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Vetted Servers(9120)
mbta-mcp
by ericskiff
Provides real-time MBTA Worcester Line train schedules as a Model Context Protocol (MCP) server for AI assistants.
Provides real-time MBTA Worcester Line train schedules as a Model Context Protocol (MCP) server for AI assistants.
Setup Requirements
- ⚠️Requires a free MBTA API Key obtained from api-v3.mbta.com.
- ⚠️The MCP server authentication (`MCP_API_KEY`) is optional; if not configured, the server will allow anonymous access, which may pose a security risk if deployed publicly without additional access controls.
- ⚠️The project is built with Next.js and primarily designed for deployment on Vercel, requiring familiarity with Vercel's environment variable and serverless function management.
Verified SafeView Analysis
llm-rag-mcp-example
by giuliolibrando
Deploys an on-premise AI platform utilizing RAG and LLMs to manage IT infrastructure by indexing data from Redmine and Wiki.js.
Deploys an on-premise AI platform utilizing RAG and LLMs to manage IT infrastructure by indexing data from Redmine and Wiki.js.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for deployment.
- ⚠️Manual LLM model pulling inside the 'ollama1' container is necessary after initial setup.
- ⚠️Requires pre-existing Redmine and Wiki.js instances with configured API access for data ingestion.
Verified SafeView Analysis
Trilix-Atlassian-MCP-Server
by vaibhavdashoraIU
The Trilix Atlassian MCP Server enables AI assistants (like ChatGPT or Claude) to interact with multiple Atlassian workspaces (Confluence, Jira) simultaneously through a standardized Model Context Protocol (MCP). It acts as a trusted intermediary, providing normalized, validated, and secure data access.
The Trilix Atlassian MCP Server enables AI assistants (like ChatGPT or Claude) to interact with multiple Atlassian workspaces (Confluence, Jira) simultaneously through a standardized Model Context Protocol (MCP). It acts as a trusted intermediary, providing normalized, validated, and secure data access.
Setup Requirements
- ⚠️Requires Go 1.22+ to build and run.
- ⚠️Requires Docker and Docker Compose for local infrastructure setup (PostgreSQL and RabbitMQ).
- ⚠️The `TwistyGo` library must be manually cloned locally and referenced via a `replace` directive in `go.mod`, instead of standard `go get` dependency management.
- ⚠️A 32-character `API_KEY_ENCRYPTION_KEY` must be securely generated and set in the environment for API token encryption.
- ⚠️For user authentication, a Clerk.dev account and its `CLERK_SECRET_KEY` and `CLERK_PUBLISHABLE_KEY` are required, or the server will run in an unauthenticated development mode.
Verified SafeView Analysis
Python_MCP
by priyankawadle
Serves as a local backend for an AI agent (Claude) to manage employee leave requests, allowing the AI to check balances, apply for leave, and view history.
Serves as a local backend for an AI agent (Claude) to manage employee leave requests, allowing the AI to check balances, apply for leave, and view history.
Setup Requirements
- ⚠️Requires the Claude Desktop application to be installed to interact with the server.
- ⚠️Relies on `uv` (Ultrafast Python package installer and resolver) for dependency management and execution, which might require an additional installation step if not already present.
- ⚠️The `mcp` CLI tool is specifically used for installing and running the server, indicating a framework-specific setup process.
Verified SafeView Analysis
minecraft-server-management-protocol-mcp
by BridgerB
Manages Minecraft servers remotely using the Minecraft Server Management Protocol (MCP) via an MCP server.
Manages Minecraft servers remotely using the Minecraft Server Management Protocol (MCP) via an MCP server.
Setup Requirements
- ⚠️Requires Deno 2.0 or higher.
- ⚠️Requires a Minecraft Server 1.21.9+ with its management server enabled and configured in 'server.properties'.
- ⚠️Uses Deno's unstable WebSocketStream API, requiring the '--unstable-net' flag, which may be subject to future breaking changes.
- ⚠️Requires manual creation and editing of 'config.json' from 'config.json.example' with server details and secrets.
