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Vetted Servers(8554)
MCP-server
by manyalawy
This server provides a Micro-Capability Platform (MCP) exposing simple programmatic tools via an HTTP interface, along with a custom health check endpoint.
This server provides a Micro-Capability Platform (MCP) exposing simple programmatic tools via an HTTP interface, along with a custom health check endpoint.
Setup Requirements
- ⚠️Requires Python 3.12 or newer
Verified SafeView Analysis
mcp-agent-server
by mbarki-abd
The MCP Agent Server orchestrates a multi-agent AI platform, enabling the creation, management, communication, and real-time monitoring of AI agents, their workspaces, projects, tasks, and secure credentials.
The MCP Agent Server orchestrates a multi-agent AI platform, enabling the creation, management, communication, and real-time monitoring of AI agents, their workspaces, projects, tasks, and secure credentials.
Setup Requirements
- ⚠️Requires root/sudo privileges for full functionality (agent provisioning, terminal execution).
- ⚠️Requires a PostgreSQL database instance to be set up and accessible.
- ⚠️Requires AI CLI tools (e.g., 'claude', 'ollama', 'gemini') to be installed on the host system or within agent environments.
- ⚠️Critical environment variables (MCP_API_KEY, ENCRYPTION_KEY, DB_NAME, DB_USER, DB_PASSWORD) MUST be configured securely, especially in production.
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mcp-server
by dacionxo
This server provides a Model Context Provider (MCP) interface to the Repliers API, enabling natural language access to real estate listings, property data, market analytics, and AI-powered tools.
This server provides a Model Context Provider (MCP) interface to the Repliers API, enabling natural language access to real estate listings, property data, market analytics, and AI-powered tools.
Setup Requirements
- ⚠️Requires Repliers API Key (Paid API)
- ⚠️Requires Node.js v22+ (as specified in package.json and recommended by README)
Verified SafeView Analysis
ai-code-review-mcp
by physics91
This project provides a Model Context Protocol (MCP) server for AI-powered code analysis, leveraging both Codex and Gemini CLIs to perform and aggregate code reviews.
This project provides a Model Context Protocol (MCP) server for AI-powered code analysis, leveraging both Codex and Gemini CLIs to perform and aggregate code reviews.
Setup Requirements
- ⚠️Requires Node.js 20.0.0 or higher.
- ⚠️Requires separate installation and configuration of Codex CLI and Gemini CLI, which may involve obtaining API keys for these services.
- ⚠️Needs an MCP client (e.g., Claude Desktop) to interact with the server after setup.
Verified SafeView Analysis
MCP_Server_n8n_
by SachdevaVansh
Provides a Python-based Model Context Protocol (MCP) server to bridge an AI client (e.g., Claude Desktop) with a PostgreSQL database hosted on NeonDB and integrate with n8n for workflow automation.
Provides a Python-based Model Context Protocol (MCP) server to bridge an AI client (e.g., Claude Desktop) with a PostgreSQL database hosted on NeonDB and integrate with n8n for workflow automation.
Setup Requirements
- ⚠️Requires Python 3.13 or higher.
- ⚠️A NeonDB (PostgreSQL) database instance and its credentials are required.
- ⚠️The hardcoded `psqlurl` in `postgresql.py` must be manually replaced with your NeonDB connection string, preferably using environment variables for security (though not implemented by default in code).
Review RequiredView Analysis
mcp-server
by M0hitMehra
This server acts as a Model Context Protocol (MCP) provider, exposing MongoDB database operations (CRUD, listing databases/collections, and advanced identifier-aware search) as callable tools for AI agents.
This server acts as a Model Context Protocol (MCP) provider, exposing MongoDB database operations (CRUD, listing databases/collections, and advanced identifier-aware search) as callable tools for AI agents.
Setup Requirements
- ⚠️CRITICAL: Hardcoded MongoDB Atlas connection URI (username/password included) in source code; MUST be externalized and secured.
- ⚠️Requires a running MongoDB Atlas instance (or compatible MongoDB server).
- ⚠️Client interactions require a Google Gemini API Key (`GEMINI_API_KEY`).
- ⚠️Requires `tsx` (TypeScript eXecutor) to run directly from source files.
Review RequiredView Analysis
store-mcp-client-server
by sarthaksolow
Implements a retail demand forecasting Model Context Protocol (MCP) server that predicts product demand using sales data, seasonal events, and generates AI-powered explanations.
Implements a retail demand forecasting Model Context Protocol (MCP) server that predicts product demand using sales data, seasonal events, and generates AI-powered explanations.
Setup Requirements
- ⚠️Requires OpenRouter API Key (Paid service likely)
Verified SafeView Analysis
MCP_server_Playwright
by naumanstafona
Automated end-to-end UI testing for a web application using Playwright, including multi-factor authentication (OTP via Gmail).
Automated end-to-end UI testing for a web application using Playwright, including multi-factor authentication (OTP via Gmail).
Setup Requirements
- ⚠️Requires manual intervention for Gmail CAPTCHA or security challenges during OTP retrieval.
- ⚠️Relies on specific, hardcoded 'nauman@trackstack.app' and 'nauman+autol@trackstack.app' test accounts and their passwords, which will need to be replaced for different environments or users.
- ⚠️The `@playwright/mcp` package (Managed Continuous Playback) needs to be installed and run to use this as an 'MCP Server'.
Review RequiredView Analysis
mcp-google-maps
by BACH-AI-Tools
This MCP server provides an interface for Google Maps functionalities, enabling programmatic access to places search, geocoding, directions, elevation data, and static map generation through the Model Context Protocol.
This MCP server provides an interface for Google Maps functionalities, enabling programmatic access to places search, geocoding, directions, elevation data, and static map generation through the Model Context Protocol.
Setup Requirements
- ⚠️Requires a paid Google Maps API Key to be configured as `GOOGLE_MAPS_API_KEY` environment variable.
Verified SafeView Analysis
coral-tpu-mcp
by marc-shade
Provides fast, local, hardware-accelerated ML inference (image classification, object detection, pose estimation, semantic segmentation, audio classification, keyword spotting) and text embeddings for AI agentic systems using Google Coral TPUs.
Provides fast, local, hardware-accelerated ML inference (image classification, object detection, pose estimation, semantic segmentation, audio classification, keyword spotting) and text embeddings for AI agentic systems using Google Coral TPUs.
Setup Requirements
- ⚠️Requires dedicated Google Coral Edge TPU hardware (USB or PCIe accelerator) for accelerated inference. Falls back to CPU for text embeddings.
- ⚠️Requires specific `pycoral` and `tflite-runtime` Python libraries, which often need platform-specific installation steps (e.g., specific wheels or setup procedures for Linux, macOS, or Windows).
- ⚠️Text embedding functionality requires the `sentence-transformers` library (CPU-based).
- ⚠️Audio processing (keyword spotting, audio classification) functionality requires the `librosa` library.
Review RequiredView Analysis
simple-MCP-harness
by angusforeman
A command-line REPL tool for interactively exploring and testing MCP server capabilities.
A command-line REPL tool for interactively exploring and testing MCP server capabilities.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Requires an MCP server executable to be running locally, specified in a '.env' file.
- ⚠️Initial setup involves copying '.env.example' and configuring the MCP_SERVER_COMMAND.
Verified SafeView Analysis
rituals---personal-sleep-coach-1764109114211
by guilhermetechmakers
A minimal client-side web application template built with React, TypeScript, and Vite, serving as a boilerplate for frontend development.
A minimal client-side web application template built with React, TypeScript, and Vite, serving as a boilerplate for frontend development.