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Vetted Servers(9120)
gemini-image-mcp
by lordmoocow
This server provides an MCP (Multi-Component Platform) interface for generating images using Google's Gemini 3 Pro Image model.
This server provides an MCP (Multi-Component Platform) interface for generating images using Google's Gemini 3 Pro Image model.
Setup Requirements
- ⚠️Requires Google API Key (GOOGLE_API_KEY environment variable) for Google Gemini API, which is a paid service.
- ⚠️Requires Python 3.10 or newer.
- ⚠️Designed to run within an MCP framework, communicating via standard I/O.
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weather-mcp-a2a
by manuelalba1021
An agentic AI system that fetches and reasons over real-time global weather data using the Model Context Protocol (MCP) and large language models.
An agentic AI system that fetches and reasons over real-time global weather data using the Model Context Protocol (MCP) and large language models.
Setup Requirements
- ⚠️Requires GROQ_API_KEY for the LLM inference (paid service).
- ⚠️Requires Python 3.11 or later.
- ⚠️Requires active internet connection for real-time data fetching.
- ⚠️Microphone permissions needed for voice input functionality.
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MultiAgent-with-A2A-MCP-server
by CaptainMaxine
This server provides a communication backbone for a multi-agent system, facilitating both external client-to-server and internal agent-to-agent communication via WebSockets and MQTT.
This server provides a communication backbone for a multi-agent system, facilitating both external client-to-server and internal agent-to-agent communication via WebSockets and MQTT.
Setup Requirements
- ⚠️Requires Python 3+ environment and `pip install -r requirements.txt`
- ⚠️Likely requires a running MQTT broker (e.g., Mosquitto) for agent-to-agent communication, as indicated by `asyncio-mqtt`.
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awesome-mcp
by Rodert
This project is an automated generator and host for a curated list of Model Context Protocol (MCP) projects, providing an interactive and searchable directory, rather than being an MCP server itself.
This project is an automated generator and host for a curated list of Model Context Protocol (MCP) projects, providing an interactive and searchable directory, rather than being an MCP server itself.
Setup Requirements
- ⚠️Requires Python 3.11+ and Node.js 18+.
- ⚠️Requires a GitHub Personal Access Token (`GITHUB_TOKEN`) with `public_repo` permissions configured as an environment variable for project scraping.
- ⚠️Initial run of the translation script (`translate_content.py`) will download large language packages for offline translation, which can take time and consume bandwidth.
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arcade-mcp-ts
by ArcadeAI
A framework for building servers that provide tools for AI assistants, enabling them to interact with external services and data.
A framework for building servers that provide tools for AI assistants, enabling them to interact with external services and data.
Setup Requirements
- ⚠️Node.js 20+ runtime environment required for the TypeScript framework, utilizing ESM (ECMAScript Modules) only.
- ⚠️Requires external 'arcade-mcp' CLI for generating new Python server projects and for authentication setup (e.g., 'arcade login').
- ⚠️Specific tools built with the framework will require configuration of secrets (e.g., MY_SECRET_KEY) as environment variables or OAuth tokens, as demonstrated in the Python examples.
- ⚠️This repository (arcade-mcp-ts) is a server framework/library, not a standalone executable server, meaning there isn't a single 'run' command for the framework itself; rather, developers use it to build their own servers. The provided README.md primarily details how to run a *generated Python server* using the 'arcade-mcp' CLI.
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flux-mcp
by tehw0lf
A server and CLI tool for generating high-quality images using FLUX models, featuring VRAM management and automatic model unloading.
A server and CLI tool for generating high-quality images using FLUX models, featuring VRAM management and automatic model unloading.
Setup Requirements
- ⚠️Requires an NVIDIA GPU with 12GB+ VRAM (16GB+ recommended) and CUDA toolkit installed.
- ⚠️Requires PyTorch with CUDA support, which can be complex to set up correctly.
