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Vetted Servers(8554)
expense-tracking-mcp-server
by meharaz733
This MCP server enables users to track personal expenses by providing tools to add, list, and delete expense entries, backed by a local SQLite database.
This MCP server enables users to track personal expenses by providing tools to add, list, and delete expense entries, backed by a local SQLite database.
Setup Requirements
- ⚠️Python 3.13+ required
Verified SafeView Analysis
vision-mcp-server
by hiroki-yokoyama
A Model Context Protocol (MCP) server for local CPU-based vision language model inference using GGUF models via llama-cpp-python, designed to run as a Windows resident process and analyze images.
A Model Context Protocol (MCP) server for local CPU-based vision language model inference using GGUF models via llama-cpp-python, designed to run as a Windows resident process and analyze images.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Installs 'llama-cpp-python' directly from its GitHub 'main' branch, which may require C++ build tools (e.g., Visual Studio Build Tools on Windows) and could introduce instability.
- ⚠️Requires existing GGUF model artifacts (vision model and multimodal projection file) to be copied into an 'artifacts/' directory, or they will be downloaded from Hugging Face Hub (requiring internet access and potentially proxy configuration via HF_ENDPOINT/HF_TOKEN).
- ⚠️Setup instructions and scripts are Windows-focused (e.g., PowerShell, robocopy).
Verified SafeView Analysis
jira-mcp-server
by coollikeabreeze
The Jira MCP Server enables creating and updating Jira issues through a Model Context Protocol (MCP) endpoint for MCP-compatible clients, and a REST API endpoint for integration with Custom GPT Actions or other REST API clients.
The Jira MCP Server enables creating and updating Jira issues through a Model Context Protocol (MCP) endpoint for MCP-compatible clients, and a REST API endpoint for integration with Custom GPT Actions or other REST API clients.
Setup Requirements
- ⚠️Requires Node.js v16 or higher.
- ⚠️Requires 'openssl' for generating self-signed SSL certificates for local HTTPS development, or requires `USE_HTTPS=false` for HTTP-only local development (e.g., behind a proxy).
- ⚠️Requires a Jira account with API access, including a Jira API token, base URL, email, and project key configured via environment variables.
- ⚠️The 'API_KEY' environment variable is critical for security in production deployments; the server will return an error if it's missing when `NODE_ENV` is set to 'production'.
Verified SafeView Analysis
Salesforce-MCP-Server
by 5p875v6f46-ai
Provides programmatic access to Salesforce metadata through a standardized interface, enabling AI applications to discover and interact with Salesforce org structure.
Provides programmatic access to Salesforce metadata through a standardized interface, enabling AI applications to discover and interact with Salesforce org structure.
Setup Requirements
- ⚠️Requires a Salesforce Connected App to be manually configured with specific OAuth settings (e.g., Full access, Refresh Token, PKCE, specific Callback URL).
- ⚠️The OAuth authentication process may require manually copying the callback URL from the browser if the local redirect server fails to receive it automatically.
- ⚠️Requires Python 3.10+ (Python 3.11 is explicitly recommended and used in provided scripts).
Verified SafeView Analysis
mcp_servers
by SajalAli12345
Provides server infrastructure, likely related to Minecraft (MCP), for hosting or managing game instances and player connections.
Provides server infrastructure, likely related to Minecraft (MCP), for hosting or managing game instances and player connections.
Setup Requirements
- ⚠️Requires Java Runtime Environment (JRE) for execution
- ⚠️May require specific Minecraft server versions or protocol knowledge for compatibility
- ⚠️Requires proper port availability and firewall configuration for network access
Review RequiredView Analysis
MCP
by Puneet-Sharma13
A minimal example demonstrating basic web component development and application initialization.
A minimal example demonstrating basic web component development and application initialization.
Setup Requirements
- ⚠️Requires Node.js environment
- ⚠️Requires a JavaScript build tool (e.g., Babel) for JSX syntax
Verified SafeView Analysis
MCP_Weather_Tools_Server
by Ana-Gutman
Provides an MCP server that enables LLMs to call a structured tool for real-time weather information using the Open-Meteo API.
Provides an MCP server that enables LLMs to call a structured tool for real-time weather information using the Open-Meteo API.
