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Vetted Servers(9120)
employee_fastapi_mcp_server
by vinaykaushik5555
A Leave Management System offering both a FastAPI REST API and a FastMCP interface for employee and admin functionalities.
A Leave Management System offering both a FastAPI REST API and a FastMCP interface for employee and admin functionalities.
Setup Requirements
- ⚠️Requires Python 3.12+.
- ⚠️Uses plain-text passwords for storage and authentication, which is a critical security vulnerability and not suitable for production.
- ⚠️A default admin user (username: 'admin', password: 'admin') is created automatically, posing a significant security risk if not changed immediately after setup.
- ⚠️The SQLite database file is configured to store in `/tmp/leave_management.db` by default, leading to potential data loss upon system restarts or `/tmp` directory clearance.
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imagen-mcp
by vipincr
Provides an MCP server to manage and configure image generation capabilities using Google's Gemini and Imagen models, often integrated via a VS Code extension.
Provides an MCP server to manage and configure image generation capabilities using Google's Gemini and Imagen models, often integrated via a VS Code extension.
Setup Requirements
- ⚠️Requires a Google AI API Key (Paid Service)
- ⚠️Python 3.9+ must be installed on your system for the server to run (extension manages virtual environment automatically)
- ⚠️Pillow and pillow-heif dependencies are required for image processing (automatically installed by the extension).
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NotionMCP
by DeepActionPotential
NotionMCP is an AI-powered Modular Context Protocol (MCP) server that integrates Notion with LLM clients like Claude Desktop, enabling advanced search, content reading, summarization, and emotion analysis of Notion data.
NotionMCP is an AI-powered Modular Context Protocol (MCP) server that integrates Notion with LLM clients like Claude Desktop, enabling advanced search, content reading, summarization, and emotion analysis of Notion data.
Setup Requirements
- ⚠️Requires a Notion API Key with access to the relevant workspace/pages.
- ⚠️Initial run will download AI models (t5-small and DistilRoBERTa) from Hugging Face, requiring internet access and some disk space.
- ⚠️Computational resources (CPU/RAM, optionally GPU) are consumed locally by the AI models, which can be significant for large documents.
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mcp-playwright-ts
by LokeshSinhaN
An AI-powered web automation server using Playwright that allows AI models to interpret natural language commands to interact with web browsers, perform actions, extract information, and provide real-time visual feedback.
An AI-powered web automation server using Playwright that allows AI models to interpret natural language commands to interact with web browsers, perform actions, extract information, and provide real-time visual feedback.
Setup Requirements
- ⚠️Requires Node.js 18 or higher.
- ⚠️Requires a Google Gemini AI API key (paid service).
- ⚠️Hardcoded CHROMEDRIVER_PATH in seleniumGenerator.ts points to a Windows path, which might be an issue for non-Windows deployments or if using a different Chromium version than Playwright's default.
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openai-apps-sdk-examples
by Yasoun
Provides UI-bearing tools and resources for various demo applications (e.g., pizza map, photo albums, solar system) to be driven by a Model Context Protocol (MCP) client like ChatGPT or the MCP Inspector.
Provides UI-bearing tools and resources for various demo applications (e.g., pizza map, photo albums, solar system) to be driven by a Model Context Protocol (MCP) client like ChatGPT or the MCP Inspector.
Setup Requirements
- ⚠️Frontend assets must be built first by running `pnpm run build` from the repository root.
- ⚠️Requires Python 3.10+.
- ⚠️Ensure 'modelcontextprotocol' package (if previously installed) is uninstalled to avoid conflicts with the official 'mcp' distribution.
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pysisense-mcp-chatbot
by hnegi01
Automates Sisense deployment interactions and migrations via an AI assistant with tool-calling capabilities.
Automates Sisense deployment interactions and migrations via an AI assistant with tool-calling capabilities.
