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Vetted Servers(8554)
ibm-storageceph-mcpserver
by raulraudry27
Serves as a conceptual framework for an MCP Server in IBM Storage Ceph environments, awaiting implementation details.
Serves as a conceptual framework for an MCP Server in IBM Storage Ceph environments, awaiting implementation details.
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OpsPulse-MCP-Operational-Intelligence-Dashboard
by jaidevreddy
An operational intelligence dashboard (MVP) for tracking and analyzing production issues, providing health scores, thematic insights, and AI-generated recommendations.
An operational intelligence dashboard (MVP) for tracking and analyzing production issues, providing health scores, thematic insights, and AI-generated recommendations.
Setup Requirements
- ⚠️Requires a Gemini API Key (Paid) for LLM features.
- ⚠️Requires `python3` and all Python dependencies to be installed (`pip install -r requirements.txt`) if not using Docker.
- ⚠️Frontend requires `NEXT_PUBLIC_BACKEND_URL` environment variable set in `.env.local` to connect to the backend.
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swic
by kelceyp-mcp-servers
Manages development workflow entities like stories, documents, and templates, integrated with AI assistants via Model Context Protocol (MCP) for orchestrating development workflows.
Manages development workflow entities like stories, documents, and templates, integrated with AI assistants via Model Context Protocol (MCP) for orchestrating development workflows.
Setup Requirements
- ⚠️Bun runtime (>=1.0.0) is required to run the server.
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okanga-mcp
by jlruddy
Provides a token-optimized Model Context Protocol (MCP) server for iOS/Swift development, enabling Claude to inspect code structure, search projects, and diagnose Xcode build issues efficiently without flooding the LLM's context window.
Provides a token-optimized Model Context Protocol (MCP) server for iOS/Swift development, enabling Claude to inspect code structure, search projects, and diagnose Xcode build issues efficiently without flooding the LLM's context window.
Setup Requirements
- ⚠️Requires macOS with Xcode and Command Line Tools (`xcode-select --install`) installed.
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires manual configuration in Claude Desktop App's `claude_desktop_config.json` file, using an absolute path to `okanga_server.py`.
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mcp-server
by Nasdanika-Demos
Demonstrates building Model Context Protocol (MCP) servers in Java, offering starter code for AI and CLI capabilities.
Demonstrates building Model Context Protocol (MCP) servers in Java, offering starter code for AI and CLI capabilities.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) set in an environment variable (OPENAI_API_KEY).
- ⚠️Relies on local 'test-data' files (e.g., 'test-data/togaf/togaf-10-index.bin', 'test-data/togaf/togaf-10-map.json') for the AsyncTogafChatCapability to function.
- ⚠️Requires a Java 17+ Runtime Environment.
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mcp-server-oauth2
by Diags
A complete microservices architecture for Model Context Protocol (MCP) with OAuth2 security, built on Spring Boot 3.4.0 and Spring AI 1.0.1.
A complete microservices architecture for Model Context Protocol (MCP) with OAuth2 security, built on Spring Boot 3.4.0 and Spring AI 1.0.1.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid service for LLM/Embeddings)
- ⚠️Requires Java 21+ and Maven 3.9+
- ⚠️Requires Docker and Docker Compose for recommended setup
- ⚠️Keycloak setup (realm, client, scopes, users/roles) can be complex, though initialization scripts are provided.
Verified SafeView Analysis
mcp_server
by take566
This tool generates TypeScript API wrappers for existing Model Context Protocol (MCP) servers, enabling AI agents to programmatically call tools with enhanced context efficiency, privacy, and state management.
This tool generates TypeScript API wrappers for existing Model Context Protocol (MCP) servers, enabling AI agents to programmatically call tools with enhanced context efficiency, privacy, and state management.
Setup Requirements
- ⚠️Requires Node.js (npm) to run the generation script.
- ⚠️Relies on the Claude Desktop configuration file (e.g., `claude_desktop_config.json`) being correctly formatted and accessible.
- ⚠️Cannot generate wrappers for MCP servers using HTTP/SSE transports or Windows `cmd /c` wrappers, as these are intentionally skipped.
- ⚠️Configured MCP servers must be executable and able to respond to `listTools` requests for successful code generation.
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duke-dcc-mcp
by LoganChu
Facilitates remote management of the Duke Computing Cluster (DCC) via SSH through an MCP-powered application.
Facilitates remote management of the Duke Computing Cluster (DCC) via SSH through an MCP-powered application.
Setup Requirements
- ⚠️Requires SSH key to be registered with the DCC and securely managed by the user.
- ⚠️The `connect_to_dcc` tool may interactively prompt for username, SSH key path, and passphrase if not provided programmatically.
- ⚠️Requires a Conda environment setup for dependencies as per `environment.yml`.
- ⚠️The `AI-gateway.py` script requires the `LITELLM_KEY` environment variable for LiteLLM proxy interactions.
Verified SafeView Analysis
nwa-hydro-mcp
by datanicaragua
Provides precision water risk analysis and actionable agronomic advice for agriculture using climate data and generative AI.
Provides precision water risk analysis and actionable agronomic advice for agriculture using climate data and generative AI.
Setup Requirements
- ⚠️Requires a Google AI Studio API Key (`GOOGLE_API_KEY`). A free tier is sufficient, but account creation is necessary.
- ⚠️Requires `google-generativeai` SDK version `0.8.5,<1.0.0` and Gradio version `6.0.1,<7.0.0`. Specific workarounds for Gradio's `theme` parameter are noted in documentation (`NT_002`).
- ⚠️For local development, the `PYTHONPATH` environment variable needs to be set correctly to `src` for the server to find its modules.
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wb-mcp-server
by eduard256
Allows AI assistants to interact with the Wildberries marketplace for product search, details, delivery, and filter discovery.
Allows AI assistants to interact with the Wildberries marketplace for product search, details, delivery, and filter discovery.
Setup Requirements
- ⚠️Requires Playwright browsers (Chromium) to be installed if not using Docker (`npx playwright install chromium`).
- ⚠️Resource intensive due to running a headless browser for each operation.
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Playwright-Project-MCP
by gauravvats1208
End-to-end testing of an e-commerce application (SauceDemo) using Playwright and Cucumber, enhanced with AI for dynamic test data, scenario generation, failure analysis, and element finding.
End-to-end testing of an e-commerce application (SauceDemo) using Playwright and Cucumber, enhanced with AI for dynamic test data, scenario generation, failure analysis, and element finding.
Setup Requirements
- ⚠️Requires AI_AGENT_API_KEY environment variable (likely for a paid AI service).
- ⚠️Requires AI_USER_ID environment variable.
- ⚠️The AI Agent is hardcoded to a specific AWS Lambda URL (a custom endpoint), implying a dependency on that particular AI service and its configuration rather than a generic AI API.
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jpnv-sports-website
by pmkhairnarr
Manages and displays sports data, schedules, results, and player profiles for the JPNV Sports 2025-26 season on a static website.
Manages and displays sports data, schedules, results, and player profiles for the JPNV Sports 2025-26 season on a static website.
Setup Requirements
- ⚠️Requires an unspecified build process or static site generator to transform raw data files (.xlsx, .csv, Google Sheets) into the static HTML content that the client-side JavaScript operates on.
- ⚠️Relies on pre-existing HTML table structures for sorting and search functionality, which must be generated from the data sources.