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Vetted Servers(9120)
apache-airflow-mcp-server
by madamak
Enables AI agents to inspect Apache Airflow DAGs, runs, and logs, and perform operational tasks like triggering, pausing, and clearing resources across multiple instances.
Enables AI agents to inspect Apache Airflow DAGs, runs, and logs, and perform operational tasks like triggering, pausing, and clearing resources across multiple instances.
Setup Requirements
- ⚠️Requires `AIRFLOW_MCP_INSTANCES_FILE` environment variable pointing to a YAML configuration file.
- ⚠️Airflow instance credentials (username/password/token) must be provided via environment variables, referenced within the YAML configuration.
- ⚠️Depends on `apache-airflow-client` Python package, which must be compatible with the target Airflow API version (2.7.0 to 3.0.0).
Verified SafeView Analysis
bitrise-mcp
by bitrise-io
Integrate Bitrise CI/CD operations with AI assistants via the Model Context Protocol (MCP).
Integrate Bitrise CI/CD operations with AI assistants via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️A Bitrise Personal Access Token (PAT) is mandatory for authenticating with the Bitrise API.
- ⚠️For running the server locally, Go (version >= 1.25) must be installed.
- ⚠️Environment variables (e.g., BITRISE_TOKEN) must be correctly set and sourced for local server modes, with some IDEs like AWS Kiro having specific requirements for when variables are read.
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memory-mcp-server
by jiahuidegit
A structured AI context memory system designed for Claude Code, focusing on comprehensive context preservation and multi-level retrieval for developer tasks.
A structured AI context memory system designed for Claude Code, focusing on comprehensive context preservation and multi-level retrieval for developer tasks.
Setup Requirements
- ⚠️Requires Node.js >=18.0.0 and pnpm >=8.0.0 to build from source or run globally.
- ⚠️Semantic search (L3 retrieval strategy) requires an embedding service. This can be configured to use OpenAI (requires a paid API key) or Ollama (free, requires a local Ollama server running 'nomic-embed-text' or a compatible model).
- ⚠️PostgreSQL storage, suitable for team/production use, requires setting the 'DATABASE_URL' environment variable and relies on Prisma for schema management, which the MCP server attempts to automatically push on first run.
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Cardano_J.A.R.V.I.S
by Adidem23
Cardano J.A.R.V.I.S is an intelligent AI-powered automation system that allows users to perform Cardano blockchain operations using natural voice commands.
Cardano J.A.R.V.I.S is an intelligent AI-powered automation system that allows users to perform Cardano blockchain operations using natural voice commands.
Setup Requirements
- ⚠️Requires specific Windows OS setup for 'pyautogui' desktop automation (e.g., D: drive paths, specific screen assets).
- ⚠️Requires a browser-based Cardano wallet (e.g., Typhon) installed and configured for 'pyautogui' to automate.
- ⚠️Requires API keys for Google Gemini, Masumi Registry, and Masumi Payment services (likely paid).
- ⚠️Python 3.12+ is required for the Masumi MCP server component.
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rpg-mcp-servers
by Mnehmos
This server suite provides advanced D&D 5e combat and game state management functionalities for AI-powered Dungeon Master experiences, including 3D spatial combat, character and inventory management, quest tracking, and dynamic spell creation.
This server suite provides advanced D&D 5e combat and game state management functionalities for AI-powered Dungeon Master experiences, including 3D spatial combat, character and inventory management, quest tracking, and dynamic spell creation.
Setup Requirements
- ⚠️Requires Roo Code VS Code extension (or CLI) for Model Context Protocol communication.
- ⚠️Requires manual configuration of `mcp_settings.json` with specific project paths for the MCP client to recognize the local servers.
- ⚠️The system consists of two separate Node.js servers (`game-state-server` and `combat-engine-server`) that must be built and run concurrently in separate terminals.
Verified SafeView Analysis
kafka-schema-reg-mcp
by aywengo
A comprehensive Model Context Protocol (MCP) server that provides Claude Desktop and other MCP clients with tools for Kafka Schema Registry operations, including schema management, migration, and export.
A comprehensive Model Context Protocol (MCP) server that provides Claude Desktop and other MCP clients with tools for Kafka Schema Registry operations, including schema management, migration, and export.
Setup Requirements
- ⚠️Requires a running Kafka Schema Registry instance (SCHEMA_REGISTRY_URL) to connect to.
- ⚠️Docker is highly recommended for deployment and testing; local Python setup also possible.
- ⚠️OAuth 2.1 configuration (AUTH_ISSUER_URL, AUTH_AUDIENCE) is required if authentication (ENABLE_AUTH) is enabled.
