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Vetted Servers(8554)
start
by amandio-vaz
Building intelligent applications with autonomous AI agents utilizing Model Context Protocol (MCP) servers, integrating modern infrastructure, observability, and AI/ML technologies.
Building intelligent applications with autonomous AI agents utilizing Model Context Protocol (MCP) servers, integrating modern infrastructure, observability, and AI/ML technologies.
Setup Requirements
- ⚠️While no direct MCP Server code is provided, the architectural descriptions suggest complex deployments. Expected requirements for a system utilizing an MCP Server include: Docker/Kubernetes for containerization and orchestration, multiple backend services (e.g., Redis, MongoDB, PostgreSQL, TimescaleDB, ClickHouse, Vector Databases like Milvus/Qdrant), and API keys for various Large Language Models (LLMs) such as OpenAI, Gemini, Anthropic, or Mistral for AI agent functionalities.
- ⚠️Requires significant expertise in modern infrastructure, DevOps, and AI engineering practices to set up and maintain the described ecosystem.
- ⚠️Potential high operational costs due to extensive use of LLMs, vector databases, and advanced observability stacks.
Verified SafeView Analysis
talos-a2a-mcp-server
by ry-ops
Provides AI assistants with programmatic access to Talos Linux clusters for autonomous infrastructure management.
Provides AI assistants with programmatic access to Talos Linux clusters for autonomous infrastructure management.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Requires 'uv' package manager for dependency management and execution.
- ⚠️Requires a valid 'talosconfig' file with access to a Talos Linux cluster.
Verified SafeView Analysis
iceberg-mcp-server
by dragonejt
Provides an MCP (Model-Client Protocol) server for Apache Iceberg, enabling agents to programmatically read, query, and manipulate data within Iceberg catalogs using Python and SQL.
Provides an MCP (Model-Client Protocol) server for Apache Iceberg, enabling agents to programmatically read, query, and manipulate data within Iceberg catalogs using Python and SQL.
Setup Requirements
- ⚠️Requires Python 3.12 or higher.
- ⚠️Requires Apache Iceberg catalog configuration (via .pyiceberg.yaml or environment variables) to connect to a data catalog.
- ⚠️Optimal installation and execution leverage the `uv` package manager.
Verified SafeView Analysis
komodo-mcp-server
by MP-Tool
A Model Context Protocol (MCP) server designed to interface AI clients (like Claude Desktop) with Komodo for managing Docker containers, deployments, and application stacks.
A Model Context Protocol (MCP) server designed to interface AI clients (like Claude Desktop) with Komodo for managing Docker containers, deployments, and application stacks.
Setup Requirements
- ⚠️Requires Docker Compose for self-hosting.
- ⚠️Requires an existing Komodo server instance (KOMODO_URL).
- ⚠️Requires Komodo authentication credentials (either API Key & Secret or Username & Password).
- ⚠️For Claude Desktop, the server must be run in `stdio` mode.
Verified SafeView Analysis
mcp-security
by aself101
Provides NBA statistics, live scores, and player/team data from public APIs.
Provides NBA statistics, live scores, and player/team data from public APIs.
Setup Requirements
- ⚠️Requires Node.js >=18.0.0
- ⚠️Requires manual `npm run build` after `npm install` before running (standard for TypeScript projects)
Verified SafeView Analysis
medatarun
by medatarun
A platform for creating, managing, and versioning living domain models (entities, relationships, attributes, types, tags, documentation) to align business, development, operations, data governance, security, and AI agents. It acts as a single source of truth for domain semantics and enables model-level automation.
A platform for creating, managing, and versioning living domain models (entities, relationships, attributes, types, tags, documentation) to align business, development, operations, data governance, security, and AI agents. It acts as a single source of truth for domain semantics and enables model-level automation.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) for the backend.
- ⚠️Requires pnpm for Node.js package management for the UI.
- ⚠️The backend server and UI development server run separately, requiring multiple commands.
- ⚠️The MEDATARUN_HOME environment variable must be set correctly to specify the application data directory.
- ⚠️The first run requires an initial admin bootstrap process, consuming a one-time secret (either auto-generated and logged, or pre-configured).
Verified SafeView Analysis
bitbank-genesis-mcp-server
by tjackiet
This MCP server facilitates cryptocurrency market analysis using public bitbank API data, providing optimized analysis tools and visualizations for LLMs like Claude.
