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Vetted Servers(8554)
catalyst_builder
by Yapade0708
Build AI-powered integrations for various business systems (databases, REST APIs, cloud services) using no-code YAML configurations, primarily for enterprise business process automation with LLMs like Claude and ChatGPT.
Build AI-powered integrations for various business systems (databases, REST APIs, cloud services) using no-code YAML configurations, primarily for enterprise business process automation with LLMs like Claude and ChatGPT.
Setup Requirements
- ⚠️Requires Python 3.8+ runtime environment.
- ⚠️An external "Catalyst MCP Server" is a prerequisite for deploying and using the AI integrations created by this builder. This server needs to be obtained separately (e.g., from https://github.com/billebel/catalyst).
- ⚠️Functional packs require external API keys, database credentials, or SSH keys for target systems, which must be configured via environment variables (e.g., in .env files).
- ⚠️For Docker deployment, Docker must be installed and running on the target machine, and the `docker` CLI tool must be available.
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cambrianTerminal
by fozagtx
Provides real-time DeFi blockchain analytics, market insights, and AI-powered investment intelligence to autonomous AI agents via the Model Context Protocol (MCP).
Provides real-time DeFi blockchain analytics, market insights, and AI-powered investment intelligence to autonomous AI agents via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Node.js 18+ and pnpm for installation and execution.
- ⚠️Relies on external Cambrian Network APIs (Opabinia, Deep42) for data, which must be operational.
- ⚠️Requires an MCP client/AI agent to interact with its capabilities.
- ⚠️An optional `CAMBRIAN_API_KEY` may be needed for full functionality of the underlying Cambrian APIs.
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mcp_server
by NitinTalluri
An MCP server that enables LLM models to query live Snowflake architecture data tables for application structure analysis, dependencies, and relationships.
An MCP server that enables LLM models to query live Snowflake architecture data tables for application structure analysis, dependencies, and relationships.
Setup Requirements
- ⚠️Requires Python 3.13 or higher (based on pyproject.toml).
- ⚠️Requires access to a Snowflake environment and a pre-configured `common.sec` module for secure credential retrieval (module not provided in repo).
- ⚠️Configuration for Continue IDE requires manual steps: copying `config_snowflake.yaml` to `config.yaml` and updating the `cwd` path.
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mcp-research-router
by BaGRoS
Modular MCP server for aggregating and synthesizing AI research queries from multiple providers.
Modular MCP server for aggregating and synthesizing AI research queries from multiple providers.
Setup Requirements
- ⚠️Requires API keys for each AI provider (OpenAI, Google Gemini, Perplexity, DeepSeek) to function, which are typically paid services.
- ⚠️Requires Node.js v18.0.0 or higher to run.
- ⚠️Designed to run as an MCP server, requiring an MCP-compatible client (e.g., Claude Desktop, MCP Inspector) for interaction.
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Home-Assistant-Diagnostics-Agent
by burgueishon
An AI-powered diagnostic and health monitoring agent for Home Assistant smart homes, providing troubleshooting, network analysis, and cleanup recommendations via 39 specialized tools.
An AI-powered diagnostic and health monitoring agent for Home Assistant smart homes, providing troubleshooting, network analysis, and cleanup recommendations via 39 specialized tools.
Setup Requirements
- ⚠️Requires Python 3.13+.
- ⚠️Requires a Gemini API Key (paid service) for primary LLM functionality, though an OpenAI API Key can be configured for a fallback explanation-only mode.
- ⚠️Requires an existing Home Assistant instance and a long-lived access token for 'LIVE' mode.
- ⚠️Disables SSL certificate validation for Home Assistant WebSocket connections by default, which is a security risk for Man-in-the-Middle attacks.
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fbi-crime-stats-mcp
by rdwj
Provides tools for accessing FBI crime statistics, generating crime forecasts, and analyzing historical crime trends.
Provides tools for accessing FBI crime statistics, generating crime forecasts, and analyzing historical crime trends.
