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Vetted Servers(8554)
bioos-mcp-server
by GBA-BI
Orchestrates Bio-OS workflows and Docker image builds via an MCP server, integrating with Dockstore for workflow discovery and a reranker for search relevance.
Orchestrates Bio-OS workflows and Docker image builds via an MCP server, integrating with Dockstore for workflow discovery and a reranker for search relevance.
Setup Requirements
- ⚠️Requires `uv` (Python package manager) for local installation.
- ⚠️Requires `Cromwell` (WDL workflow execution engine), typically installed via `brew install cromwell` (macOS).
- ⚠️Requires `MIRACLE_ACCESS_KEY` and `MIRACLE_SECRET_KEY` environment variables or explicit parameters for Bio-OS interactions.
- ⚠️Tightly coupled to 'Miracle Cloud' internal infrastructure (`dockstore.miracle.ac.cn`, `bio-top.miracle.ac.cn`, and internal IP addresses for reranking/Docker build services), making it non-portable outside this specific environment.
Review RequiredView Analysis
gbox-mcp-server
by babelcloud
Enable AI agents to automate Android devices, Linux environments, and browser sessions.
Enable AI agents to automate Android devices, Linux environments, and browser sessions.
Setup Requirements
- ⚠️Requires GBOX_API_KEY from gbox.ai/dashboard or a prior `gbox login` CLI setup.
- ⚠️Requires Node.js (v18.17.0, v20.3.0, or >=v21.0.0).
- ⚠️Local Android device control (physical devices) might require `scrcpy` installation, which the server attempts to manage.
Verified SafeView Analysis
secure-cluster-mcp
by FlorianSp2000
Manage SLURM cluster jobs for ML experiments using AI assistants, enabling seamless experiment management, code transfer, job submission, and monitoring with safety guardrails.
Manage SLURM cluster jobs for ML experiments using AI assistants, enabling seamless experiment management, code transfer, job submission, and monitoring with safety guardrails.
Setup Requirements
- ⚠️DRY_RUN defaults to `false`, meaning live commands will execute unless explicitly configured to `true`.
- ⚠️Requires SSH access with key-based authentication to a SLURM-managed HPC cluster.
- ⚠️All remote paths (files, scripts, logs) must be under the configured `REMOTE_BASE_PATH`.
Verified SafeView Analysis
mcp-servers
by cloudinary
Provides Model Context Protocol (MCP) servers to integrate Cloudinary's media management platform with Large Language Models (LLMs) for natural language asset management, transformation, analysis, and organization.
Provides Model Context Protocol (MCP) servers to integrate Cloudinary's media management platform with Large Language Models (LLMs) for natural language asset management, transformation, analysis, and organization.
Setup Requirements
- ⚠️Requires Cloudinary API Key, API Secret, and Cloud Name for authentication.
- ⚠️Requires npm/Node.js for local server setup or Docker for containerized deployment.
- ⚠️Some advanced features may require a paid Cloudinary plan.
Verified SafeView Analysis
McpServerAspNetCore
by marcominerva
Provides a minimal ASP.NET Core server for AI agents to discover and utilize external tools via the Model Context Protocol (MCP).
Provides a minimal ASP.NET Core server for AI agents to discover and utilize external tools via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires an OpenWeatherMap API Key (free account registration needed) for the weather tool to function.
- ⚠️The hardcoded API key for server authentication in `appsettings.json` ('f1I7S5GXa4wQDgLQWgz0') must be changed for secure deployment.
Verified SafeView Analysis
ellymud
by ellyseum
A Multi-User Dungeon (MUD) game server with support for Telnet, WebSocket, and a Model Context Protocol (MCP) for AI agent integration and programmatic control.
A Multi-User Dungeon (MUD) game server with support for Telnet, WebSocket, and a Model Context Protocol (MCP) for AI agent integration and programmatic control.
Setup Requirements
- ⚠️Requires an OpenAI API Key (OPENAI_API_KEY) for optional AI room generation features in the Admin API.
- ⚠️Requires 'ELLYMUD_MCP_API_KEY' environment variable for the MCP server, with an interactive setup script to generate it if missing.
