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Vetted Servers(8554)
a4e-mcp-server
by simetrik-inc-public
Enables creators to build conversational AI agents using natural language directly within their IDE, facilitating agent development, management, and local testing.
Enables creators to build conversational AI agents using natural language directly within their IDE, facilitating agent development, management, and local testing.
Setup Requirements
- ⚠️Requires Python 3.11+.
- ⚠️Requires an ngrok account and a configured authtoken for 'Dev Mode' functionality (local server sharing).
- ⚠️Requires IDE-specific JSON configuration (e.g., Cursor, Claude Desktop) for seamless integration.
Verified SafeView Analysis
linkly-mcp-server
by Linkly-HQ
Provides a Model Context Protocol (MCP) server to manage URL shortener links, analytics, domains, and webhooks for the Linkly platform.
Provides a Model Context Protocol (MCP) server to manage URL shortener links, analytics, domains, and webhooks for the Linkly platform.
Setup Requirements
- ⚠️Requires a Linkly API Key and Workspace ID (obtained from the Linkly dashboard).
- ⚠️Requires Node.js version 18.0.0 or higher.
Verified SafeView Analysis
lunr-mcp
by ojacques
Searches and retrieves documentation from static sites using Lunr.js search indexes, enabling LLMs to interact with documentation.
Searches and retrieves documentation from static sites using Lunr.js search indexes, enabling LLMs to interact with documentation.
Setup Requirements
- ⚠️Requires `LUNR_SITES` environment variable to be configured with site index URLs.
- ⚠️Requires Python 3.10 or newer.
- ⚠️First search on large sites may return a 'loading' message, requiring a retry.
Verified SafeView Analysis
TASK-4-DONE-QUARTER4-MCP-SERVER-AND-CONTEXT7-
by SUMAIRA-SHAIKH
This server summarizes PDF documents and generates quizzes (MCQ or mixed format) from the extracted text using the Gemini LLM.
This server summarizes PDF documents and generates quizzes (MCQ or mixed format) from the extracted text using the Gemini LLM.
Setup Requirements
- ⚠️Requires a valid Google Gemini API Key (Paid API usage will apply).
- ⚠️Python 3.12+ is required due to `pyproject.toml` setting.
- ⚠️The provided `GEMINI_API_KEY` in `main.py` is a placeholder and should be replaced with a real key from a `.env` file for secure operation.
Review RequiredView Analysis
ai-agent-pipeline
by salems-3Dpov
A production-ready AI agent pipeline for LLM workflows, agent orchestration, document processing, weather queries, and general Q&A with built-in monitoring and debugging.
A production-ready AI agent pipeline for LLM workflows, agent orchestration, document processing, weather queries, and general Q&A with built-in monitoring and debugging.
Setup Requirements
- ⚠️Requires Python 3.10 or newer.
- ⚠️Requires an OpenAI API Key, which is a paid service.
- ⚠️Requires an OpenWeatherMap API key for weather queries (may have a free tier but still needs registration).
- ⚠️Document-based query features require prior PDF document upload and processing into the vector database.
Verified SafeView Analysis
Multi-database-sql-mcp-server
by akkki98
Provides a Model Context Protocol (MCP) server for AI assistants and applications to interact with multiple Azure SQL databases.
Provides a Model Context Protocol (MCP) server for AI assistants and applications to interact with multiple Azure SQL databases.
Setup Requirements
- ⚠️Requires .NET 8.0 SDK or later
- ⚠️Requires access to and credentials for Azure SQL databases
- ⚠️Requires setting multiple environment variables for Azure SQL connection strings
Review RequiredView Analysis
MCP-server-for-notes
by Nsujatno
This server reformats messy brain dump notes into clean Markdown and saves them directly to an Obsidian vault using Claude's AI capabilities.
This server reformats messy brain dump notes into clean Markdown and saves them directly to an Obsidian vault using Claude's AI capabilities.
Setup Requirements
- ⚠️Requires Claude Desktop app installed.
- ⚠️Requires `uv` for dependency management (or `pip` as an alternative).
- ⚠️Requires `OBSIDIAN_VAULT_PATH` to be set in a `.env` file.
Review RequiredView Analysis
MCP_SERVER_JAVA
by cobra30299
A Model Context Protocol (MCP) server implementation in Java, demonstrating core MCP features with tools, resources, and prompts, including an AI chat integration.
A Model Context Protocol (MCP) server implementation in Java, demonstrating core MCP features with tools, resources, and prompts, including an AI chat integration.
Setup Requirements
- ⚠️Requires Java 17 or higher
- ⚠️Requires Maven 3.6+
- ⚠️Requires Azure OpenAI API Key (Paid service) for AI chat functionality
- ⚠️Requires open internet access to Azure AI Foundry
Review RequiredView Analysis
custom-mcp-server
by aakankshagupta18
A learning project demonstrating how to build a Model Context Protocol (MCP) server with basic tools and Google ADK integration.
A learning project demonstrating how to build a Model Context Protocol (MCP) server with basic tools and Google ADK integration.
Setup Requirements
- ⚠️Google ADK integration is a placeholder and requires significant additional setup (Google Actions Project, webhook server, etc.) for full functionality beyond internal logging.
- ⚠️File operations are relative to the server's launch directory (`process.cwd()`), requiring careful consideration of where the server is executed.
- ⚠️When configuring for Claude Desktop, an absolute path to `dist/index.js` is required, which is a common source of user error.
Verified SafeView Analysis
js-translation-helps-proxy
by JEdward7777
Provides a unified proxy for Translation Helps APIs, exposing them through various interfaces including direct TypeScript, MCP over HTTP, stdio for desktop clients, and OpenAI-compatible REST/TypeScript for LLM integrations.
Provides a unified proxy for Translation Helps APIs, exposing them through various interfaces including direct TypeScript, MCP over HTTP, stdio for desktop clients, and OpenAI-compatible REST/TypeScript for LLM integrations.
Setup Requirements
- ⚠️Requires Node.js >= 20.17.0.
- ⚠️OpenAI API Key (a paid service) is required for LLM-integrated interfaces (Interfaces 4 & 5).
- ⚠️Cloudflare Workers deployment requires the 'wrangler' CLI and a Cloudflare account.
Verified SafeView Analysis
usda-mcp
by rdwj
A basic real-time chat application that uses WebSockets for multi-user communication.
A basic real-time chat application that uses WebSockets for multi-user communication.
Setup Requirements
- ⚠️Node.js required
- ⚠️Install 'ws' package (npm install ws)
Review RequiredView Analysis
mcp-imagen
by anton-proto
Generates images from text prompts and performs image processing tasks like style transfer, background removal, and auto-cropping using Google Imagen API.
Generates images from text prompts and performs image processing tasks like style transfer, background removal, and auto-cropping using Google Imagen API.
Setup Requirements
- ⚠️Requires Python 3.13 or later.
- ⚠️Requires Google Cloud credentials (either GOOGLE_API_KEY for Gemini API or authenticated gcloud with GOOGLE_CLOUD_PROJECT for Vertex AI).
- ⚠️Requires 'uv' for package management and running the server.
- ⚠️Internet access is required for Google Imagen API calls.