Setup Requirements
- ⚠️Requires FBI_API_KEY (free registration at api.data.gov/signup)
- ⚠️Requires Python 3.11+
- ⚠️Local development with a separate backend prediction service (hardcoded URL) or mocked service. Production deployment designed for OpenShift.
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spotify-mcp-server
by aryanb12393
Allows Claude to manage Spotify playlists, including searching for tracks, creating playlists, and adding songs.
Allows Claude to manage Spotify playlists, including searching for tracks, creating playlists, and adding songs.
Setup Requirements
- ⚠️Requires manual creation and configuration of a Spotify Developer App to obtain Client ID, Client Secret, and set the Redirect URI.
- ⚠️Requires specific configuration within Claude Desktop's `claude_desktop_config.json` file.
- ⚠️The first run will open a web browser for Spotify OAuth authentication.
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SampleMcpServer
by yus1977
This server facilitates the setup, management, and development of a Minecraft Forge server, primarily for modding or custom server environments.
This server facilitates the setup, management, and development of a Minecraft Forge server, primarily for modding or custom server environments.
Setup Requirements
- ⚠️Requires Java Runtime Environment (JRE) installed
- ⚠️Requires Python installed (likely Python 2.x for older MCP versions)
- ⚠️Requires internet access for initial download of Forge and MCP files
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markitdown
by Ivan2993
Converts various file formats (documents, images, audio) to Markdown for indexing, text analysis, and integration with AI agents.
Converts various file formats (documents, images, audio) to Markdown for indexing, text analysis, and integration with AI agents.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Optional AI features (LLM image/audio description, Azure Document Intelligence) require API keys (e.g., OPENAI_API_KEY, AZURE_API_KEY) and incur paid usage.
- ⚠️Requires external system dependency 'exiftool' for enhanced image/audio metadata extraction.
- ⚠️Many file format conversions require additional Python dependencies (e.g., pdfminer.six, mammoth, pandas) which can be installed via `pip install markitdown[all]`.
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mcp-servers
by gabriel-berzescu
Provides an MCP server to execute Windows terminal commands, primarily for use by AI agents or other automated systems.
Provides an MCP server to execute Windows terminal commands, primarily for use by AI agents or other automated systems.
Setup Requirements
- ⚠️Requires Python 3.10+ and Windows 11 operating system.
- ⚠️Requires installation of `mcp-python-sdk` dependencies via `requirements.txt`.
- ⚠️Careful virtual environment setup is needed, ensuring the full path to the virtual environment's Python executable is used for server configuration, not just `python`.
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espn-mcp-server
by myvfc
A unified API server for multi-source college sports data (ESPN, NCAA) with JSON-RPC 2.0 compliance, designed to be used as a tool by AI bots.
A unified API server for multi-source college sports data (ESPN, NCAA) with JSON-RPC 2.0 compliance, designed to be used as a tool by AI bots.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️A `MCP_API_KEY` environment variable is required for server authentication; a default example key is provided in the source code but should be replaced for production environments.
- ⚠️The provided `server.js` explicitly states that CollegeFootballData.com (CFBD) integrations have been removed, meaning the 6 CFBD-dependent tools (e.g., `get_stats`, `get_recruiting`) described in the `README` will not be functional, even if a `CFBD_API_KEY` is provided.
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webustler
by titan77champion
Webustler is designed for extracting clean, markdown text from any URL, including Cloudflare-protected sites, primarily for local desktop use.
Webustler is designed for extracting clean, markdown text from any URL, including Cloudflare-protected sites, primarily for local desktop use.
Setup Requirements
- ⚠️Requires a separate, unspecified local service to be running at `http://localhost:8191` for its fallback scraping mechanism, crucial for Cloudflare bypass. Setup instructions for this dependency are missing.
- ⚠️Relies on the external `r.jina.ai` service for primary scraping, which introduces a dependency on a third-party's availability, reliability, and potential rate limits or costs not detailed in the provided information.