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Vetted Servers(9120)
authenticated-mcp-servers
by jeffellin
A Python-based Model Context Protocol (MCP) server providing weather forecasting and alerts from the National Weather Service API, with optional JWT authentication.
A Python-based Model Context Protocol (MCP) server providing weather forecasting and alerts from the National Weather Service API, with optional JWT authentication.
Setup Requirements
- ⚠️Requires Python 3 and installation of dependencies via `pip install -r requirements.txt`.
- ⚠️Enabling JWT authentication requires setting several environment variables (e.g., `JWT_REQUIRED=true`, `JWT_JWKS_URI`, `JWT_CUSTOM_HEADER`, `JWT_ALGORITHM`) correctly, especially ensuring `JWT_JWKS_URI` points to a valid public key endpoint.
- ⚠️The server fetches JWKS from an external URL which must be accessible and trusted.
Verified SafeView Analysis
remote-mcp-server-authless
by neerajnayan
A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing unauthenticated access to basic calculator tools for AI agents.
A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing unauthenticated access to basic calculator tools for AI agents.
Setup Requirements
- ⚠️Requires a Cloudflare account and configured bindings (Durable Object, KV Namespace) for deployment.
- ⚠️The server is explicitly unauthenticated; implementing proper authentication is a critical step for any production use.
- ⚠️Requires Node.js and npm/pnpm/yarn to set up and run locally.
Verified SafeView Analysis
eda_dataset_mcp
by jtcole
Provides performance benchmarking capabilities for an exploratory data analysis (EDA) server built on the Model Context Protocol.
Provides performance benchmarking capabilities for an exploratory data analysis (EDA) server built on the Model Context Protocol.
Setup Requirements
- ⚠️Requires `Pydantic` (v2 implied by `model_dump_json`).
- ⚠️Requires `NumPy`.
- ⚠️GPU benchmarks require `PyTorch` and a CUDA-compatible GPU, otherwise, they are skipped gracefully.
Verified SafeView Analysis
promptbook-mcp
by shoaibraza123
This project is likely a server-side component or framework designed for developing and managing modifications (mods) within a Minecraft server environment, facilitating custom gameplay or features.
This project is likely a server-side component or framework designed for developing and managing modifications (mods) within a Minecraft server environment, facilitating custom gameplay or features.
Setup Requirements
- ⚠️Source code is not available for review, preventing identification of specific setup requirements, dependencies, or configuration parameters. Running this project would first require obtaining the source code.
- ⚠️Based on its name, it likely requires a running Minecraft server environment or specific Minecraft-related development tools and dependencies.
Review RequiredView Analysis
mcp-server-coinrailz
by tdnupe3
Connects LLMs to real-time blockchain, crypto, and traditional market data via 38 Coin Railz micropayment services.
Connects LLMs to real-time blockchain, crypto, and traditional market data via 38 Coin Railz micropayment services.
Setup Requirements
- ⚠️Requires Coin Railz account and API key for most services (paid via credits or x402 protocol).
- ⚠️Sends anonymous telemetry data to Coin Railz.
- ⚠️Requires Python 3.10 or higher.
Verified SafeView Analysis
mcp-servers
by rishi-madhav
AI-powered server for generating comprehensive educational content (flashcards, courses, quizzes, explanations, summaries, practice problems).
AI-powered server for generating comprehensive educational content (flashcards, courses, quizzes, explanations, summaries, practice problems).
Setup Requirements
- ⚠️Requires Python 3.9+
- ⚠️Requires Claude Desktop (MCP client) to interact with the server
- ⚠️Requires at least one AI provider API key (OpenAI/Anthropic/Gemini) – OpenAI and Anthropic generally require paid API access, while Gemini offers a free tier.
Verified SafeView Analysis
aqs-mcp
by tyson-swetnam
Provides a Model Context Protocol (MCP) server for accessing and querying the EPA Air Quality System (AQS) API for air quality data, monitor information, and quality assurance data.
