Discover Awesome MCP Servers

Swift Test MCP Server

Enables running Swift package tests through the swift test command in specified directories. Provides a secure way for MCP clients to execute Swift tests without requiring full shell access.

mcp-bitbucket

Access all major Bitbucket Cloud features—repositories, pull requests, issues, branches, pipelines, deployments, and more—using a modern Rust codebase. Expose Bitbucket as Model Context Protocol (MCP) tools, ideal for bots, CI/CD, and workflow automation.

Expense Tracker MCP Server

An AI-native expense tracker MCP server that enables AI assistants to add and list expenses in a local SQLite database.

Medusa Slack Gate

Human-in-the-loop approval gate for MCP agents, classifying tool calls by risk and requiring Slack-based human approval for medium/high risk actions.

postiz-mcp

Enables interaction with Postiz for social media scheduling, content management, and analytics through MCP-compatible clients, with write and delete operations gated by environment variables.

GitLab MCP Server

Enables AI assistants to interact with GitLab repositories, manage branches, create merge requests, and perform file operations through natural language.

MCP Debat

Orchestrates sequential debates between multiple AI models across four phases (constructive, challenge, closing, synthesis) with host intervention and anti-sycophancy enforcement.

commerce-mcp-server

Enables e-commerce operations such as product search, price updates, and order notes via MCP tools, with secure credential handling.

Klyk

An MCP server that gives AI agents real OS-level control of macOS, enabling them to click real buttons, type real keys, and observe rendered screens just like a human would.

context7-mcp

Context7 MCP is a service that provides developers with the latest code documentation and examples. By integrating into the development environment, it ensures that the code generated by LLMS is based on the latest library documentation.

Doktor MCP Server

Enables AI assistants to search the doktor.mx directory for over 56,000 verified doctors and medical specialists across Mexico. It provides tools for verifying professional licenses, finding specialists by symptoms or conditions, and checking medical insurance compatibility.

forge-repo-mcp

Enables AI agents to investigate and repair Python/pytest repositories in isolated Git worktrees with audit trails, without modifying the original repository.

Azure DevOps MCP Server

Provides Azure DevOps tooling for AI agents, enabling interaction with projects, work items, repositories, and pipelines through natural language.

MCP Session Coordinator

Coordinates multiple AI coding sessions with file locking, intent broadcasting, and cross-session messaging to prevent edit conflicts and enable collaboration.

Kryfto

Provides 42+ MCP tools for browser automation, web scraping, and search, enabling AI agents like Claude and Cursor to browse, extract data, and run research agents on the live web.

mcp-uart

Enables AI agents to communicate with UART/serial devices, offering tools for port management, data read/write, and protocol handling.

OpenZIM MCP Server

OpenZIM MCP Server provides AI models structured, offline access to ZIM format knowledge archives (Wikipedia, Wiktionary, Stack Exchange, Kiwix Library) via a Model Context Protocol server with smart namespace navigation, full-text search with suggestions, structure-aware retrieval (sections, tables of contents, related articles), link-graph extraction, archive-type presets, and both Simple (single natural-language tool) and Advanced (8 specialized tools) modes with streamable HTTP transport, bearer auth, and per-entry resources with subscriptions.

KnowledgeSmith MCP

Enables efficient editing of RBT documents with structured operations that read and modify specific sections or blocks. Reduces LLM token consumption by 80-95% compared to full file operations through smart caching and partial document access.

Korea Building Register MCP

Provides 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

MCP Quadrant

Enables document storage and semantic search with geospatial filtering using Qdrant, and coordinate conversion between TLC, Plasma, and addresses.

Simple MCP Data Manager with AI

A Python-based Model Context Protocol server that integrates local AI models for managing data with features like CRUD operations, similarity search, and text analysis.

Deslopify

A universal MCP server that acts as a code quality gate for AI assistants, providing pre-generation guidance, post-generation review, and root cause analysis to improve code quality.

todo-assistant

Manages TODO tasks with operations like add, list, complete, update, and delete, stored in a JSON file.

Hammerspace Storage Management MCP Server

Enables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.

ChatCrystal

Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and MCP memory tools.

amnesic

Persistent semantic memory for your SQL databases. The name is ironic — it remembers everything.

Containarium-Cloud

Persistent, secure LXC sandbox environments for AI agents with native MCP support.

Terrarium

Enables AI agents to publish HTML artifacts for human review, receive anchored feedback, and iterate until approval.

j-hunt-mcp

A local job-hunting MCP server for discovering jobs across pluggable web sources, tracking applications through a status lifecycle, and managing profiles/resumes, with geo/map-region search.

mcp-atlassian-attachments

A Model Context Protocol server for downloading Jira Cloud attachments by attachment ID to local disk. Supplements the official Atlassian MCP server which lacks attachment download functionality.