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Vetted Servers(9120)
mcp-server-qobra
by jpkaladjian
Enables AI assistants to securely read sales compensation data from Qobra via the Model Context Protocol (MCP).
Enables AI assistants to securely read sales compensation data from Qobra via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a Qobra API Key (obtained from Qobra account settings)
- ⚠️Requires Python 3.10 or higher
- ⚠️An active Qobra account is necessary to use this server
Verified SafeView Analysis
wcag-mcp
by joe-watkins
Provides comprehensive WCAG 2.2 guidelines, techniques, glossary terms, and Understanding documentation to agentic systems via a Model Context Protocol (MCP) server.
Provides comprehensive WCAG 2.2 guidelines, techniques, glossary terms, and Understanding documentation to agentic systems via a Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️The data (wcag.json) must be built/updated by running `npm run build` manually after `npm install` if not deploying to Netlify, as `npm install` does not automatically trigger the data build process (despite what the README implies).
- ⚠️Requires Git to be installed on the system for managing and updating the W3C WCAG git submodule during the data build process.
- ⚠️Requires Node.js version 18.0.0 or higher.
Verified SafeView Analysis
gilhari_streaming_example
by SoftwareTree
Demonstrates streaming queries with batching for efficient retrieval of large JSON result sets from a relational database using the Gilhari RESTful ORM microservice framework.
Demonstrates streaming queries with batching for efficient retrieval of large JSON result sets from a relational database using the Gilhari RESTful ORM microservice framework.
Setup Requirements
- ⚠️Docker is required to build and run the microservice.
- ⚠️Gilhari SDK and JDK 1.8+ are required for compiling source code if modifications are made.
Verified SafeView Analysis
chatagent-root
by PolecatWorks
Build and deploy an AI-powered conversational bot for Microsoft Teams, leveraging LangChain/LangGraph for LLM interaction and tool execution.
Build and deploy an AI-powered conversational bot for Microsoft Teams, leveraging LangChain/LangGraph for LLM interaction and tool execution.
Setup Requirements
- ⚠️Requires API keys for LLM providers (e.g., Google GenAI, Azure OpenAI), which are typically paid services.
- ⚠️Requires registration and setup in Azure Bot Services for MS Teams integration (App ID, App Secret, Tenant ID, Messaging Endpoint).
- ⚠️Deployment primarily targets Kubernetes using Helm charts, requiring kubectl and helm CLI tools.
- ⚠️Python 3.12+ is required for the application.
- ⚠️Local development with MS Teams requires a reverse proxy like ngrok.
Verified SafeView Analysis
mcp-ynab
by brynsp
Integrates the YNAB API for read-only budgeting data access via Model Context Protocol, allowing AI assistants to query YNAB data.
Integrates the YNAB API for read-only budgeting data access via Model Context Protocol, allowing AI assistants to query YNAB data.
Setup Requirements
- ⚠️Requires Python 3.10 or higher
- ⚠️Requires a YNAB Personal Access Token (obtained from YNAB developer settings)
- ⚠️Docker recommended for containerized deployment
Verified SafeView Analysis
mcp-for-sql-server
by edgarlopezcalomarde
This server provides tools for an AI agent to interact with and manage a SQL Server database, enabling schema querying, table creation, data insertion, and execution of raw SQL queries.
This server provides tools for an AI agent to interact with and manage a SQL Server database, enabling schema querying, table creation, data insertion, and execution of raw SQL queries.
Setup Requirements
- ⚠️Requires Docker to run the SQL Server database container.
- ⚠️Requires Bun runtime for development scripts and building, though the compiled output can be run with Node.js.
- ⚠️Requires environment variables: DB_USER, DB_PASSWORD, DB_HOST, DB_NAME, DB_PORT.
Review RequiredView Analysis
semantic-kernel-mcp-server
by alkampfergit
An MCP server demonstrating Semantic Kernel integration for AI-powered task management, exposing intelligent tools to AI clients like GitHub Copilot.
An MCP server demonstrating Semantic Kernel integration for AI-powered task management, exposing intelligent tools to AI clients like GitHub Copilot.
Setup Requirements
- ⚠️Requires .NET 10.0 SDK (preview 6 or higher).
- ⚠️AI features (natural language processing, agent conversation) require a paid OpenAI or Azure OpenAI API Key.
- ⚠️Primarily designed for integration and testing with VS Code and the GitHub Copilot extension.
Verified SafeView Analysis
postgsail-mcp-server
by xbgmsharp
Provides AI agents with read-only access to marine vessel data from PostgSail, enabling them to search logs, moorages, and monitor vessel systems for daily briefings and historical analysis.
Provides AI agents with read-only access to marine vessel data from PostgSail, enabling them to search logs, moorages, and monitor vessel systems for daily briefings and historical analysis.
Setup Requirements
- ⚠️Requires a Model Context Protocol (MCP) compatible AI platform (e.g., Claude App, Claude AI, OpenAI GPT with remote connectors).
- ⚠️Requires a PostgSail API instance accessible via POSTGSAIL_URL.
- ⚠️Requires a PostgSail authentication token (POSTGSAIL_TOKEN) or username/password (POSTGSAIL_USER and POSTGSAIL_PASS) for API access.
- ⚠️Using remote AI connectors may require a paid plan on the AI platform.
Verified SafeView Analysis
prk-mcp-weather-matcher
by rkumarus040599
This project demonstrates converting a function to an MCP server, integrating it with an MCP client like Claude Code Desktop to fetch weather information.
This project demonstrates converting a function to an MCP server, integrating it with an MCP client like Claude Code Desktop to fetch weather information.
Setup Requirements
- ⚠️Python 3.12+ required
- ⚠️Requires 'uv' for package management (as specified in README)
Verified SafeView Analysis
MCP-server-with-Ollama
by mari2020
This Spring Boot application provides a natural language interface, powered by an AI chat model and tool calling, for querying and managing employee information.
This Spring Boot application provides a natural language interface, powered by an AI chat model and tool calling, for querying and managing employee information.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) 17+.
- ⚠️Requires a running Ollama server or compatible LLM API endpoint.
Verified SafeView Analysis
vscode-mcp-windbgX
by jmfrank63
Integrates the mcp-windbgX MCP server into VS Code for Windows debugging, supporting CDB, WinDbg, and Time Travel Debugging (TTD).
Integrates the mcp-windbgX MCP server into VS Code for Windows debugging, supporting CDB, WinDbg, and Time Travel Debugging (TTD).
Setup Requirements
- ⚠️Requires Windows 10 or later.
- ⚠️Requires Windows Debugging Tools (part of Windows SDK) to be installed.
- ⚠️Requires Node.js for running the managed MCP server.
- ⚠️The mcp-windbgX server artifact is downloaded from GitHub releases, requiring network access for initial setup.
Verified SafeView Analysis
pararam-nexus-mcp
by GaijinEntertainment
This MCP server provides a programmatic interface for interacting with the Pararam.io communication platform, enabling message, chat, file, and user management.
This MCP server provides a programmatic interface for interacting with the Pararam.io communication platform, enabling message, chat, file, and user management.
Setup Requirements
- ⚠️Requires a pararam.io account.
- ⚠️Requires `PARARAM_LOGIN` and `PARARAM_PASSWORD` environment variables to be set for authentication (and optionally `PARARAM_2FA_KEY` for 2FA).
- ⚠️Requires `uv` package manager (or Python 3.11+ and standard `pip` installation).
- ⚠️File download size limit of 1MB.