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Vetted Servers(8554)
mcp-atlas
by AbhishekRP2002
A Python library for indexing, organizing, and discovering tools across multiple MCP servers.
A Python library for indexing, organizing, and discovering tools across multiple MCP servers.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Uses PDM (Python Development Master) as the build backend, which might require users to install PDM.
Verified SafeView Analysis
mcp-server
by y-yfan
A simple server implementation likely for a specific protocol, potentially related to Minecraft Coder Pack (MCP).
A simple server implementation likely for a specific protocol, potentially related to Minecraft Coder Pack (MCP).
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python-webapp-base
by ursweiss
An AI-powered development monitoring and debugging server for FastAPI applications, providing real-time insights into application health, logs, errors, and performance metrics to AI assistants like GitHub Copilot.
An AI-powered development monitoring and debugging server for FastAPI applications, providing real-time insights into application health, logs, errors, and performance metrics to AI assistants like GitHub Copilot.
Setup Requirements
- ⚠️Python 3.11+ required
- ⚠️Docker and Docker Compose (for containerized deployment)
- ⚠️VS Code with GitHub Copilot (MCP support) for full AI integration
Verified SafeView Analysis
eminem-bio
by worklocalinc
Serves a static biography website for Eminem.
Serves a static biography website for Eminem.
Setup Requirements
- ⚠️Requires an operational MCP Server environment for deployment.
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appium_mcp_server
by hemandhran
Provides a server with tools to control and interact with Appium, Android emulators, and iOS simulators for mobile test automation.
Provides a server with tools to control and interact with Appium, Android emulators, and iOS simulators for mobile test automation.
Setup Requirements
- ⚠️Requires extensive mobile development environment setup: Python, Node.js, npm, Appium (globally installed), Android SDK, and for iOS, Xcode with Command Line Tools and a configured WebDriverAgent (macOS only).
- ⚠️The `ANDROID_HOME` or `ANDROID_SDK_ROOT` environment variable must be correctly set and accessible to the server process.
- ⚠️All iOS-related features, including simulator/device management and Xcode project building, are only available on macOS.
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imessage-max
by cyberpapiii
Enables AI assistants to securely read, search, and send iMessages on macOS with proper contact resolution and media enrichment.
Enables AI assistants to securely read, search, and send iMessages on macOS with proper contact resolution and media enrichment.
Setup Requirements
- ⚠️Requires Full Disk Access for the Python interpreter/uvx to read ~/Library/Messages/chat.db.
- ⚠️Requires Contacts access for the Python interpreter/uvx to resolve phone numbers to contact names.
- ⚠️Requires Automation permission for Messages.app (when prompted) for the 'send' tool to function.
Verified SafeView Analysis
Claude-Patent-Creator
by RobThePCGuy
A USPTO patent creation and analysis system with dual-mode architecture, providing programmatic access via an MCP server and interactive workflows as a Claude Code plugin.
A USPTO patent creation and analysis system with dual-mode architecture, providing programmatic access via an MCP server and interactive workflows as a Claude Code plugin.
Setup Requirements
- ⚠️Requires Google Cloud Project with billing enabled and 'gcloud' authentication for BigQuery patent search.
- ⚠️Requires NumPy version pinned to '<2.0.0' due to FAISS compatibility issues.
- ⚠️Requires system-wide Graphviz installation for diagram generation (e.g., 'sudo apt install graphviz' on Linux).
Verified SafeView Analysis
pipelane-server
by shiveshnavin
A server for building, scheduling, and managing custom data pipelines, integrating with AI agents via the Model Context Protocol (MCP) and providing a GraphQL API for interaction.
A server for building, scheduling, and managing custom data pipelines, integrating with AI agents via the Model Context Protocol (MCP) and providing a GraphQL API for interaction.
Setup Requirements
- ⚠️Requires `sqlite3` npm package for SQLite persistence, or connection details for MySQL.
- ⚠️The client-side UI needs to be built using `cd client && npm run build` before the server can be fully started.
- ⚠️Integration with AI models (e.g., Google Gemini) requires setting the `GEMINI_API_KEY` environment variable.
- ⚠️For HTTPS, `PIPELANE_HTTPS_KEY_PATH` and `PIPELANE_HTTPS_CERT_PATH` environment variables pointing to valid SSL certificate files are required.
Review RequiredView Analysis
claude-data-analysis-ultra-main
by zenyrae123
Automated, multi-dimensional e-commerce data analysis and business intelligence reporting.
Automated, multi-dimensional e-commerce data analysis and business intelligence reporting.
Setup Requirements
- ⚠️Requires Python 3.8+ with specific data science packages (pandas, numpy, scipy, matplotlib, seaborn).
- ⚠️Designed to run within a Claude Code environment, leveraging its sub-agents, skills, and slash commands (`/do-more`, `/do-all`).
- ⚠️Relies on local data files located in a `data_storage/` directory for analysis.
Verified SafeView Analysis
gemini-mcp
by LanceVCS
Provides multi-turn conversational support for the Gemini CLI, allowing a client application (like Claude Code) to maintain context across multiple interactions with Gemini.
Provides multi-turn conversational support for the Gemini CLI, allowing a client application (like Claude Code) to maintain context across multiple interactions with Gemini.
Setup Requirements
- ⚠️Requires Gemini CLI to be installed and configured (including authentication and potential API key setup, which usually involves costs).
- ⚠️Requires Node.js 14.0 or higher.
- ⚠️Conversations auto-expire after 2 hours or when the maximum of 25 concurrent conversations is reached.
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mcp-openfoodtox
by sakkkysaka
Access, search, and analyze EFSA's OpenFoodTox chemical hazards dataset to explore food safety information, toxicity endpoints, risk assessments, and substance safety profiles.
Access, search, and analyze EFSA's OpenFoodTox chemical hazards dataset to explore food safety information, toxicity endpoints, risk assessments, and substance safety profiles.
Setup Requirements
- ⚠️Requires Python 3.12 or later.
- ⚠️Requires 'uv' for Python package management.
- ⚠️The local SQLite database (`openfoodtox.db`) must be populated, which depends on the availability of the large source Excel file (`OpenFoodToxTX22809_2023.xlsx`) for initial setup.
Verified SafeView Analysis
gemini-mcp
by mesolimbo
A Model Context Protocol (MCP) server providing local access to Google's Gemini 3 Pro Preview API for integration with tools like Claude Code.
A Model Context Protocol (MCP) server providing local access to Google's Gemini 3 Pro Preview API for integration with tools like Claude Code.
Setup Requirements
- ⚠️Requires a Google Gemini API Key (obtain from aistudio.google.com/apikey)
- ⚠️Requires Node.js version >= 22.21.0
- ⚠️Requires creation and editing of `config.json` from `config.json.example` to provide the API key.