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Vetted Servers(9120)
mcp-dev-environment
by jcornell3
Provides a local development and testing environment for Model Context Protocol (MCP) servers, enabling integration with Claude Desktop and external APIs.
Provides a local development and testing environment for Model Context Protocol (MCP) servers, enabling integration with Claude Desktop and external APIs.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for the local development environment.
- ⚠️Windows users must have WSL2 installed and properly configured for Docker integration and `wsl docker exec` commands.
- ⚠️Many services require specific API keys (e.g., `MCP_API_KEY`), GitHub Personal Access Tokens (`GITHUB_PERSONAL_ACCESS_TOKEN`), and Google Cloud credentials for full functionality.
- ⚠️The `santa-clara` server's Playwright-based scraper and `youtube-to-mp3` server's `yt-dlp` tool introduce external software dependencies that need proper installation and resource management.
Verified SafeView Analysis
ai-langchain-mcp
by mdownes
An AI agent that leverages a microservice backend (MCP server) to use tools for fetching weather information and performing basic math operations.
An AI agent that leverages a microservice backend (MCP server) to use tools for fetching weather information and performing basic math operations.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) for the LLM.
- ⚠️Requires running two separate Python processes concurrently (`mcp_server.py` and `main.py`) for the full system to function.
Verified SafeView Analysis
travel_agent
by ScholarChen20
An AI-driven smart travel planning assistant that leverages a multi-agent system, integrates with map services (Amap), provides social features, and includes administrative/monitoring tools.
An AI-driven smart travel planning assistant that leverages a multi-agent system, integrates with map services (Amap), provides social features, and includes administrative/monitoring tools.
Setup Requirements
- ⚠️Requires an LLM API Key (e.g., OpenAI, DeepSeek, Alibaba Cloud Qwen) which can incur costs.
- ⚠️Requires Amap API Key for mapping services, which may incur costs.
- ⚠️Requires MySQL, MongoDB, and Redis databases to be running and accessible.
- ⚠️Requires `uvx` and `amap-mcp-server` command-line tools, likely installed as part of the HelloAgents framework or globally.
- ⚠️Backend requires Python 3.10+; Frontend requires Node.js 16+.
Review RequiredView Analysis
weather-mcp
by jkf87
Provides weather information for major Korean cities via an MCP server, integrating with AI assistants.
Provides weather information for major Korean cities via an MCP server, integrating with AI assistants.
Setup Requirements
- ⚠️Requires Python 3.10 or higher
Verified SafeView Analysis
spring-sql-generator-mcp-client
by satyavenik
This application generates SQL queries from natural language prompts by fetching database schema context from an MCP server and utilizing an LLM.
This application generates SQL queries from natural language prompts by fetching database schema context from an MCP server and utilizing an LLM.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid service for GPT-4 access).
- ⚠️Requires a separate MCP Server instance running, typically on port 8080, to provide database schema context.
- ⚠️Requires Java 17 or higher.
Verified SafeView Analysis
secure-prompts-mcp
by jphyqr
An MCP server to register, verify, and audit AI prompts for security with HashBuilds, providing embeddable badges for websites.
An MCP server to register, verify, and audit AI prompts for security with HashBuilds, providing embeddable badges for websites.
Setup Requirements
- ⚠️Requires Claude Code for integration
- ⚠️Requires Node.js version 18 or higher
- ⚠️Relies on external HashBuilds API for prompt scanning and verification
- ⚠️Requires the absolute path to 'dist/index.js' in Claude Code configuration
Verified SafeView Analysis
mcp-databricks-server
by proxziima
Enables LLM agents to autonomously explore Databricks Unity Catalog metadata, analyze data lineage, examine processing code, and execute SQL queries to answer data-related questions.
Enables LLM agents to autonomously explore Databricks Unity Catalog metadata, analyze data lineage, examine processing code, and execute SQL queries to answer data-related questions.
Setup Requirements
- ⚠️Requires a Databricks workspace with Unity Catalog enabled and configured.
