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Vetted Servers(9120)
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.
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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'.
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Expense-Tracker-MCP-server
by ShashankraiOO7
An expense tracking application designed for personal financial management, featuring both local and potential remote data synchronization capabilities.
An expense tracking application designed for personal financial management, featuring both local and potential remote data synchronization capabilities.
Setup Requirements
- ⚠️Requires a specific Python version as defined in the `.python-version` file.
- ⚠️Requires Python dependencies to be installed via `uv` or `pip` using the `pyproject.toml` configuration.
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mcp-server
by kmo-dev
A custom or modified Minecraft server implementation, likely related to the Minecraft Coder Pack (MCP) for mod/plugin development.
A custom or modified Minecraft server implementation, likely related to the Minecraft Coder Pack (MCP) for mod/plugin development.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) 8+ (or a compatible version) to build and run.
- ⚠️Maven is required to build the project from source.
- ⚠️May require specific Minecraft server configuration files (e.g., server.properties) to function correctly after building.
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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.
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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.
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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.
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sevdesk-mcp
by Honeyfield-Org
An MCP Server providing comprehensive tools for managing financial data and business operations within the sevDesk Accounting API, including contacts, invoices, credit notes, orders, vouchers, transactions, and inventory parts.
An MCP Server providing comprehensive tools for managing financial data and business operations within the sevDesk Accounting API, including contacts, invoices, credit notes, orders, vouchers, transactions, and inventory parts.
Setup Requirements
- ⚠️Requires `SEVDESK_API_TOKEN` environment variable to be set for authentication.
- ⚠️Requires Node.js version 18 or higher.
Verified SafeView Analysis
codesona-mcp-server
by Azteron
The Codesona MCP Server provides team coding standards via stdio transport to AI assistants in IDEs, fetching rules from the Codesona API and supporting rule suggestion.
The Codesona MCP Server provides team coding standards via stdio transport to AI assistants in IDEs, fetching rules from the Codesona API and supporting rule suggestion.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️Requires a Codesona workspace API key for operation.
- ⚠️Running in 'development' mode (`NODE_ENV=development`) disables TLS certificate verification, posing a security risk to API communication.
Verified SafeView Analysis
MCP_Slack_Server
by dadavidtseng
Provides a backend server to integrate and interact with the Slack messaging platform, potentially for a project named 'MCP'.
Provides a backend server to integrate and interact with the Slack messaging platform, potentially for a project named 'MCP'.
Setup Requirements
- ⚠️Requires a Slack Bot Token (xoxb-...) for API access.
- ⚠️Requires a Slack Signing Secret for verifying incoming requests (webhooks).
- ⚠️If receiving Slack webhooks, it requires a publicly accessible URL or a tunneling solution (e.g., Ngrok) pointing to the server.