Discover Awesome MCP Servers

ClickHouse MCP Agent

Enables querying ClickHouse databases using natural language with AI models, supporting multiple providers and access restrictions via per-call allow-lists.

filesystem-gitignore

A professional MCP server that provides filesystem operations while automatically respecting .gitignore patterns, enabling efficient and token-friendly file access for Claude.

MCP Thinking Server

A powerful MCP server that enhances LLMs with advanced sequential thinking capabilities, supporting 19 thinking modes for structured reasoning and complex cognitive tasks.

Coding MCP Server

A production-oriented MCP server for coding agents that enables multi-project management through secure file operations, Git integration, and safe command execution. It supports project discovery across multiple root directories and provides robust audit logging with both STDIO and HTTP transport options.

MCP-Demo

A minimal Python MCP server that enables Claude Code to call local Ollama models (e.g., gemma3) as a tool, routing low-stakes work off the API and onto a homelab.

dnd-oracle

D\&D 5e SRD MCP server - monster search, spell lookup, encounter building, and character tools powered by ground-truth SRD data

kurerok-yandex-webmaster-mcp

Local-first MCP server for Yandex Webmaster that exposes tools for SEO operations including search query analytics, sitemap management, indexing history, recrawl quota, and diagnostics.

discord-mcp

Enables AI clients to manage Discord servers, including channels, messages, roles, members, permissions, threads, invites, events, webhooks, and emoji, through natural language commands.

appium-mcp-server

Enables AI assistants to perform mobile device automation testing via Appium through the Model Context Protocol, supporting Android and iOS devices with 40+ tools.

kannaka-quantum

Enables AI agents to execute quantum circuits, generate true quantum random bits, and perform resonance recall using amplitude amplification on real quantum backends via qBraid.

sqlite-kg-vec-mcp

Máy chủ MCP tích hợp đồ thị tri thức và cơ sở dữ liệu vector dựa trên SQLite.

MinIO MCP Server

Enables interaction with MinIO object storage through a standardized Model-Context Protocol interface. Supports listing buckets and objects, retrieving files, and uploading data to MinIO storage.

Uploadkit

Official MCP server for UploadKit, the file-uploads platform for developers. Gives Claude Code, Cursor, Windsurf, and Zed first-class knowledge of UploadKit's 40+ open-source React components, Next.js route handler scaffolding, wiring, BYOS (S3/R2/GCS/B2) configuration, and full-text search across 88+ docs pages. Runs locally via npx — no API key, no telemetry, no config.

research-mcp

A stateless MCP server that provides web search, single page reading, and batch page reading tools, with automatic failover across multiple search and content extraction providers.

mcp-see

Enables AI agents to analyze images through vision AI providers (Gemini, OpenAI, Claude), performing tasks like image description, object detection with bounding boxes, region-specific analysis, and precise color extraction without consuming context window with raw pixels.

@theyahia/atol-online-mcp

MCP server for ATOL Online fiscal receipt API. Enables 54-FZ compliant receipt generation, refunds, corrections, and status checks for Russian online cash registers.

subconscious-mcp

Local-first semantic memory layer for MCP agents. Recall, remember, forget, stats over stdio. ChromaDB plus sentence-transformers, all on-machine.

Roblox Studio MCP

Enables AI coding tools to control Roblox Studio for workspace exploration, instance manipulation, and script management. It provides tools for playtesting, scene rendering, and integration with the Roblox Creator Store.

CustomerOS MCP Server

A local MCP server for managing CustomerOS tickets, accounts, team members, and notes, backed by Supabase.

dida-mcp-server

Enables AI assistants to manage TickTick/Dida365 tasks, projects, and tags through the MCP protocol, with features for GTD-based task organization and OAuth authentication.

shipcheck-mcp

Enables AI agents to run Shipcheck on local JavaScript/TypeScript repositories, scanning for launch risks like exposed env vars, unsigned webhooks, and missing security guardrails.