- ⚠️Database/Storage Backend Configuration: Supports JSON files, SQLite, or PostgreSQL, configurable via 'STORAGE_BACKEND' and 'DATABASE_URL' environment variables. Default is 'auto' which typically resolves to SQLite.
Verified SafeView Analysis
qasphere-mcp
by Hypersequent
Enables Large Language Models (LLMs) to interact with QA Sphere test cases for discovery, summarization, and direct referencing within AI-powered IDEs.
Enables Large Language Models (LLMs) to interact with QA Sphere test cases for discovery, summarization, and direct referencing within AI-powered IDEs.
Setup Requirements
- ⚠️Requires a QA Sphere account with API access (potentially a paid subscription).
- ⚠️Requires manual generation of an API key from QA Sphere settings.
- ⚠️Requires your company's specific QA Sphere tenant URL.
Verified SafeView Analysis
mcp-server
by Iterable
Allows AI assistants to interact with Iterable marketing platform data and APIs using natural language queries and instructions.
Allows AI assistants to interact with Iterable marketing platform data and APIs using natural language queries and instructions.
Setup Requirements
- ⚠️Requires Node.js >= 20 (v22 LTS recommended) and an Iterable API key.
- ⚠️Some AI clients (Windsurf, Antigravity) have a 100-tool limit. Enabling all permissions exposes 104 tools, exceeding this limit. Users must configure restricted permissions via the `--advanced` setup flag to stay under the limit if using these clients.
- ⚠️After switching API keys or modifying configuration, the AI client application must be fully restarted to load the new settings.
Verified SafeView Analysis
mysql-mcp-server
by askdba
Acts as a read-only MySQL server proxy that exposes database introspection and query execution tools to AI clients via the Model Context Protocol (MCP) or a REST API.
Acts as a read-only MySQL server proxy that exposes database introspection and query execution tools to AI clients via the Model Context Protocol (MCP) or a REST API.
Setup Requirements
- ⚠️Requires a running MySQL database instance to connect to.
- ⚠️Requires a dedicated read-only MySQL user for optimal security (quickstart script assists with creation).
- ⚠️Vector search features require MySQL 9.0+.
- ⚠️Configuration is required via environment variables or a YAML/JSON file.
Verified SafeView Analysis
vibe
by COBACOBAINI
A fast cross-platform desktop tool for transcribing audio locally using Whisper models and optionally summarizing with OpenAI (Claude) or Ollama.
A fast cross-platform desktop tool for transcribing audio locally using Whisper models and optionally summarizing with OpenAI (Claude) or Ollama.
Setup Requirements
- ⚠️Requires internet connection for initial model downloads.
- ⚠️Optional summarization feature requires an OpenAI API Key (paid service) or a locally running Ollama instance.
- ⚠️Building from source requires Rust toolchain, Bun, Clang, CMake, and platform-specific dependencies like FFmpeg and OpenBLAS.
Verified SafeView Analysis
mcp-server
by hummbl-dev
A Model Context Protocol (MCP) server that provides AI clients, like Claude Desktop, access to the HUMMBL Base120 mental models framework and a Self-Dialectical AI Systems methodology.
A Model Context Protocol (MCP) server that provides AI clients, like Claude Desktop, access to the HUMMBL Base120 mental models framework and a Self-Dialectical AI Systems methodology.
Setup Requirements
- ⚠️Requires `HUMMBL_API_KEY` environment variable for the `recommend_models` tool and other external API interactions, with usage tiers (Free, Pro, Enterprise).
- ⚠️Full functionality, especially for persistent storage (sessions, relationships), relies on Cloudflare D1 (SQL database) and KV (key-value store), along with Upstash Redis, necessitating a Cloudflare account and provisioning these services.
- ⚠️Requires Node.js 18.0.0 or higher, as specified in `package.json`.
Verified SafeView Analysis
awesome-mcp-servers
by Alonxoo
A curated directory of Model Context Protocol (MCP) servers, acting as a central resource for AI models to discover and integrate with diverse local and remote capabilities.
A curated directory of Model Context Protocol (MCP) servers, acting as a central resource for AI models to discover and integrate with diverse local and remote capabilities.