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Vetted Servers(8554)
mcp-guide
by deeprave
The MCP server provides project documentation and development guidance, enabling AI agents to manage project configuration (categories, collections, feature flags), access content, track workflow state, and interact with the filesystem in a secure manner. It also includes client context detection (like OpenSpec CLI presence) and dependency vulnerability checking.
The MCP server provides project documentation and development guidance, enabling AI agents to manage project configuration (categories, collections, feature flags), access content, track workflow state, and interact with the filesystem in a secure manner. It also includes client context detection (like OpenSpec CLI presence) and dependency vulnerability checking.
Setup Requirements
- ⚠️`uv` command-line tool (for vulnerability scanning in `osvcheck.py`).
- ⚠️`debugpy` Python package (for remote debugging if `MG_DEBUG` is enabled).
- ⚠️`pygments` Python package (for enhanced code highlighting in templates).
Verified SafeView Analysis
mcp-devtools-browser
by 4bd4ll4h
This MCP server provides LLMs with browser automation capabilities using Puppeteer, primarily to assist in generating high-quality, reliable web-scraping scripts.
This MCP server provides LLMs with browser automation capabilities using Puppeteer, primarily to assist in generating high-quality, reliable web-scraping scripts.
Setup Requirements
- ⚠️Requires a Google Gemini API key for the `get_screenshot_interpretation` tool to be enabled. Without it, the tool will not be available.
- ⚠️The server launches a Chromium browser via Puppeteer, which may download a large binary on first run and requires sufficient system resources.
- ⚠️Requires Node.js version 18 or higher.
Review RequiredView Analysis
Skolverket-MCP
by mimanshaherbals-bot
Provides Large Language Models (LLMs) with access to Swedish educational open data for querying, parsing, and integrating information from various Skolverket API endpoints.
Provides Large Language Models (LLMs) with access to Swedish educational open data for querying, parsing, and integrating information from various Skolverket API endpoints.
Setup Requirements
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️Requires an active internet connection to access Skolverket's external APIs.
Verified SafeView Analysis
dracor-mcp-evaluation
by dracor-org
Automated evaluation of LLM tool-calling capabilities against the DraCor API for digital humanities research.
Automated evaluation of LLM tool-calling capabilities against the DraCor API for digital humanities research.
Setup Requirements
- ⚠️Requires an Anthropic API Key (Paid service, may incur significant costs depending on usage).
- ⚠️Requires Python 3 and installation of dependencies (e.g., `anthropic`, `pydracor`, `jsonschema`).
Verified SafeView Analysis
claude-skills-vault
by hackermanishackerman
Automates browser interactions for web scraping, UI testing, and workflow automation.
Automates browser interactions for web scraping, UI testing, and workflow automation.
Setup Requirements
- ⚠️Requires Node.js v18+
- ⚠️Requires Chromium (auto-installed by Puppeteer)
Verified SafeView Analysis
GENIE
by Sidharth-e
A production-ready full-stack framework for building intelligent AI agents using LangGraph & MCP, offering a wide range of built-in tools for analytics, finance, data, visualization, utilities, web, and code.
A production-ready full-stack framework for building intelligent AI agents using LangGraph & MCP, offering a wide range of built-in tools for analytics, finance, data, visualization, utilities, web, and code.
Setup Requirements
- ⚠️Requires a running MongoDB instance, typically on localhost:27017 by default.
- ⚠️Relies heavily on external LLM providers (Google Gemini, OpenAI GPT, Anthropic Claude) and authentication services (Google OAuth, Azure AD), which require obtaining and configuring API keys for paid services.
- ⚠️Involves a dual setup process: a Python backend (`genie_server`) and a Next.js frontend (`genie_client`), both with their own dependency management (`pip`, `pnpm`).
Verified SafeView Analysis
gdrive-mcp-server
by ankitpyc
Provides a Model Context Protocol (MCP) interface for managing Google Drive files and folders.
Provides a Model Context Protocol (MCP) interface for managing Google Drive files and folders.
Setup Requirements
- ⚠️Critical authentication method mismatch: The Go code implements an interactive OAuth 2.0 flow, while the README suggests a service account. This will likely cause the server to hang awaiting manual authorization input, even when service account credentials are provided.
- ⚠️Requires a Google Cloud Project with the Google Drive API enabled and a service account with 'Drive File Organizer' or 'Drive Editor' roles.
- ⚠️Requires Docker or Podman for building and running the server, including understanding of volume mounts for credentials and token storage.
Verified SafeView Analysis
Create-MCP-server
by krkrkrr
A command-line interface tool for quickly scaffolding new MCP server projects using Python and fastmcp.
A command-line interface tool for quickly scaffolding new MCP server projects using Python and fastmcp.
Setup Requirements
- ⚠️Requires Python 3.10+
- ⚠️Requires uv package manager (https://docs.astral.sh/uv/)
Verified SafeView Analysis
mcp-debugserver
by nickzer0
Provides a robust interface for an LLM or agent to debug Windows processes using WinDbg/CDB.
Provides a robust interface for an LLM or agent to debug Windows processes using WinDbg/CDB.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Requires Windows Debugging Tools (cdb.exe, dbgsrv.exe) to be installed from the Windows SDK.
- ⚠️Requires administrator privileges to attach to many processes.
- ⚠️The 'arch' environment variable (x86/x64) must be set to match the target process architecture to avoid RPC errors.
Verified SafeView Analysis
rpg-mcp-server
by optimalhorror
Manages D&D-style RPG campaign data, including combat, NPCs, and bestiary entries, for AI assistance.
Manages D&D-style RPG campaign data, including combat, NPCs, and bestiary entries, for AI assistance.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires 'uv' (a modern Python package manager) for installation and running.
- ⚠️Utilizes local JSON files for all data storage by default, not a database, requiring proper file system management.
- ⚠️Designed to be run as an MCP server, typically connected to an AI agent like Claude Desktop, rather than a standalone application.
Verified SafeView Analysis
mcp-gitlab-mcp-server-pibe
by bioanywhere
Deploys and manages a generic MCP server application using Docker.
Deploys and manages a generic MCP server application using Docker.
Setup Requirements
- ⚠️Docker required
- ⚠️Port 3000 must be available on host
Verified SafeView Analysis
weather-MCP-server
by MadanReddy6
This server provides a tool to fetch current weather information for a specified location using the OpenWeatherMap API.
This server provides a tool to fetch current weather information for a specified location using the OpenWeatherMap API.
Setup Requirements
- ⚠️Requires OpenWeatherMap API Key (free tier available)
- ⚠️Requires Python 3.x
- ⚠️Requires 'httpx', 'python-dotenv', and 'fastmcp' Python libraries