Setup Requirements
- ⚠️Requires Python 3.10+ (or Docker)
- ⚠️Requires access to a Sisense Fusion deployment (or multiple for migration)
- ⚠️Requires API keys/tokens for a supported LLM provider (Azure OpenAI or Databricks Model Serving)
- ⚠️Requires manual setup of PySisense SDK documentation and examples for full tool registry generation, or running `refresh_registry.sh` to clone it locally.
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terraform-guardrail
by imnumb1
Simplifies Terraform code management, generation, and compliance checking across multiple cloud providers.
Simplifies Terraform code management, generation, and compliance checking across multiple cloud providers.
Setup Requirements
- ⚠️Requires Python 3.10 or later.
- ⚠️Terraform CLI must be installed and in PATH for schema-aware validation.
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splunk_mcp_python_server
by tatsunobuMurata
Provides an MCP agent for network fault analysis by integrating with Splunk saved searches to retrieve network performance and topology data.
Provides an MCP agent for network fault analysis by integrating with Splunk saved searches to retrieve network performance and topology data.
Setup Requirements
- ⚠️Requires a running Splunk Enterprise or Splunk Cloud instance.
- ⚠️Requires the official Splunk MCP Server application/service to be installed and enabled.
- ⚠️Requires specific Splunk saved searches (e.g., `mcp_get_slow_network_nodes`, `mcp_get_network_topologies`) to be created in the `mcp_demo` app.
- ⚠️Disables SSL certificate verification by default for Splunk API communication, which must be addressed for secure deployments.
- ⚠️The `Claude Desktop` setup example uses `npx mcp-remote`, implying Node.js is required to run the remote MCP client component.
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markdown-mcp-server
by repr0bated
Serves local Markdown files from specified Git repositories as MCP resources for AI assistants like Claude and Cursor, providing access to documentation and code specifications.
Serves local Markdown files from specified Git repositories as MCP resources for AI assistants like Claude and Cursor, providing access to documentation and code specifications.
Setup Requirements
- ⚠️Requires Node.js to be installed.
- ⚠️Relies on specific local directories (`/git/agents`, `/git/commands`) being present and populated with Markdown files for content serving.
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop, Cursor) configured to launch the server with the correct local path to `server.js`.
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network.matrixhub
by agent-matrix
A professional network for AI agents, tools, and MCP servers to discover, connect, and collaborate, inspired by LinkedIn.
A professional network for AI agents, tools, and MCP servers to discover, connect, and collaborate, inspired by LinkedIn.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for the recommended full-stack deployment.
- ⚠️A PostgreSQL database instance is required and must be configured (SQLite is for local dev only).
- ⚠️The authentication system (login/register) as provided is for demo purposes only; critical security features (e.g., password hashing, JWT) are explicitly noted as 'TODO' for production. Running in production without these modifications poses significant security risks.
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Azure-Region-Advisor
by emrgcl
Provides an AI-powered toolkit for making informed Azure region selection decisions by combining network latency testing and pricing analysis.
Provides an AI-powered toolkit for making informed Azure region selection decisions by combining network latency testing and pricing analysis.
Setup Requirements
- ⚠️Requires Azure CLI and authentication via `az login`.
- ⚠️Requires Python 3.10+.
- ⚠️Requires VS Code Insider (as of Jan 2026) for the integrated AI experience with GitHub Copilot.
Verified SafeView Analysis
qiita-mcp-server
by ningen
Provides an MCP (Model Context Protocol) server for searching and browsing articles on Qiita and Qiita Team.
Provides an MCP (Model Context Protocol) server for searching and browsing articles on Qiita and Qiita Team.
Setup Requirements
- ⚠️Requires a Qiita Access Token (QIITA_ACCESS_TOKEN environment variable) to avoid strict API rate limits.
- ⚠️Users of Qiita Team must set the QIITA_TEAM environment variable.
- ⚠️Requires manual configuration in Claude Desktop's `claude_desktop_config.json` to connect, specifying the server's SSE URL.