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Vetted Servers(9120)
google-maps-places-mcp
by domdomegg
Facilitates AI access to Google Maps Places API for searching locations, obtaining business information, and retrieving place photos for various applications like meeting coordination, local recommendations, and address validation.
Facilitates AI access to Google Maps Places API for searching locations, obtaining business information, and retrieving place photos for various applications like meeting coordination, local recommendations, and address validation.
Setup Requirements
- ⚠️Requires manual creation and configuration of Google OAuth credentials (Google Cloud Project, enabled Places API (New), OAuth consent screen, and Web application client ID/secret).
- ⚠️Requires specific environment variables: GOOGLE_CLIENT_ID and GOOGLE_CLIENT_SECRET for HTTP transport, or GOOGLE_ACCESS_TOKEN for stdio transport. Failure to provide them will result in server termination.
- ⚠️The underlying Google Maps Places API is a paid service, incurring costs per request which are separate from any LLM token costs.
- ⚠️The MCP_TRANSPORT environment variable must be explicitly set to 'http' for OAuth support; otherwise, it defaults to 'stdio' which requires a pre-obtained GOOGLE_ACCESS_TOKEN.
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frontend-mcp-design-system
by EliseuSantos
Provides a Micro-Copilot (MCP) HTTP server for AI agents to discover, query, and suggest React components from a centralized Storybook-documented design system in a monorepo architecture.
Provides a Micro-Copilot (MCP) HTTP server for AI agents to discover, query, and suggest React components from a centralized Storybook-documented design system in a monorepo architecture.
Setup Requirements
- ⚠️Requires Node.js 18+ (recommended 20+)
- ⚠️Requires pnpm 8+ (or npm/yarn with workspaces)
- ⚠️Requires Docker for simulated production mode
- ⚠️Requires Storybook static build to be run (`storybook:build`) before the MCP server can effectively provide component metadata.
- ⚠️Requires VS Code or Cursor with MCP extension for AI interaction.
Verified SafeView Analysis
pfn-mcp
by octbramantya
A conversational AI interface for industrial energy monitoring, analysis, and cost management using natural language queries against a PostgreSQL/TimescaleDB database.
A conversational AI interface for industrial energy monitoring, analysis, and cost management using natural language queries against a PostgreSQL/TimescaleDB database.
Setup Requirements
- ⚠️Requires an Anthropic API Key (Paid service for LLM inference).
- ⚠️Requires Docker and Docker Compose for easy setup (though can be run natively).
- ⚠️Requires a PostgreSQL database with TimescaleDB extension for time-series data.
- ⚠️Requires Keycloak (or compatible OAuth2 provider) for authentication and user/tenant management.
Verified SafeView Analysis
claude_prompter
by hariskarim41
A universal Model Context Protocol (MCP) server for advanced prompt management, enabling structured AI workflows, hot-reloading, and integration with various AI clients.
A universal Model Context Protocol (MCP) server for advanced prompt management, enabling structured AI workflows, hot-reloading, and integration with various AI clients.
Setup Requirements
- ⚠️Requires Node.js 16+ to run.
- ⚠️Full semantic analysis and LLM-driven chain features require an external LLM API key (e.g., OpenAI, Anthropic), which is a paid service.
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop, Cursor Windsurf, Claude Code CLI) for interactive prompt management and execution.
Verified SafeView Analysis
bjjcoach-mcp-server
by tspenov
Provides an Elixir-based Model Context Protocol (MCP) server exposing BJJ position and video data as tools for AI assistants.
Provides an Elixir-based Model Context Protocol (MCP) server exposing BJJ position and video data as tools for AI assistants.
Setup Requirements
- ⚠️Requires Elixir to be installed.
- ⚠️This is a skeleton/library; real data providers must be implemented in a private application to replace the mock data.
- ⚠️The server runs within an Elixir application (e.g., Phoenix or Plug) and requires specific router configuration.
Verified SafeView Analysis
your-spotify-mcp
by pentafive
Connects AI assistants to Your Spotify for advanced music analytics and optional Spotify Web API control.
