Discover Awesome MCP Servers

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-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.

YouTube Channel MCP Server

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

Status Observer MCP

Status Observer MCP

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.

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

Máy chủ MCP của Zyla API Hub

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.

mcp-lastfm

Provides 41 read-only tools to search and browse Last.fm data, including artists, albums, tracks, user scrobble history, and charts.

SAMP-MCP

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

Harness Engineering MCP

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

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

Bật máy chủ MCP để sử dụng mô tả Swagger để gọi API.

intervals-icu-mcp

Read/write MCP server for Intervals.icu — 51 tools spanning activities, streams, wellness, calendar, gear, and sport zones, plus structured workout generation with a built-in syntax reference for cycling, running, and swimming.

organon-create-image

MCP server for generating images using Gemini, supporting multiple aspect ratios and both AI Studio and Vertex AI backends.

AskDocs MCP Server

Enables semantic search and retrieval of information from technical documentation PDFs using RAG-powered natural language queries with Ollama embeddings and LLMs.

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

Feishu/Lark OpenAPI MCP

A toolkit that enables AI assistants to directly call Feishu/Lark API interfaces for automation scenarios like document processing, conversation management, and calendar scheduling.

automatelab-ai-seo

Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

identity-mcp

MCP server that gives AI agents disposable email addresses and real phone numbers with automatic OTP extraction and self-destructing identities.

Bibliography Search MCP

A multi-source academic bibliography search server that retrieves papers from 7 databases with automatic language detection, LLM-powered query planning, and relevance scoring.

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.

large-repo-mcp-server

A stdio-based MCP server for fast, bounded search and navigation of large code repositories using ripgrep, with tools for project-wide search, symbol lookup, file listing, and code reading.

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.

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.

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.

md-to-text

A Model Context Protocol server that converts Markdown documents to plain text with flexible options and dual protocol support.