- ⚠️Requires `DATABRICKS_HOST`, `DATABRICKS_TOKEN`, and `DATABRICKS_SQL_WAREHOUSE_ID` environment variables, demanding specific Databricks credentials and permissions.
- ⚠️Python 3.10+ is required.
Verified SafeView Analysis
python-docs-mcp-server
by EzraFathurrahman
A Python server application leveraging LiteLLM to process or serve documentation, potentially enabling LLM-powered features for multi-cloud platform documentation.
A Python server application leveraging LiteLLM to process or serve documentation, potentially enabling LLM-powered features for multi-cloud platform documentation.
Setup Requirements
- ⚠️Requires access to one or more LLM API keys (e.g., OpenAI, Anthropic, Google) as LiteLLM integrates with paid services, incurring usage costs.
- ⚠️Lack of a `README.md` and `requirements.txt` file means users will need to manually infer and install dependencies, and configure the server based on `config.py` and `server.py` contents.
- ⚠️Requires a suitable Python environment (version needs to be inferred) to run, with all necessary packages installed.
Verified SafeView Analysis
skill-builder
by nohuiam
Manages a centralized repository of AI skills (SKILL.md files), enabling their creation, validation, retrieval, matching, and usage tracking within a cognitive ecosystem.
Manages a centralized repository of AI skills (SKILL.md files), enabling their creation, validation, retrieval, matching, and usage tracking within a cognitive ecosystem.
Setup Requirements
- ⚠️Requires build tools (e.g., C++ compiler) for 'better-sqlite3' if prebuilt binaries are unavailable for your specific Node.js version and operating system, which can be a common dependency issue.
- ⚠️The 'src/disk-loader.ts' contains hardcoded skill directories (`/Users/macbook/Documents/claude_home/repo/claude-skills`, `/Users/macbook/Documents/claude_home/repo/bop/skills`) that will need to be manually created or adjusted for skills to load from disk on startup.
- ⚠️Requires network ports 3029 (UDP for InterLock), 8029 (HTTP API), and 9029 (WebSocket) to be free and accessible on the host system.
Verified SafeView Analysis
mcp-server-python
by versaprav1
Provides Model Context Protocol (MCP) interfaces for interacting with PostgreSQL databases and an integration platform API covering Azure, SAP BTP, and SAP ABAP endpoints.
Provides Model Context Protocol (MCP) interfaces for interacting with PostgreSQL databases and an integration platform API covering Azure, SAP BTP, and SAP ABAP endpoints.
Setup Requirements
- ⚠️Requires a PostgreSQL database instance to be running and accessible.
- ⚠️Requires an '.env' file to be configured with database and API credentials.
- ⚠️The Integration Platform API Server ('api_server.py') requires a separate backend REST API server ('rest_api_server.py') to be running on port 3000 to function, creating a multi-tier setup.
- ⚠️Public exposure via ngrok requires manual installation and authentication of ngrok.
Review RequiredView Analysis
mealie-mcp-server-ts
by that0n3guy
Enables AI assistants to interact with a Mealie recipe database, allowing for recipe search, creation, updates, and meal planning.
Enables AI assistants to interact with a Mealie recipe database, allowing for recipe search, creation, updates, and meal planning.
Setup Requirements
- ⚠️Requires Node.js 18+ runtime environment.
- ⚠️Requires a running Mealie instance accessible via network.
- ⚠️Requires a valid Mealie API key for authentication.
Verified SafeView Analysis
nornir-mcp-server
by sydasif
Nornir MCP Server exposes network automation capabilities to Claude, enabling natural language interaction for monitoring and managing network infrastructure.
Nornir MCP Server exposes network automation capabilities to Claude, enabling natural language interaction for monitoring and managing network infrastructure.
Setup Requirements
- ⚠️Requires Python 3.11+.
- ⚠️Requires network access to target devices via SSH with valid credentials.
- ⚠️Requires manual configuration of Nornir inventory files (config.yaml, hosts.yaml, groups.yaml, defaults.yaml) with live device details and credentials.