Verified SafeView Analysis
gramps-ez-mcp
by dsblank
Provides an MCP server to enable AI assistants to query and interact with Gramps genealogy family tree data using natural language.
Provides an MCP server to enable AI assistants to query and interact with Gramps genealogy family tree data using natural language.
Setup Requirements
- ⚠️Requires Gramps genealogy software to be installed and an existing Gramps family tree database.
- ⚠️Requires `pip install gramps` (or Gramps installed system-wide).
- ⚠️The provided database name must exactly match an existing Gramps database tree (case-sensitive).
Verified SafeView Analysis
mcp_emi_server
by Ramakrishna-Gedala
This server exposes loan Equated Monthly Installment (EMI) calculation endpoints to MCP clients, acting as a proxy to a backend REST API.
This server exposes loan Equated Monthly Installment (EMI) calculation endpoints to MCP clients, acting as a proxy to a backend REST API.
Setup Requirements
- ⚠️Requires Python 3.10+ and 'uv' package manager for environment management and execution.
- ⚠️A separate EMI calculation REST API backend must be running and accessible at the `EMI_API_BASE_URL` (defaults to http://localhost:8000/api) for the server to function.
Verified SafeView Analysis
pcb-mcp
by bunnyf
Facilitates AI-assisted PCB design workflow by providing an MCP (Model Context Protocol) server for KiCad 9.x.
Facilitates AI-assisted PCB design workflow by providing an MCP (Model Context Protocol) server for KiCad 9.x.
Setup Requirements
- ⚠️Requires a Virtual Private Server (VPS) with Ubuntu 22.04+ or Debian 12+.
- ⚠️Requires KiCad 9.0.6+, Python 3.10+, Java 17+ (for FreeRouting), and xvfb (for headless rendering) installed on the VPS.
- ⚠️Requires an MCP client (e.g., Claude Code with MCP support) and SSH access configured to the VPS.
Verified SafeView Analysis
homalos-mcp
by Homalos
A complete futures data analysis MCP service providing K-line data, technical indicators (KD, MACD), real-time updates via WebSocket, and historical data persistence in SQLite.
A complete futures data analysis MCP service providing K-line data, technical indicators (KD, MACD), real-time updates via WebSocket, and historical data persistence in SQLite.
Setup Requirements
- ⚠️Requires Node.js 20+ runtime environment.
- ⚠️Relies on an external API (Sina Finance) for real-time data, which may have rate limits or availability issues.
- ⚠️Requires `npm install` and `npm run build` before `npm start`.
Verified SafeView Analysis
demo-mcp-server
by Khushil-21
A simple Model Context Protocol (MCP) server providing utility tools for dice rolling and number addition for MCP-compatible clients like Claude Desktop.
A simple Model Context Protocol (MCP) server providing utility tools for dice rolling and number addition for MCP-compatible clients like Claude Desktop.
Setup Requirements
- ⚠️Requires Python >= 3.11
- ⚠️Requires UV package manager for installation and running
- ⚠️Manual path configuration for UV may be needed for Claude Desktop integration if UV is not in system PATH.
Verified SafeView Analysis
McpServer
by jrainbolt
Provides a REST API endpoint to proxy requests to OpenAI's chat models, serving as a backend for AI-powered chat functionalities.
Provides a REST API endpoint to proxy requests to OpenAI's chat models, serving as a backend for AI-powered chat functionalities.
Setup Requirements
- ⚠️Requires an OpenAI API Key (Paid usage may apply).
- ⚠️Requires Java Development Kit (JDK 17+) to build and run.
- ⚠️Requires Maven or Gradle to build the Spring Boot application.
Verified SafeView Analysis
tavily-mcp
by BACH-AI-Tools
Provides an MCP server to enable AI models with real-time web search, data extraction, website mapping, and crawling capabilities via the Tavily API.
Provides an MCP server to enable AI models with real-time web search, data extraction, website mapping, and crawling capabilities via the Tavily API.
Setup Requirements
- ⚠️Requires a Tavily API key (can be obtained from tavily.com).
- ⚠️Node.js v20 or higher is required.
- ⚠️Potential for high token cost if `include_raw_content` is enabled or extensive crawl/extraction results are returned.