This MCP server facilitates cryptocurrency market analysis using public bitbank API data, providing optimized analysis tools and visualizations for LLMs like Claude.
Setup Requirements
- ⚠️Node.js 18+ is required; Docker is optional.
- ⚠️Manual configuration in Claude Desktop's `claude_desktop_config.json` is needed, requiring replacement of absolute paths.
- ⚠️macOS users may encounter permission issues if the project is placed in the Desktop folder; placement in the home directory is recommended.
Verified SafeView Analysis
orchestra
by CyberBrown
Orchestra is a desktop application designed to provide a user-friendly interface for managing Claude Code MCP server configurations, eliminating the need for manual JSON file editing.
Orchestra is a desktop application designed to provide a user-friendly interface for managing Claude Code MCP server configurations, eliminating the need for manual JSON file editing.
Setup Requirements
- ⚠️Requires Node.js and a package manager (pnpm, npm, or yarn) for development and building.
- ⚠️The application is an Electron desktop app, requiring native build processes for distribution (macOS, Windows, Linux).
- ⚠️Toggle and edit functionalities are marked as 'coming soon!' in the UI code, indicating incomplete features.
Review RequiredView Analysis
purmemo-mcp
by coladapo
A cross-platform AI conversation memory server enabling saving and recalling conversations across various MCP-compatible AI tools and IDEs like Claude Desktop, Cursor, and Windsurf.
A cross-platform AI conversation memory server enabling saving and recalling conversations across various MCP-compatible AI tools and IDEs like Claude Desktop, Cursor, and Windsurf.
Setup Requirements
- ⚠️Requires a pūrmemo API key, which needs to be obtained by signing up for an account at app.purmemo.ai.
- ⚠️OAuth authentication is currently stated as unavailable in the setup script, forcing API key usage.
- ⚠️Requires Node.js version 18 or higher to run.
Verified SafeView Analysis
oura-ring-mcp-server
by nwthomas
Integrate Oura Ring health data with LLMs via the Model Context Protocol (MCP).
Integrate Oura Ring health data with LLMs via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires manual OAuth2 setup with Oura Ring Developer Applications Dashboard to obtain CLIENT_ID, CLIENT_SECRET, and a one-time USER_CODE.
- ⚠️Requires `uv` package manager and Python 3.14.0, which the setup recommends managing via `pyenv`.
- ⚠️If the `tokens.json` file is deleted, the full manual OAuth2 setup must be repeated as Oura Ring user codes are single-use.
Verified SafeView Analysis
inboxfewer
by teemow
Provides AI assistants with programmatic access to Google productivity services (Gmail, Docs, Drive, Calendar, Meet, Tasks).
Provides AI assistants with programmatic access to Google productivity services (Gmail, Docs, Drive, Calendar, Meet, Tasks).
Setup Requirements
- ⚠️Google OAuth Client ID & Secret: Critical for `streamable-http` transport (OAuth proxy mode). Must be obtained from Google Cloud Console and securely provided via Kubernetes secrets or environment variables.
- ⚠️Public Base URL: For any deployed instance using HTTP transport, the `MCP_BASE_URL` environment variable (or `--base-url` flag) *must* be correctly configured to the publicly accessible URL of the server for OAuth callbacks.
- ⚠️Persistent OAuth Token Storage: By default, OAuth tokens are ephemeral (lost on pod restart). For production, a `PersistentVolumeClaim` or a Valkey (Redis-compatible) instance is required for token persistence and horizontal scaling.
- ⚠️"--yolo" Flag for Write Operations: The server defaults to a read-only "safety mode". Write operations (e.g., sending emails, deleting files) require explicitly enabling the `--yolo` flag.
Verified SafeView Analysis
openotes
by opencore-x
Provides Claude (or other AI agents) with tools to read, search, write, and organize markdown notes in a local vault.
Provides Claude (or other AI agents) with tools to read, search, write, and organize markdown notes in a local vault.
Setup Requirements
- ⚠️VAULT_PATH environment variable is required and must point to an accessible directory containing markdown files.
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️For remote access (e.g., Claude.ai web/mobile), Cloudflare Tunnel and Cloudflare Access setup is necessary, adding network configuration complexity.