Controtto

Okay, I understand. I can translate English text into Vietnamese. Furthermore, I can analyze Go code and, to the best of my ability, evaluate it based on the principles of Domain-Driven Design (DDD) and Clean Architecture. This includes looking for: **Domain-Driven Design (DDD) Aspects:** * **Ubiquitous Language:** Is the code using terminology that aligns with the business domain and is consistent throughout? * **Entities:** Are core domain concepts modeled as entities with identity, state, and behavior? * **Value Objects:** Are immutable concepts that describe characteristics of entities represented as value objects? * **Aggregates:** Are related entities and value objects grouped into aggregates with a single root entity to enforce consistency? * **Repositories:** Are repositories used to abstract data access and persistence logic from the domain? * **Domain Services:** Are complex domain operations that don't naturally belong to an entity or value object implemented as domain services? * **Domain Events:** Are significant domain events captured and used to trigger other actions within the system? * **Bounded Contexts:** Is the code organized into bounded contexts with clear boundaries and responsibilities? (This is harder to assess without seeing the overall project structure.) **Clean Architecture Aspects:** * **Independence of Frameworks:** Is the core domain logic independent of specific frameworks and libraries? * **Testability:** Is the code easily testable, with clear separation of concerns? * **Independence of UI:** Is the core domain logic independent of the user interface? * **Independence of Database:** Is the core domain logic independent of the database? * **Use Cases (Interactors):** Are use cases clearly defined and implemented as interactors that orchestrate domain logic? * **Entities (Domain Layer):** Is there a well-defined domain layer containing entities and value objects? * **Interface Adapters (Controllers, Presenters, Gateways):** Are interface adapters used to translate between the domain layer and the outside world (UI, database, external services)? * **Frameworks and Drivers (UI, Database, External Services):** Is the outer layer responsible for interacting with frameworks, databases, and external services? * **Dependency Rule:** Do dependencies point inward, towards the core domain logic? (Outer layers depend on inner layers, but not vice versa.) **My Limitations:** * **Context is Key:** I can only analyze the code you provide. Without understanding the broader business context and requirements, my assessment will be limited. * **Subjectivity:** DDD and Clean Architecture are principles, not rigid rules. There's room for interpretation and debate. My assessment will be based on my understanding of these principles. * **Project Structure:** I can't fully assess bounded contexts or the overall architecture without seeing the entire project structure. * **Runtime Behavior:** I can't analyze runtime behavior or performance. **How to Provide Code:** Please provide the Go code snippets you want me to analyze. The more context you can give me (e.g., a brief description of the purpose of the code, the domain it relates to), the better I can assess it. **Example:** You might say: "Here's some Go code for handling customer orders in an e-commerce system. Please evaluate it from a DDD and Clean Architecture perspective." Then, provide the code. I will do my best to provide a helpful and informative analysis. Let's get started!

Aseprite MCP Tools

A Python MCP server enabling programmatic interaction with Aseprite for pixel art creation and manipulation with features like drawing operations, palette management, and batch processing.

SQL Server Analysis Services MCP Server by CData

SQL Server Analysis Services MCP Server by CData

oura-mcp

An MCP server that enables AI assistants to access Oura Ring health data including activity, sleep, heart rate, stress, and personal info.

Picsha AI MCP Server

MCP server for Picsha AI platform enabling LLMs to search, upload, and manage digital assets through natural language, with secure local proxy and multi-tenant sandbox support.

capacitor-stack

MCP server for building React + Capacitor + Tailwind + Konsta applications, providing tools for UI snippets, plugin management, and stack recommendations.

workday-mcp

Read-only MCP server for Workday that fetches your tasks and data cards (pay, benefits, compensation) via your existing browser session, returning structured JSON.

Firecrawl MCP Server

Một máy chủ Giao thức Bối cảnh Mô hình (Model Context Protocol) cho phép các trợ lý AI thực hiện các tác vụ nâng cao như thu thập dữ liệu web (web scraping), thu thập thông tin (crawling), tìm kiếm và trích xuất dữ liệu thông qua API Firecrawl.