hr-assist

Automates employee onboarding workflows for HR teams, enabling tasks like data entry and email notifications through natural language.

🔌 Zyla API Hub MCP Server

Zyla API Hub MCP 服务器 (Zyla API Hub MCP fúwùqì)

MCP Server Validation

GitHub MCP 服务器验证的测试存储库

MCP Servers for QA and Release Coordination

A collection of MCP servers for Slack, Jira, Confluence, and release coordination to automate QA workflows and daily release status reporting.

MCP Jira DevFlow

A Scrum-aware MCP server that provides semantic analysis of Jira issues, sprint health, and Agile workflow intelligence, returning structured summaries and recommendations instead of raw Jira payloads.

Bit2Me MCP Server

Enables AI assistants to interact with the Bit2Me cryptocurrency ecosystem, including real-time market data, wallet management, trading, and products like Earn and Loans.

opds-mcp

An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed navigation, full-text search, and acquisition link downloads.

kubernetes-mcp

MCP server that gives AI assistants full access to Kubernetes clusters and Helm, exposing 73 tools for managing pods, deployments, services, configs, secrets, logs, exec, port-forwarding, Helm lifecycle, and more.

next2d-development-mcp

MCP server for Next2D application development that generates code following MVVM + Clean Architecture + Atomic Design patterns, validates architecture, and provides API references.

stockup-mcp

Connects AI agents to StockUp Quan's financial reasoning models with real-time stock data from Yahoo Finance, enabling grounded financial analysis and queries.

SSH MCP Server

Enables SSH connectivity and remote command execution on servers, allowing users to test connections and run commands remotely with support for both local networks and public servers.

fred-mcp

Enables querying and retrieving Federal Reserve Economic Data (FRED) including series, categories, releases, sources, and tags, with support for stdio and HTTP transports and bring-your-own-key authentication.