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Vetted Servers(8554)
maven-tools-mcp
by arvindand
Dependency intelligence for AI assistants and agents working with JVM projects, providing analysis, version lookup, security, and license insights.
Dependency intelligence for AI assistants and agents working with JVM projects, providing analysis, version lookup, security, and license insights.
Setup Requirements
- ⚠️Requires Docker installed and running (or a local Java Runtime/native binary).
- ⚠️Requires outbound internet access to Maven Central, OSV.dev, and optionally mcp.context7.com.
- ⚠️Corporate networks with SSL inspection may require building a custom Docker image with corporate CA certificates or using the 'latest-noc7' variant.
Verified SafeView Analysis
AI-Productivity-Series-Requirement-Engineering-Vibes
by AndreasKarz
Automating requirements engineering and testing processes using AI agents within Azure DevOps.
Automating requirements engineering and testing processes using AI agents within Azure DevOps.
Setup Requirements
- ⚠️Requires a Windows environment and PowerShell for setup scripts.
- ⚠️Requires an Azure DevOps account with broad permissions (read/write WorkItems, access wikis, repositories) and Azure CLI configured.
- ⚠️Requires a GitHub Copilot Chat subscription and access to the 'AI Engineer Perplexity Space' (likely paid services).
- ⚠️Requires Visual Studio Code Insiders (not standard VS Code).
Verified SafeView Analysis
water-chemistry-mcp
by puran-water
Advanced water chemistry modeling and optimization for industrial wastewater treatment, powered by PHREEQC for chemical equilibrium and kinetic simulations.
Advanced water chemistry modeling and optimization for industrial wastewater treatment, powered by PHREEQC for chemical equilibrium and kinetic simulations.
Setup Requirements
- ⚠️Requires local installation of USGS PHREEQC executable (version 3.8.6-17100-x64 or compatible) to utilize subprocess mode for full database compatibility.
- ⚠️Requires PHREEQC thermodynamic database files (e.g., `minteq.v4.dat`, `phreeqc.dat`) to be accessible on the file system, with specific path handling for Windows Subsystem for Linux (WSL) environments.
- ⚠️Python 3.9+ and PhreeqPython 1.5.2+ are required, which can have complex installation dependencies for PHREEQC integration.
Review RequiredView Analysis
mcp-docs-server
by circlesac
Serves Markdown documentation, reusable prompt templates, and various file types as an MCP server for AI agents.
Serves Markdown documentation, reusable prompt templates, and various file types as an MCP server for AI agents.
Setup Requirements
- ⚠️Requires Node.js 18+ and Bun 1.1+ for local development and build scripts.
- ⚠️Cloudflare Worker deployment requires a Cloudflare account and authentication via the `wrangler` CLI.
- ⚠️npm package publishing requires npm authentication and appropriate permissions to the configured package scope.
Verified SafeView Analysis
firemcp
by iamanishroy
Enables AI agents and LLMs to securely interact with Firestore databases through a Model Context Protocol (MCP) server, offering complete CRUD and query operations.
Enables AI agents and LLMs to securely interact with Firestore databases through a Model Context Protocol (MCP) server, offering complete CRUD and query operations.
Setup Requirements
- ⚠️Requires a Firebase project with Firestore enabled.
- ⚠️Requires Firebase Authentication configured with at least one user.
- ⚠️Requires Bun runtime v1.0 or higher.
Verified SafeView Analysis
llama-stack-mcp-server
by rh-ai-quickstart
Integrates HR operations (employee, vacation, job, performance management) into a Llama Stack AI agent as a custom Model Context Protocol (MCP) tool.
Integrates HR operations (employee, vacation, job, performance management) into a Llama Stack AI agent as a custom Model Context Protocol (MCP) tool.
Setup Requirements
- ⚠️Requires OpenShift AI (or a compatible Kubernetes environment) for full stack deployment, including GPU/HPU or substantial CPU/RAM for the Llama 3.2-3B model.