- ⚠️Configuration relies on a `.env` file (e.g., `FLUX_OUTPUT_DIR`) which must be manually copied and edited.
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mcp_servers
by SvenTern
Synchronizes MCP server configurations from a YAML file to the Claude CLI and generates a project-level .mcp.json configuration.
Synchronizes MCP server configurations from a YAML file to the Claude CLI and generates a project-level .mcp.json configuration.
Setup Requirements
- ⚠️Requires 'claude' CLI to be installed and accessible in PATH.
- ⚠️Requires a `mcp-servers.yaml` file in the current directory or script directory for configuration.
- ⚠️Authentication tokens for MCP servers will be read from the `mcp-servers.yaml` file, potentially storing sensitive information in plaintext.
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mimi-panda-mcp-server
by merdekiti
Provides an MCP-compliant interface for AI assistants to access Mimi Panda's image processing, AI image generation, and creative content services.
Provides an MCP-compliant interface for AI assistants to access Mimi Panda's image processing, AI image generation, and creative content services.
Setup Requirements
- ⚠️Requires Node.js 18+.
- ⚠️Requires external access to the Mimi Panda API (either self-hosted or cloud instance).
- ⚠️Users must manually obtain a Mimi Panda API token from the Mimi Panda application (web or desktop) for authenticated requests.
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mcp-agent-base
by gisetia
A minimal FastAPI service exposing an OpenAI-compatible /chat/completions endpoint backed by Anthropic Claude with MCP tool calls and SSE streaming.
A minimal FastAPI service exposing an OpenAI-compatible /chat/completions endpoint backed by Anthropic Claude with MCP tool calls and SSE streaming.
Setup Requirements
- ⚠️Requires an Anthropic API Key (paid service) unless running in simulation mode (`SIMULATE=true`).
- ⚠️Requires an MCP server to be reachable at `MCP_SERVER_URL` for tool discovery and invocation, unless simulation or empty MCP mock is enabled.
- ⚠️Requires Python 3.10+.
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mcp-auth-go-sdk
by djoreilly
Tests OAuth support for the Model Context Protocol (MCP) Go SDK using Keycloak and MCP Inspector, providing an example MCP server with authenticated tools.
Tests OAuth support for the Model Context Protocol (MCP) Go SDK using Keycloak and MCP Inspector, providing an example MCP server with authenticated tools.
Setup Requirements
- ⚠️Requires a running Keycloak instance, which needs to be configured with a specific realm, client, scopes, and users via a provided Python script and manual UI steps (Web Origins, Valid Redirect URIs).
- ⚠️Requires `npx @modelcontextprotocol/inspector@0.16.7` as specific older version is needed due to a known bug in newer versions.
- ⚠️The Keycloak URL and server audience are hardcoded in the Go source, requiring recompilation for changes.
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Clearcom-MCP-Server
by RobertCrupa
Provides an AI agent with an API to manage ClearCom MCP server connections, roles, and channel assignments.
Provides an AI agent with an API to manage ClearCom MCP server connections, roles, and channel assignments.
Setup Requirements
- ⚠️Requires Python 3.12 or higher.
- ⚠️Requires the 'uv' package manager for installation and execution.
- ⚠️Hardcoded ClearCom device IP (http://10.50.16.99) and credentials ('admin'/'admin') in `src/main.py`, which must be changed in the source code to work with a different device or secure credentials.
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monkdb-mcp
by manohar9694
Enables LLMs and AI agents to securely interact with MonkDB for data querying, description, and health checks using a standardized Model Context Protocol (MCP).
Enables LLMs and AI agents to securely interact with MonkDB for data querying, description, and health checks using a standardized Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a running MonkDB instance accessible from the server's host.
- ⚠️Requires granting only minimum necessary privileges to the database user configured for the MCP server.
- ⚠️Python 3.13+ for the Python version, or Node.js 20+ and NPM 10.9+ for the TypeScript version.