Verified SafeView Analysis
mcp-partner-integration-demo
by nickcarndt
A Model Context Protocol (MCP) server designed for Vercel deployment, enabling AI agents (like ChatGPT) to interact with Shopify for product search and Stripe for creating checkout sessions and managing payments, facilitating natural language commerce workflows.
A Model Context Protocol (MCP) server designed for Vercel deployment, enabling AI agents (like ChatGPT) to interact with Shopify for product search and Stripe for creating checkout sessions and managing payments, facilitating natural language commerce workflows.
Setup Requirements
- ⚠️Requires a Redis instance (e.g., Upstash) for SSE support; inactive free-tier instances may be deleted and require recreation.
- ⚠️Requires Shopify Admin API credentials (store URL/shop name and access token) with appropriate permissions for product search.
- ⚠️Requires a Stripe secret key (`sk_...`) for creating checkout sessions and retrieving payment statuses. Must be a secret key, not a publishable key.
- ⚠️Stripe checkout redirects (success/cancel URLs) rely on `NEXT_PUBLIC_SITE_URL` environment variable; if not set, it defaults to `http://localhost:3000` which might not be suitable for production.
Verified SafeView Analysis
mcp
by aRustyDev
Manages, documents, and provides templates for Model Context Protocol (MCP) server development and deployment.
Manages, documents, and provides templates for Model Context Protocol (MCP) server development and deployment.
Setup Requirements
- ⚠️Requires Docker for running most configured MCP servers and infrastructure components.
- ⚠️Requires 'just' command runner for setup, label synchronization, and other project tasks.
- ⚠️Many configured MCP servers require specific API keys (e.g., GitHub, Brave, Slack, Airtable) and database connection strings, which often correspond to paid services or necessitate prior account setup.
- ⚠️Extensive reliance on GitHub Project for issue tracking, labels, and views, requiring familiarity with GitHub's project management features.
Verified SafeView Analysis
configure-mcp-server
by gleanwork
A command-line utility for configuring various MCP (Model Context Protocol) clients (e.g., Cursor, Claude, VS Code) to connect to Glean's MCP servers (local or remote) and to initialize project-level AI coding agent configurations.
A command-line utility for configuring various MCP (Model Context Protocol) clients (e.g., Cursor, Claude, VS Code) to connect to Glean's MCP servers (local or remote) and to initialize project-level AI coding agent configurations.
Setup Requirements
- ⚠️Requires Node.js 22 LTS.
- ⚠️Requires a Glean API token (`GLEAN_API_TOKEN`) and Glean instance name (`GLEAN_INSTANCE`) for local server configuration.
- ⚠️Remote server configuration requires a Glean MCP server URL (`--url`). OAuth with Dynamic Client Registration (DCR) is recommended; a bearer token (`--token`) is optional for clients not supporting OAuth.
- ⚠️For VS Code client, `chat.mcp.enabled`: true must be added to user settings to enable MCP support.
Verified SafeView Analysis
tools-provider
by bvandewe
Manages and provides access-controlled tools from various sources (OpenAPI, built-in, MCP plugins) via a web UI and API. It serves as a backend for agent-host applications to discover and execute diverse capabilities.
Manages and provides access-controlled tools from various sources (OpenAPI, built-in, MCP plugins) via a web UI and API. It serves as a backend for agent-host applications to discover and execute diverse capabilities.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for easy setup.
- ⚠️Requires Keycloak for authentication and authorization (OIDC).
- ⚠️Requires MongoDB for data persistence (uses Motor for async Python driver).
- ⚠️Requires Redis for session management and caching.
- ⚠️Requires Python 3.10+.
Review RequiredView Analysis
test_remote_mcp_server
by ArjunPrasadSarkhel
This server provides a basic remote service for performing simple arithmetic operations and generating random numbers using the FastMCP framework.
This server provides a basic remote service for performing simple arithmetic operations and generating random numbers using the FastMCP framework.
Setup Requirements
- ⚠️Requires Python 3.14+ (as specified in pyproject.toml, note that Python 3.14 is not yet released)
- ⚠️Requires 'fastmcp' library to be installed (e.g., `pip install fastmcp`)