- ⚠️Default ports (e.g., 38000 for MCP server, 38081-38082 for registries) may conflict with existing services.
Verified SafeView Analysis
install-this-mcp
by janwilmake
The tool generates comprehensive, client-specific installation guides for remote Model Context Protocol (MCP) servers, reducing friction for server maintainers.
The tool generates comprehensive, client-specific installation guides for remote Model Context Protocol (MCP) servers, reducing friction for server maintainers.
Setup Requirements
- ⚠️Only supports remote MCP servers, local MCPs are out of scope.
- ⚠️Only supports public MCPs (without auth) or MCPs with OAuth, API key-based authentication is not supported.
- ⚠️Relies on the availability and content of '.well-known/mcp' metadata from the provided MCP server URL.
Verified SafeView Analysis
mcp-svakom-samneo
by Kyure-A
Controls Svakom Sam Neo sex toys by bridging Model Context Protocol (MCP) commands to the Buttplug protocol for device interaction.
Controls Svakom Sam Neo sex toys by bridging Model Context Protocol (MCP) commands to the Buttplug protocol for device interaction.
Setup Requirements
- ⚠️Requires a local Buttplug server running and accessible at `ws://localhost:12345`.
- ⚠️Requires a Svakom Sam Neo device (Original, Neo 2, or Neo 2 Pro) connected to the Buttplug server.
- ⚠️Requires Node.js and pnpm to install dependencies and run the server.
Verified SafeView Analysis
context-engineering
by bonigarcia
Provides a Model Context Protocol (MCP) server that enables AI agents to control a web browser using Selenium for web automation tasks.
Provides a Model Context Protocol (MCP) server that enables AI agents to control a web browser using Selenium for web automation tasks.
Setup Requirements
- ⚠️Requires Node.js to be installed locally.
- ⚠️Requires a local web browser (e.g., Chrome, Firefox) to be installed.
- ⚠️The server does not directly incur LLM token costs as it is a tool provider, not an LLM itself.
Verified SafeView Analysis
chapplin
by ssssota
A framework for building type-safe ChatGPT Apps using the OpenAI Apps SDK with JSX-based UI rendering, streamlining the development and build process for Model Context Protocol (MCP) servers.
A framework for building type-safe ChatGPT Apps using the OpenAI Apps SDK with JSX-based UI rendering, streamlining the development and build process for Model Context Protocol (MCP) servers.
Setup Requirements
- ⚠️Requires familiarity with the OpenAI Apps SDK and Model Context Protocol for effective application development.
- ⚠️Requires Node.js (version >=18) and pnpm as the package manager for installation and development.
- ⚠️Developers need to be proficient with TypeScript and JSX syntax, choosing a UI library (React, Preact, Hono JSX, or SolidJS) for widget development.
Verified SafeView Analysis
hf-mcp-server
by huggingface
The Hugging Face MCP Server acts as a universal adapter, allowing various LLM clients (like Claude, Gemini, VSCode, Cursor) to interact with the Hugging Face Hub, Gradio applications, and other Hugging Face services through a standardized Model Context Protocol (MCP) interface.
The Hugging Face MCP Server acts as a universal adapter, allowing various LLM clients (like Claude, Gemini, VSCode, Cursor) to interact with the Hugging Face Hub, Gradio applications, and other Hugging Face services through a standardized Model Context Protocol (MCP) interface.
Setup Requirements
- ⚠️Requires a Hugging Face API Token (`DEFAULT_HF_TOKEN` or `HF_TOKEN`) for most functionalities, especially authenticated operations and higher rate limits.
- ⚠️Relies heavily on external Hugging Face APIs; network connectivity to `huggingface.co` and `*.hf.space` is essential.
- ⚠️Local execution requires Node.js (>=18) and pnpm, or Docker as an alternative.
Verified SafeView Analysis
mcp-auth
by auth-agent
Provides an OAuth 2.1 authorization server for Model Context Protocol (MCP) servers, enabling secure authentication for AI agents interacting with third-party APIs like Adobe Premiere Pro.
Provides an OAuth 2.1 authorization server for Model Context Protocol (MCP) servers, enabling secure authentication for AI agents interacting with third-party APIs like Adobe Premiere Pro.
Setup Requirements
- ⚠️Requires a Cloudflare account for deployment and operation of the OAuth server.
- ⚠️Requires a Supabase account for the PostgreSQL database backend.
- ⚠️For the Adobe Premiere Pro integration, Adobe Premiere Pro (24.4+) must be installed and the corresponding UXP/CEP extension configured.
- ⚠️Requires `wrangler` CLI for deploying the Cloudflare Worker.