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Vetted Servers(8554)
teamToolboxHub
by Avri-Yom-Tov
Centralized configuration and management hub for various team utilities and external Model Context Protocol (MCP) servers, facilitating access to services like SonarQube, AWS documentation, Jenkins, and CloudWatch.
Centralized configuration and management hub for various team utilities and external Model Context Protocol (MCP) servers, facilitating access to services like SonarQube, AWS documentation, Jenkins, and CloudWatch.
Setup Requirements
- ⚠️Requires various external API keys and credentials for Jenkins, SonarQube, Context7, AWS, and an internal tenant API. Many are currently marked as placeholders ('xxx', 'here') and must be properly configured.
- ⚠️Requires Node.js/npm (for `npx`) and `uv` (for `uvx`) to run the specified MCP servers.
- ⚠️The `awsManager.py` script requires Python 3 and specific GUI libraries (`PyQt5`, `qfluentwidgets`, `qframelesswindow`) for its desktop application.
- ⚠️Global MCP server configuration for VS Code involves manually creating or editing `C:\Users\{YourUsername}\AppData\Roaming\Code\User\mcp.json`.
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hotpepper-gourmet-mcp-server
by miyamo2
This server acts as an unofficial proxy for the HotPepper Gourmet WEB Service, providing structured tools and resources for searching gourmet information and retrieving master data through the MCP protocol.
This server acts as an unofficial proxy for the HotPepper Gourmet WEB Service, providing structured tools and resources for searching gourmet information and retrieving master data through the MCP protocol.
Setup Requirements
- ⚠️Requires a HotPepper Gourmet API Key from Recruit WEB Service.
- ⚠️Requires an MCP Host (e.g., an LLM agent) to interact with this server, with specific configuration.
- ⚠️The `HOTPEPPER_GOURMET_API_KEY` environment variable must be set.
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nancy-brain
by AmberLee2427
Builds a searchable knowledge base from GitHub repositories and PDF articles for AI agents and assistants.
Builds a searchable knowledge base from GitHub repositories and PDF articles for AI agents and assistants.
Setup Requirements
- ⚠️Requires Java (OpenJDK recommended) for Apache Tika PDF processing, requiring JAVA_HOME and PATH configuration.
- ⚠️Requires `KMP_DUPLICATE_LIB_OK=TRUE` environment variable, especially critical for macOS users, to avoid OpenMP library conflicts.
- ⚠️Optional Anthropic or Gemini API Key is required for document-level summaries, which incur token costs (paid service).
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mcp-datagovmy
by hithereiamaliff
Provides AI models access to Malaysia's open government datasets and dashboards, including real-time weather and public transport information, with enhanced search and direct Parquet file parsing capabilities.
Provides AI models access to Malaysia's open government datasets and dashboards, including real-time weather and public transport information, with enhanced search and direct Parquet file parsing capabilities.
Setup Requirements
- ⚠️Requires Google Maps API Key for enhanced geocoding (optional, falls back to Nominatim).
- ⚠️Requires GrabMaps API Key and AWS credentials (AWS Access Key ID, Secret Access Key, Region) for GrabMaps geocoding (optimized for Malaysia, optional, falls back to Nominatim). All four are mandatory for GrabMaps.
- ⚠️Firebase service account JSON file is required for Firebase analytics persistence; otherwise, analytics are only stored locally.
- ⚠️Analytics reset key is hardcoded to 'malaysia-opendata-2024' if not set via environment variable, allowing unauthorized analytics resets.
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personal-mcp
by 7loud
Provides an interface for AI agents to manage iCloud calendar events.
Provides an interface for AI agents to manage iCloud calendar events.
Setup Requirements
- ⚠️Requires `ICLOUD_USERNAME` environment variable.
- ⚠️Requires `ICLOUD_APP_PASSWORD` environment variable, which must be an Apple-generated app-specific password (not the main iCloud password).
- ⚠️Requires `npm install` (or `yarn install`) to set up dependencies before running.
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asset-price-mcp
by mk965
Retrieves real-time price information for various assets (precious metals, cryptocurrencies) to be used by large language models.
Retrieves real-time price information for various assets (precious metals, cryptocurrencies) to be used by large language models.
Setup Requirements
- ⚠️Potential requirement for API keys for services (e.g., Gold API) not explicitly configured via environment variables in the provided code/documentation.