Provides a Model Context Protocol (MCP) server for accessing and querying the EPA Air Quality System (AQS) API for air quality data, monitor information, and quality assurance data.
Setup Requirements
- ⚠️Requires an EPA AQS API Key, which can be obtained using the `aqs_signup` tool or manual registration with EPA.
- ⚠️Requires Node.js version 18 or higher to run.
- ⚠️Requires a build step (`npm run build`) using TypeScript before the server can be executed.
Verified SafeView Analysis
BookingMCP
by Uzeyr-Odysseus
Serves as an LLM-friendly Model Context Protocol (MCP) server for searching hotels and destinations using the Booking.com RapidAPI.
Serves as an LLM-friendly Model Context Protocol (MCP) server for searching hotels and destinations using the Booking.com RapidAPI.
Setup Requirements
- ⚠️Python 3.11+ required
- ⚠️RapidAPI account and Booking.com API subscription required (potentially paid API usage)
- ⚠️Requires `RAPIDAPI_KEY` to be set in a `.env` file
Verified SafeView Analysis
a11y-mcp
by berucha-lilly
Automated accessibility code review and WCAG 2.2 AA enforcement for GitHub Pull Requests using a hybrid analysis engine.
Automated accessibility code review and WCAG 2.2 AA enforcement for GitHub Pull Requests using a hybrid analysis engine.
Setup Requirements
- ⚠️Requires Node.js 18+
- ⚠️Requires GitHub repository with admin access (for full GitHub Actions integration and branch protection)
- ⚠️Requires npm dependencies installed
Verified SafeView Analysis
gpg-webservice
by dtrog
The GPG Webservice MCP Adapter allows AI agents (like ChatGPT) to perform GPG cryptographic operations (sign, verify, encrypt, decrypt) by dynamically exposing them as MCP tools and acting as a proxy to a Flask REST API.
The GPG Webservice MCP Adapter allows AI agents (like ChatGPT) to perform GPG cryptographic operations (sign, verify, encrypt, decrypt) by dynamically exposing them as MCP tools and acting as a proxy to a Flask REST API.
Setup Requirements
- ⚠️Requires Docker & Docker Compose (v2.0+) for the full suite.
- ⚠️The Flask GPG Webservice REST API must be running for the MCP server to function.
- ⚠️Requires Node.js >= 18.0.0 and npm to build and run the MCP server directly.
- ⚠️For production, update CORS settings from `*` and ensure proper TLS certificate validation (`NODE_TLS_REJECT_UNAUTHORIZED` should not be `0`) as detailed in deployment guides.
Verified SafeView Analysis
excel-mcp-server
by sbraind
A server supporting an Excel add-in with AI integration, specifically leveraging Claude for enhanced functionality within spreadsheets.
A server supporting an Excel add-in with AI integration, specifically leveraging Claude for enhanced functionality within spreadsheets.
Setup Requirements
- ⚠️Requires Claude AI setup (API key or a locally running Claude Desktop instance is likely needed based on 'claude_desktop_config.json').
- ⚠️Requires Node.js and npm/yarn to be installed to manage dependencies and run the server.
- ⚠️Requires Microsoft Excel (desktop or web) to load the add-in via the 'manifest.json' (sideloading steps will likely be involved).
Review RequiredView Analysis
wp-themes-mcp
by Akungapaul
WordPress theme management and automation through a Model Context Protocol (MCP) server, allowing agents to list, activate, install, delete, and create WordPress themes.
WordPress theme management and automation through a Model Context Protocol (MCP) server, allowing agents to list, activate, install, delete, and create WordPress themes.
Setup Requirements
- ⚠️Requires a running WordPress instance with REST API enabled and appropriate user credentials for theme management.
- ⚠️WP-CLI must be installed and configured on the server, or SSH access provided for remote execution, if WP-CLI dependent tools are enabled.
- ⚠️Requires Node.js v18 or higher.