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Vetted Servers(9120)
rmcp_memex
by Loctree
A local Model Context Protocol (MCP) server providing Retrieval-Augmented Generation (RAG) capabilities with embedded vector storage and local embeddings/reranking.
A local Model Context Protocol (MCP) server providing Retrieval-Augmented Generation (RAG) capabilities with embedded vector storage and local embeddings/reranking.
Setup Requirements
- ⚠️Requires Rust toolchain with Cargo (stable)
- ⚠️Requires Protobuf compiler at build time
- ⚠️Optional MLX HTTP server required for MLX-based embeddings/reranking (otherwise falls back to fastembed)
Verified SafeView Analysis
mcp-tw-gpss
by hsiangjenli
An AI-ready Model Context Protocol (MCP) server for searching patents in the Global Patent Search System (GPSS).
An AI-ready Model Context Protocol (MCP) server for searching patents in the Global Patent Search System (GPSS).
Setup Requirements
- ⚠️Requires GPSS API access code set as `USER_CODE` environment variable (access to GPSS API is likely paid or restricted).
- ⚠️Requires Python 3.12+ for local execution.
- ⚠️Docker is recommended for easier deployment and environment consistency.
Verified SafeView Analysis
DevBuddy
by dazinator
Analyzes .NET codebases and executes shell commands in a secure, containerized environment via the Model Context Protocol (MCP) for AI agents.
Analyzes .NET codebases and executes shell commands in a secure, containerized environment via the Model Context Protocol (MCP) for AI agents.
Setup Requirements
- ⚠️Docker Desktop required for server deployment
- ⚠️.NET 8.0 SDK required for local development or generating local dev certificates
- ⚠️Claude Desktop requires specific configuration (Docker bridge or remote connector)
- ⚠️Git Personal Access Tokens (PATs) are needed for remote Git operations
Verified SafeView Analysis
taobao_mcp
by JeremyDong22
Scrapes comprehensive product information from Taobao/Tmall for AI assistants to perform product research, comparison, and analysis.
Scrapes comprehensive product information from Taobao/Tmall for AI assistants to perform product research, comparison, and analysis.
Setup Requirements
- ⚠️Requires manual configuration of absolute paths in `.mcp.json` for both the Python interpreter (preferably venv) and `server.py`, which is a common source of setup errors.
- ⚠️Mandatory initial QR code login to Taobao/Tmall through a manually launched browser window, requiring user interaction to establish a persistent session.
- ⚠️Requires Playwright's Chromium browser to be separately installed via `playwright install chromium` after Python dependencies are met.
Verified SafeView Analysis
mcp_server
by kipkemoifred
A Spring Boot application demonstrating Spring AI tool integration for retrieving weather information and a GraphQL client for fetching country data, acting as a service component for conversational AI.
A Spring Boot application demonstrating Spring AI tool integration for retrieving weather information and a GraphQL client for fetching country data, acting as a service component for conversational AI.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) 17+.
- ⚠️Building the application requires a build tool like Maven or Gradle (not explicitly provided in source, but implied by project structure).
Verified SafeView Analysis
jira-mcp-server
by dmj03
Automate Jira issue creation and management through an MCP server.
Automate Jira issue creation and management through an MCP server.
Setup Requirements
- ⚠️Requires access to a Jira instance and a user with permissions to create issues and generate an API token.
- ⚠️The environment variables JIRA_URL (optional, defaults to deepakjohnart.atlassian.net), JIRA_EMAIL, and JIRA_API_TOKEN must be correctly configured.
- ⚠️Requires Python packages 'fastmcp' and 'httpx' to be installed.
Verified SafeView Analysis
CS8803_MLSecurity_MCP_Server
by NirjharDeb
An MCP server prototype for evaluating hidden-payload delivery to LLMs in agentic IDEs for ML security research and defensive testing.
An MCP server prototype for evaluating hidden-payload delivery to LLMs in agentic IDEs for ML security research and defensive testing.
Setup Requirements
- ⚠️Requires `fastmcp` Python library (implicit dependency)
- ⚠️Requires Python 3.8+
Verified SafeView Analysis
connectx7-mcp-plugin
by PaulRoze
Provides comprehensive documentation, code patterns, and troubleshooting guides for NVIDIA ConnectX-7, DOCA, VMA, and RDMA driver development, primarily for high-performance networking and broadcast/media teams.
Provides comprehensive documentation, code patterns, and troubleshooting guides for NVIDIA ConnectX-7, DOCA, VMA, and RDMA driver development, primarily for high-performance networking and broadcast/media teams.
Setup Requirements
- ⚠️Requires Python >=3.10.
- ⚠️Manual setup involves cloning a Git repository, creating a virtual environment, installing dependencies, and configuring a specific absolute path to the executable in Claude Code's settings.json.
- ⚠️Requires internet access to fetch documentation if not already cached.
Verified SafeView Analysis
ui
by bioanywhere
API client for accessing and processing world news from various sources.
API client for accessing and processing world news from various sources.
Setup Requirements
- ⚠️Requires API keys (api-key and/or x-api-key) which must be obtained from worldnewsapi.com.
- ⚠️The C++ client requires CMake 3.2+, Qt, and a C++ compiler.
- ⚠️The Python client requires Python 3.7+.
Verified SafeView Analysis
gitflow-for-pms
by asaprivate
Enables non-technical Product Managers to manage Git and GitHub workflows directly through AI coding assistants.
Enables non-technical Product Managers to manage Git and GitHub workflows directly through AI coding assistants.
Setup Requirements
- ⚠️Requires Docker Desktop (or Rancher Desktop) to run the PostgreSQL database and Redis cache.
- ⚠️Requires Node.js v20+ to run the server.
- ⚠️Requires manual creation and configuration of a GitHub OAuth App to obtain GITHUB_CLIENT_ID and GITHUB_CLIENT_SECRET, which is a multi-step process outside the direct installation commands.
Verified SafeView Analysis
MCP-SERVER
by igorrodrigz
A FastAPI backend serving as a virtual tourist guide chatbot, leveraging the Groq API for natural language processing and integrating with a database to provide location-specific information for Uruguaiana, Brazil.
A FastAPI backend serving as a virtual tourist guide chatbot, leveraging the Groq API for natural language processing and integrating with a database to provide location-specific information for Uruguaiana, Brazil.
Setup Requirements
- ⚠️Requires a Groq API Key, implying a dependency on a potentially paid external AI service.
- ⚠️Requires a database setup: by default, it expects a MySQL instance with pre-existing tables (`pontos_turisticos_pontoturistico`, `estabelecimentos_restaurante`). If configured for SQLite, a `turismo.db` file with `cidades`, `pontos_turisticos`, and `restaurantes` tables is needed. The database schema itself is not provided in the source code.
- ⚠️External Python dependencies (e.g., fastapi, uvicorn, requests, python-dotenv, mysql-connector-python) must be installed prior to running.
Verified SafeView Analysis
jira-mcp
by premkalyan
Integrates Jira Cloud with AI agents and automation systems via Model Context Protocol, providing comprehensive issue, project, and sprint management capabilities.
Integrates Jira Cloud with AI agents and automation systems via Model Context Protocol, providing comprehensive issue, project, and sprint management capabilities.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️Requires access to a Jira Cloud instance with an API Token and appropriate permissions (Browse projects, Create/Edit issues, Work on issues, Add comments).
- ⚠️For multi-tenant Vercel deployment, it depends on an external Project Registry (https://project-registry-henna.vercel.app) and requires setting `REGISTRY_URL` and `REGISTRY_AUTH_TOKEN` environment variables in Vercel.