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Vetted Servers(9120)
mcp-documentation-server
by andrea9293
A local-first MCP server for document management, semantic search, and AI-powered document intelligence.
A local-first MCP server for document management, semantic search, and AI-powered document intelligence.
Setup Requirements
- ⚠️Requires a Google Gemini API Key for AI-powered search (Gemini API usage is a paid service).
- ⚠️Initial download of embedding models (hundreds of MB) occurs on first use, causing a delay and requiring disk space.
- ⚠️Node.js version 22.0.0 or higher is recommended for full compatibility.
Verified SafeView Analysis
z-image-studio
by iconben
Z-Image Studio is a local toolkit for high-quality text-to-image generation using the Z-Image-Turbo model, providing CLI, Web UI, and MCP server interfaces with hardware optimizations.
Z-Image Studio is a local toolkit for high-quality text-to-image generation using the Z-Image-Turbo model, providing CLI, Web UI, and MCP server interfaces with hardware optimizations.
Setup Requirements
- ⚠️Requires Python >= 3.11.
- ⚠️GPU acceleration requires NVIDIA (CUDA), Apple Silicon (MPS), or AMD (ROCm on Linux); otherwise, it falls back to CPU.
- ⚠️`torch.compile` is disabled by default for Python 3.12+ due to known compatibility issues; users can force-enable it via `ZIMAGE_ENABLE_TORCH_COMPILE=1` (experimental).
- ⚠️`ZIMAGE_BASE_URL` environment variable is recommended for reliable absolute URL generation when using MCP SSE or Streamable HTTP transports.
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metamcp
by metatool-ai
MetaMCP acts as an MCP proxy to dynamically aggregate multiple MCP servers into a single unified MCP server endpoint, enabling middleware application and customized tool access for coding agents.
MetaMCP acts as an MCP proxy to dynamically aggregate multiple MCP servers into a single unified MCP server endpoint, enabling middleware application and customized tool access for coding agents.
Setup Requirements
- ⚠️Requires PostgreSQL database.
- ⚠️Requires Docker and Docker Compose for recommended setup.
- ⚠️The `BETTER_AUTH_SECRET` environment variable must be changed from its default value for production deployments.
- ⚠️`APP_URL` and `NEXT_PUBLIC_APP_URL` must match the actual access URL due to CORS policies.
Verified SafeView Analysis
jules-mcp-server
by savethepolarbears
An MCP server that enables AI assistants to create, schedule, and manage autonomous coding tasks with Google Jules, bridging its stateless API with local stateful scheduling.
An MCP server that enables AI assistants to create, schedule, and manage autonomous coding tasks with Google Jules, bridging its stateless API with local stateful scheduling.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️Requires a Google Jules API Key, which must be generated externally at jules.google/settings.
- ⚠️GitHub repositories must be connected to Google Jules via the Jules web UI (jules.google) *before* using this server.
- ⚠️When configuring in Claude Desktop or similar MCP clients, an *absolute path* to the `dist/index.js` file is required, which is a common source of setup error.
Verified SafeView Analysis
spring-documentation-mcp-server
by andrlange
Provides an AI-driven Model Context Protocol (MCP) server for comprehensive access to Spring ecosystem documentation, migration guides, code examples, and project compatibility, serving as a knowledge base and tool integration for AI agents.
Provides an AI-driven Model Context Protocol (MCP) server for comprehensive access to Spring ecosystem documentation, migration guides, code examples, and project compatibility, serving as a knowledge base and tool integration for AI agents.
Setup Requirements
- ⚠️Requires PostgreSQL database with 'pgvector' extension installed for embedding features.
- ⚠️Requires Docker for easy setup of PostgreSQL and optional Ollama embedding server.
- ⚠️Mandatory external/local embedding service if `mcp.features.embeddings.enabled` is true: either Ollama (requires local server, configured via `mcp.features.embeddings.ollama.base-url`) or OpenAI (requires API key, configured via `mcp.features.embeddings.openai.api-key`).
- ⚠️Targets Spring Boot 4.0.1, which is a future/unreleased version, potentially leading to compatibility issues with current Spring Boot dependencies or tools.