- ⚠️Requires Node.js version 18 or higher.
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Prometheus-monitoring-exporter
by euiyounghwang
This repository provides a comprehensive monitoring and alerting solution for microservices, including Elasticsearch, Kafka, Redis, and general system health, leveraging Prometheus, Grafana, Loki, and custom Python/Go exporters, with a specific component for exposing Python tools and resources as an MCP server for AI/LLM consumption.
This repository provides a comprehensive monitoring and alerting solution for microservices, including Elasticsearch, Kafka, Redis, and general system health, leveraging Prometheus, Grafana, Loki, and custom Python/Go exporters, with a specific component for exposing Python tools and resources as an MCP server for AI/LLM consumption.
Setup Requirements
- ⚠️Requires Python 3.9+ and associated libraries (e.g., prometheus-client, requests, gradio, paramiko, jaydebeapi).
- ⚠️Requires Java Development Kit (JDK) for JDBC database connections (e.g., Oracle, H2).
- ⚠️Requires external services like Prometheus, Grafana, Loki, Elasticsearch, Kafka, Zookeeper, and Redis to be running.
- ⚠️Many scripts require `sudo` privileges for service management.
- ⚠️Requires `openssl` for certificate generation.
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osmmcp
by estebamod
Provides a suite of geospatial tools (geocoding, routing, nearby places, neighborhood analysis, EV charging) for large language models (LLMs) via the Model Context Protocol (MCP).
Provides a suite of geospatial tools (geocoding, routing, nearby places, neighborhood analysis, EV charging) for large language models (LLMs) via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a Go development environment (Go 1.18+ recommended) to build and run.
- ⚠️Requires internet access to reach external OpenStreetMap services (Nominatim, Overpass, OSRM).
- ⚠️For full LLM integration, the `CLAUDE_API_KEY` environment variable is expected by the client configuration generation utility.
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acs-email-mcp-server
by lukemurraynz
Provides an MCP server to enable AI agents to send advanced emails via Azure Communication Services.
Provides an MCP server to enable AI agents to send advanced emails via Azure Communication Services.
Setup Requirements
- ⚠️Requires an Azure subscription with Azure Communication Services Email configured (a paid service).
- ⚠️Environment variables `ACS_ENDPOINT` and `DEFAULT_SENDER_ADDRESS` must be set.
- ⚠️Requires .NET 8 SDK, Azure Functions Core Tools, and Azure Developer CLI (azd) for local development and deployment.
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google-maps-mcp-server
by ettysekhon
Empower AI agents with real-time Google Maps location intelligence (directions, places, geocoding, traffic, roads, elevation, safety) through a standardized Model Context Protocol (MCP) interface.
Empower AI agents with real-time Google Maps location intelligence (directions, places, geocoding, traffic, roads, elevation, safety) through a standardized Model Context Protocol (MCP) interface.
Setup Requirements
- ⚠️Requires a Google Maps Platform API Key.
- ⚠️Specific Google Maps Platform APIs (Places, Directions, Geocoding, Distance Matrix, Roads, Elevation) must be enabled in Google Cloud Console.
- ⚠️Requires Python 3.10 or higher.
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mcp-server-proposal
by vbrazo
An AI-powered compliance assistant that automatically analyzes GitHub Pull Requests for security vulnerabilities, license compliance, code quality issues, and custom company rules.
An AI-powered compliance assistant that automatically analyzes GitHub Pull Requests for security vulnerabilities, license compliance, code quality issues, and custom company rules.
Setup Requirements
- ⚠️Requires GitHub App credentials and extensive setup (create app, set webhook, configure permissions, generate private key, install app).
- ⚠️Requires E2B API Key (Paid service for sandboxed code execution).
- ⚠️Requires Groq API Key (Paid service for AI inference).
- ⚠️Requires PostgreSQL database and Redis instance.
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playfab-mcp-server
by akiojin
Middleware server enabling large language models to interact directly with PlayFab game services for catalog, player, inventory, and title management.
Middleware server enabling large language models to interact directly with PlayFab game services for catalog, player, inventory, and title management.
Setup Requirements
- ⚠️Requires Node.js 18 or higher.
- ⚠️Requires a valid PlayFab account (Title ID and Developer Secret Key) configured via environment variables.
- ⚠️Requires a supported LLM client (e.g., Claude Desktop) configured to interact with MCP servers.