- ⚠️The HR Enterprise API and custom MCP server use default, insecure configurations (e.g., open CORS, default API key) that MUST be customized and secured for any non-development/demo environment.
- ⚠️The HR Enterprise API uses in-memory data, meaning all HR data is lost on server restart; it is designed as a mock/sample, not a persistent data store.
Verified SafeView Analysis
pw-client
by viraj-sh
A dashboard application for students to access, view, and download course resources (notes, DPPs) from their Physics Wallah (PW) batches.
A dashboard application for students to access, view, and download course resources (notes, DPPs) from their Physics Wallah (PW) batches.
Setup Requirements
- ⚠️Requires manual retrieval of a PW web session token from browser developer tools (or using OTP, which logs out other sessions).
- ⚠️Relies on a specific external API (`api.penpencil.co`), which could change and break functionality.
Verified SafeView Analysis
mcp-gemini-prompt-enhancer
by andrea9293
A Model Context Protocol (MCP) server that provides a prompt optimization service for Large Language Models (LLMs) using Google Gemini, with advanced prompt engineering support and automatic PDF asset management.
A Model Context Protocol (MCP) server that provides a prompt optimization service for Large Language Models (LLMs) using Google Gemini, with advanced prompt engineering support and automatic PDF asset management.
Setup Requirements
- ⚠️Requires a Google Gemini API Key, which typically involves a paid service or usage-based costs.
- ⚠️Requires Node.js version 20 or higher.
- ⚠️Requires internet access on the first run to automatically download the reference PDF.
- ⚠️For remote server usage, passing the API key in the URL query string is less secure and should be handled with caution.
Verified SafeView Analysis
weibo-mcp-server
by bossdong955
Fetches the top N Weibo hot searches (trending topics) via a Micro-Composable Program (MCP) server.
Fetches the top N Weibo hot searches (trending topics) via a Micro-Composable Program (MCP) server.
Setup Requirements
- ⚠️Requires Python 3.11.
- ⚠️Ensure 'mcp' package is uninstalled before installing 'fastmcp' to avoid dependency conflicts.
- ⚠️Requires internet access to 'https://weibo.com'.
Verified SafeView Analysis
mcp-csharp-sdk-client
by AgentSmithers
This repository provides a C# SDK and client example for the Model Context Protocol (MCP), enabling integration of Large Language Models with applications like debuggers (x64Dbg) to create AI agents.
This repository provides a C# SDK and client example for the Model Context Protocol (MCP), enabling integration of Large Language Models with applications like debuggers (x64Dbg) to create AI agents.
Setup Requirements
- ⚠️Requires .NET SDK 9.0.100
- ⚠️Requires either GeminiAIKey or ANTHROPIC_API_KEY environment variable for LLM integration
- ⚠️Requires MCPServerIP environment variable (for the client to connect to an MCP server)
- ⚠️The SDK is in preview, expect potential breaking changes
Verified SafeView Analysis
mcp-factcheck
by carlisia
The MCP Fact-Check MCP Server validates content against the Model Context Protocol (MCP) specification using AI-powered semantic search to ensure technical accuracy and prevent misinformation.
The MCP Fact-Check MCP Server validates content against the Model Context Protocol (MCP) specification using AI-powered semantic search to ensure technical accuracy and prevent misinformation.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid Service)
- ⚠️Go 1.22+ required for building from source
Verified SafeView Analysis
mcp-mercado-livre
by newerton
Provides an MCP server tool to scrape product information, such as prices and availability, directly from Mercado Livre, with strong data validation.
Provides an MCP server tool to scrape product information, such as prices and availability, directly from Mercado Livre, with strong data validation.
Setup Requirements
- ⚠️Requires Node.js version 18 or higher.
- ⚠️The web scraper is susceptible to rate limiting, IP blocking, or CAPTCHAs from Mercado Livre.
- ⚠️Relies on the current HTML structure of Mercado Livre, which can change and potentially break the scraping logic.