Connects AI assistants to Your Spotify for advanced music analytics and optional Spotify Web API control.
Setup Requirements
- ⚠️Requires a self-hosted 'Your Spotify' instance to collect and store your listening history data.
- ⚠️Tier 5 tools (Spotify Control) require separate Spotify Developer App credentials (Client ID, Client Secret, OAuth Access/Refresh Tokens) and will be disabled if not configured.
- ⚠️Some Tier 4 Management tools (`analyze_affinity`, `rename_account`, `revoke_public_access`, `update_user_settings`) require an authenticated web session with Your Spotify, and cannot be used with a public token (read-only API limitation).
- ⚠️The Your Spotify API typically limits data requests to 30 items, even if a higher limit is specified in a tool call.
Verified SafeView Analysis
mcp
by BryanSchuetz
This repository contains Markdown files detailing numerous international development projects, likely intended for an organizational website or public-facing project portfolio.
This repository contains Markdown files detailing numerous international development projects, likely intended for an organizational website or public-facing project portfolio.
Verified SafeView Analysis
NetContext-MCP
by hgursel
AI-powered network automation and device management by enabling AI assistants to execute commands on network devices via Model Context Protocol (MCP).
AI-powered network automation and device management by enabling AI assistants to execute commands on network devices via Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires access to live or simulated network devices (e.g., physical switches, GNS3, or Docker test servers).
- ⚠️SSH host key verification is disabled by default, requiring manual configuration to enable for secure production use (vulnerable to MitM if not enabled).
- ⚠️Manual configuration of client-specific JSON file (e.g., `~/.claude.json`) with absolute paths and credentials, which is prone to errors.
- ⚠️GNS3 setup requires specific Aruba AOS-CX simulator image and significant RAM (8GB+).
Review RequiredView Analysis
Expense-tracker-mcp-server
by bisVo159
A server for tracking and managing personal expenses via a FastMCP API.
A server for tracking and managing personal expenses via a FastMCP API.
Setup Requirements
- ⚠️Requires 'uv' for dependency management, not 'pip'.
- ⚠️Expense data is stored in the system's temporary directory, which may not be persistent across reboots or system cleanups, leading to potential data loss.
- ⚠️Lacks any authentication or authorization, making it unsafe to expose on untrusted networks or use in multi-user environments.
Verified SafeView Analysis
How-to-create-a-AWS-MCP-Server
by Ce-terminals-02
Provides instructions or automation for deploying a Minecraft server on Amazon Web Services (AWS).
Provides instructions or automation for deploying a Minecraft server on Amazon Web Services (AWS).
Setup Requirements
- ⚠️Requires an AWS account and appropriate credentials for deployment.
Review RequiredView Analysis
mcp-server
by web-dev-lab-official
Integrates AI applications with Google Calendar by exposing calendar functionalities as MCP tools, resources, and prompts.
Integrates AI applications with Google Calendar by exposing calendar functionalities as MCP tools, resources, and prompts.
Setup Requirements
- ⚠️Requires Google Cloud Project with Calendar API enabled
- ⚠️Requires `credentials.json` file from Google Cloud in the project root
- ⚠️Requires Python 3.13+
- ⚠️Requires `uv` package manager for setup and running
Verified SafeView Analysis
LLM_with_MCP_server
by ishant1234567890
Facilitates real-time, AI-powered chat interaction between a Large Language Model and players within a Minecraft Pi Edition server.
Facilitates real-time, AI-powered chat interaction between a Large Language Model and players within a Minecraft Pi Edition server.
Setup Requirements
- ⚠️Requires a specific llama.cpp compatible LLM model file (e.g., ggml-model-q4_0.bin) placed at './models/7B/' (or specified via LLM_MODEL_PATH).
- ⚠️Requires a running Minecraft Pi Edition server accessible to the script (default 'localhost:4711').
- ⚠️Requires the 'llama_cpp' Python library, which can have complex installation requirements, especially for GPU support.