- ⚠️Initial data synchronization from numerous external sources (spring.io, GitHub, etc.) can be time-consuming and prone to network issues during setup.
Verified SafeView Analysis
mcpstat
by tekkidev
Adds usage tracking, analytics, and an audit trail to Model Context Protocol (MCP) servers to monitor tool, prompt, and resource interactions.
Adds usage tracking, analytics, and an audit trail to Model Context Protocol (MCP) servers to monitor tool, prompt, and resource interactions.
Setup Requirements
- ⚠️Requires integration into an existing MCP server application; it's a library, not a standalone end-user application.
- ⚠️Python 3.10+ is required.
- ⚠️The 'mcp' SDK dependency is optional for core functionality but required for full MCP server integration (install with `mcpstat[mcp]`).
Verified SafeView Analysis
awesome-healthcare-mcp
by BlockRunAI
To provide a curated list and guide for contributing to a collection of Model Context Protocol (MCP) servers relevant to healthcare, medical, and life sciences.
To provide a curated list and guide for contributing to a collection of Model Context Protocol (MCP) servers relevant to healthcare, medical, and life sciences.
Verified SafeView Analysis
llamator-mcp-server
by RomiconEZ
A server for automating LLM red teaming workflows by orchestrating LLAMATOR test runs via HTTP API and MCP interface, managing job state, and storing artifacts.
A server for automating LLM red teaming workflows by orchestrating LLAMATOR test runs via HTTP API and MCP interface, managing job state, and storing artifacts.
Setup Requirements
- ⚠️Requires external OpenAI-compatible LLM endpoints (attack, tested, judge models), often implying a local LLM setup like LM Studio or Ollama.
- ⚠️Requires Docker and Docker Compose for recommended deployment.
- ⚠️Requires Redis and MinIO for job queuing, state management, and artifact storage.
- ⚠️Requires Python 3.11+.
Verified SafeView Analysis
Awesome-Agent-Skills
by 7Ese
A comprehensive directory and navigation station for AI Agent Skills and Model Context Protocol (MCP) servers, designed for developers and power users to discover and integrate AI capabilities.
A comprehensive directory and navigation station for AI Agent Skills and Model Context Protocol (MCP) servers, designed for developers and power users to discover and integrate AI capabilities.
Verified SafeView Analysis
ui-ux-pro-mcp
by redf0x1
Provides AI-powered UI/UX design intelligence by offering natural language search across curated design resources.
Provides AI-powered UI/UX design intelligence by offering natural language search across curated design resources.
Setup Requirements
- ⚠️Requires Node.js v18+
- ⚠️Relies on pre-existing CSV data files in the `data/` directory (included in npm package, but required for source runs)
- ⚠️Requires an MCP-compatible client (VS Code, Claude Desktop, Cursor) for full interaction
Verified SafeView Analysis
ms-365-mcp-server
by Softeria
Interacting with Microsoft 365 and Office services through the Graph API via a Model Context Protocol (MCP) server.
Interacting with Microsoft 365 and Office services through the Graph API via a Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires Node.js >= 20 to run (Node.js 14+ may work with warnings).
- ⚠️Requires a Microsoft account or Azure AD App Registration for authentication; configuration details (Client ID, Tenant ID, Client Secret) may be needed via environment variables or Azure Key Vault.
- ⚠️For `--http` mode, the server listens on a network port and requires outbound network access to Microsoft Graph and authentication endpoints. OAuth authentication is required for HTTP mode MCP requests.
Verified SafeView Analysis
Trackor
by At0mXploit
Provides an MCP server for tracking personal expenses, including adding, listing, summarizing, updating, and exporting data.
Provides an MCP server for tracking personal expenses, including adding, listing, summarizing, updating, and exporting data.
Setup Requirements
- ⚠️Direct remote deployment with Claude requires a Claude Pro subscription.
- ⚠️Non-Pro Claude Desktop users must run a local proxy and install a custom desktop extension via `mcpb`.
- ⚠️Requires `uv` to manage dependencies and run the server (`uv sync` for installation).