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Vetted Servers(8554)
mcp-weather
by algonacci
Fetches current weather conditions and forecasts using the AccuWeather API based on location coordinates or search queries.
Fetches current weather conditions and forecasts using the AccuWeather API based on location coordinates or search queries.
Setup Requirements
- ⚠️Requires AccuWeather API Key (free tier available, but usage limits apply)
- ⚠️Requires Python 3.13 or higher as specified in pyproject.toml
- ⚠️Requires `uv` package manager for execution as per the README example
Verified SafeView Analysis
combell-mcp
by Joehoel
Exposes a Model Context Protocol (MCP) server for AI agents and editors to interact with Combell hosting services without directly handling credentials.
Exposes a Model Context Protocol (MCP) server for AI agents and editors to interact with Combell hosting services without directly handling credentials.
Setup Requirements
- ⚠️Requires PHP 8.3 with 'pcntl' and 'pdo_mysql' extensions enabled.
- ⚠️Requires Node.js 20+ with npm or yarn for frontend asset compilation.
- ⚠️Requires a MySQL 8+ database for local development and Laravel Passport setup.
- ⚠️Requires a Combell API Key and Secret for interaction with Combell services.
Verified SafeView Analysis
btwExtra
by brianmsm
Provides an MCP server for R, allowing LLMs to execute arbitrary R code and access additional R-specific tools.
Provides an MCP server for R, allowing LLMs to execute arbitrary R code and access additional R-specific tools.
Setup Requirements
- ⚠️Requires an R environment to be installed and accessible.
- ⚠️The target R session must call `mcptools::mcp_session()` to register itself (e.g., in `.Rprofile`).
- ⚠️Depends on the `btw` R package, which must also be installed.
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sbb-mcp-commons
by schlpbch
A shared Java library for building robust and resilient SBB Model Context Protocol (MCP) servers with features like session management, tool/prompt discovery, validation, and API client utilities.
A shared Java library for building robust and resilient SBB Model Context Protocol (MCP) servers with features like session management, tool/prompt discovery, validation, and API client utilities.
Setup Requirements
- ⚠️Requires GitHub Personal Access Token (PAT) with `read:packages` scope and Maven `settings.xml` configuration for dependency resolution from GitHub Packages.
- ⚠️Requires Java Development Kit (JDK) 21 or higher.
- ⚠️Optional: Requires a running Redis instance if `RedisMcpSessionStore` is enabled (auto-configured when Redis is available on classpath).
Verified SafeView Analysis
ass
by arimxyer
Searches curated 'awesome' lists and their contents (tools, libraries, and resources) to provide structured information including GitHub metadata.
Searches curated 'awesome' lists and their contents (tools, libraries, and resources) to provide structured information including GitHub metadata.
Setup Requirements
- ⚠️Requires 'bun' runtime.
- ⚠️A GITHUB_TOKEN environment variable is required for full data enrichment (star counts, languages, last updated) during the data build process. Without it, some metadata in `get_items` might be missing or incomplete.
Verified SafeView Analysis
browser-tools
by yzerodev140
Automate web tasks using Google Chrome with remote debugging capabilities.
Automate web tasks using Google Chrome with remote debugging capabilities.
Setup Requirements
- ⚠️The README provides fundamentally incorrect instructions to execute a raw URL to a `.zip` file as a command. Users must manually download, extract the `.zip` file, and place the actual executable scripts (from inside the archive) in their system PATH for the tools to function correctly.
- ⚠️Requires Google Chrome to be installed on the system.
- ⚠️Requires users to manually start Chrome with remote debugging enabled on port `9222`.
Review RequiredView Analysis
agent-mcp-service
by valmsmith39a
Acts as a LangGraph-based AI agent designed to consume and utilize tools exposed by an MCP server to perform various tasks.
Acts as a LangGraph-based AI agent designed to consume and utilize tools exposed by an MCP server to perform various tasks.
Setup Requirements
- ⚠️Requires an operational MCP server exposing tools.
- ⚠️Requires access to an LLM provider (e.g., OpenAI, Anthropic) or a local LLM service.
- ⚠️Potential dependency on Python environment (common for LangGraph projects).
Review RequiredView Analysis
unbrowse-mcp
by getfoundry
Enables AI agents to interact with websites and APIs at a network level, offering faster, more reliable, and cost-effective web automation.
Enables AI agents to interact with websites and APIs at a network level, offering faster, more reliable, and cost-effective web automation.
Setup Requirements
- ⚠️Requires one of `SOLANA_PRIVATE_KEY`, `UNBROWSE_API_KEY`, or `UNBROWSE_SESSION_TOKEN` for authentication, otherwise the server will not start.
- ⚠️If using x402 payment mode, the configured Solana wallet must be funded with USDC to cover transaction costs (0.1 cents per search, 0.5 cents per execution).
- ⚠️Abilities that require encrypted credentials (a core feature) necessitate providing the `UNBROWSE_PASSWORD` environment variable for decryption.
Review RequiredView Analysis
mcp-server
by cleopatterson
This MCP server provides a service for AI assistants (like Voiceflow and ChatGPT) to find painters, create painting job deals in HubSpot, analyze job images, and access service-specific knowledge bases and pricing guides.
This MCP server provides a service for AI assistants (like Voiceflow and ChatGPT) to find painters, create painting job deals in HubSpot, analyze job images, and access service-specific knowledge bases and pricing guides.
Setup Requirements
- ⚠️Requires HubSpot CRM account and API token (paid service) for core job management functionalities.
- ⚠️Requires OpenAI API Key (paid service) for the `analyze_image` tool, which leverages GPT-4 Vision and can incur significant token costs due to image processing.
- ⚠️The `scripts/parse_categories.js` script has a hardcoded local path to `subcats.csv`, which needs to be updated or the `category_services.json` file must be pre-generated for the server to load categories beyond the 'painting' default.
Verified SafeView Analysis
openbrush-mcp
by moz411
This server integrates Open Brush 3D design software with LLMs, allowing natural language control over creative tasks.
This server integrates Open Brush 3D design software with LLMs, allowing natural language control over creative tasks.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires Open Brush application running with its HTTP API enabled on port 40074.
- ⚠️Requires an MCP client like Claude Desktop for integration.
Review RequiredView Analysis
sdk
by Cronos402
Facilitate payments for Model Context Protocol (MCP) servers and AI agents on the Cronos blockchain using USDC.e and CRO.
Facilitate payments for Model Context Protocol (MCP) servers and AI agents on the Cronos blockchain using USDC.e and CRO.
Setup Requirements
- ⚠️Requires a Cronos private key (e.g., via `--evm` or `CRONOS_PRIVATE_KEY` environment variable) for payment-enabled functionality. This is a sensitive credential and must be secured by the user.
- ⚠️Only supports 'cronos-testnet' and 'cronos-mainnet' networks for blockchain operations.
- ⚠️Requires Node.js version 20.10.0 or higher and pnpm version 9.0.0 or higher.
Verified SafeView Analysis
mcp_python
by davecthomas
Provides AI assistants with curated Python coding best practices and guidelines for code review, improvement suggestions, and detailed explanations.
Provides AI assistants with curated Python coding best practices and guidelines for code review, improvement suggestions, and detailed explanations.
Setup Requirements
- ⚠️BEST_PRACTICES_JSON_PATH requires an absolute path for Claude Desktop (macOS).
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires 'uvx' for the simplest installation and execution.