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Vetted Servers(8554)
mcp-servers
by getjotsu
Provides current weather conditions and forecasts from the Open-Meteo API for a given geographical location.
Provides current weather conditions and forecasts from the Open-Meteo API for a given geographical location.
Setup Requirements
- ⚠️Python 3.12+ is required.
- ⚠️Open-Meteo API is free for non-commercial use, but requires a license for commercial applications.
- ⚠️Cloudflare Worker deployment requires `wrangler` CLI and specific build steps (e.g., `uv venv`, `uv pip install .`, `npx wrangler dev`).
Verified SafeView Analysis
mcp-kql-server
by 4R9UN
An AI-powered MCP server that facilitates KQL query execution against Azure Data Explorer through natural language conversion, intelligent schema discovery, and RAG-enhanced context.
An AI-powered MCP server that facilitates KQL query execution against Azure Data Explorer through natural language conversion, intelligent schema discovery, and RAG-enhanced context.
Setup Requirements
- ⚠️Requires Azure CLI to be installed and pre-authenticated (`az login`).
- ⚠️Requires Python 3.10 or higher.
- ⚠️Access to an Azure Data Explorer cluster is needed for full functionality.
Verified SafeView Analysis
2025-04-02-mcp-server
by fern-api
This server acts as a Model Context Protocol (MCP) tool to facilitate interactions with MongoDB AI for answering database-related questions and to check local MongoDB daemon versions.
This server acts as a Model Context Protocol (MCP) tool to facilitate interactions with MongoDB AI for answering database-related questions and to check local MongoDB daemon versions.
Setup Requirements
- ⚠️Requires MongoDB daemon (`mongod`) to be installed and accessible on the host machine for the `check_mongod__version` tool to function.
Verified SafeView Analysis
guidance-for-vibe-coding-with-aws-mcp-servers
by aws-solutions-library-samples
Building AI-powered development workflows for a hotel booking agent using Amazon Bedrock AgentCore and AWS Model Context Protocol (MCP) Servers, demonstrating 'vibe coding' techniques in an interactive workshop format.
Building AI-powered development workflows for a hotel booking agent using Amazon Bedrock AgentCore and AWS Model Context Protocol (MCP) Servers, demonstrating 'vibe coding' techniques in an interactive workshop format.
Setup Requirements
- ⚠️Requires Node.js v20.18.1+ and pnpm for development and documentation.
- ⚠️Requires Python (with uv), AWS CLI, AWS CDK CLI, Docker, and Graphviz for self-deployment.
- ⚠️At least one AI Assistant tool (Amazon Q Developer, Cline, Kiro) is required for workshop activities.
- ⚠️Docker users may need to explicitly enable ARM64 emulation for AgentCore container images (`docker run --privileged --rm tonistiigi/binfmt --install all`).
Verified SafeView Analysis
tefas_scraper
by develooper1994
This MCP Server allows users to scrape and analyze fund data from the TEFAS (Turkey Electronic Fund Distribution Platform) through a Model Context Protocol integration with Gemini CLI, or via a standalone command-line interface.
This MCP Server allows users to scrape and analyze fund data from the TEFAS (Turkey Electronic Fund Distribution Platform) through a Model Context Protocol integration with Gemini CLI, or via a standalone command-line interface.
Setup Requirements
- ⚠️Requires Python 3.x and pip to install dependencies.
- ⚠️Expects a Python virtual environment to be set up in the repository root.
- ⚠️Requires Gemini CLI to be installed for extension usage.
- ⚠️The application bypasses SSL/TLS certificate verification for all HTTPS requests, which is a significant security risk.
Review RequiredView Analysis
fsi-mcp-server
by jovaneyck
Provides a Model Context Protocol (MCP) server wrapper for F# Interactive (FSI) to enable AI-assisted development workflows with programmatic access to FSI sessions.
Provides a Model Context Protocol (MCP) server wrapper for F# Interactive (FSI) to enable AI-assisted development workflows with programmatic access to FSI sessions.
Setup Requirements
- ⚠️Requires .NET 6.0 or later installed.
- ⚠️Requires F# Interactive (`dotnet fsi`) to be available in the system's PATH.
- ⚠️Explicitly labelled as 'not yet ready for production/enterprise use' by the developers, indicating it's a proof-of-concept.
Verified SafeView Analysis
turbovault
by Epistates
Transforms an Obsidian vault into an intelligent knowledge system, providing AI agents with 44 specialized tools for reading, writing, searching, analyzing, and managing notes with high performance.
Transforms an Obsidian vault into an intelligent knowledge system, providing AI agents with 44 specialized tools for reading, writing, searching, analyzing, and managing notes with high performance.
Setup Requirements
- ⚠️Requires Rust 1.90.0+ toolchain installed for building/running from source or `cargo install`.
- ⚠️Requires an existing Obsidian vault directory to operate on (or one can be created via the `create_vault` tool).
- ⚠️Integration with AI clients like Claude Desktop requires manual editing of the `claude_desktop_config.json` file.
Verified SafeView Analysis
ONTAP-MCP
by ebarron
A Model Context Protocol (MCP) server providing comprehensive access to NetApp ONTAP storage systems, supporting STDIO and HTTP transports for multi-cluster management, volume lifecycle operations, data protection, and NFS/CIFS access control.
A Model Context Protocol (MCP) server providing comprehensive access to NetApp ONTAP storage systems, supporting STDIO and HTTP transports for multi-cluster management, volume lifecycle operations, data protection, and NFS/CIFS access control.
Setup Requirements
- ⚠️Requires NetApp ONTAP cluster(s) with admin credentials for any functionality.
- ⚠️The demo UI (if used) requires an OpenAI API Key for chatbot features (paid service).
- ⚠️Default HTTP transport settings disable SSL certificate validation and allow all CORS origins (security implications for production).
Verified SafeView Analysis
glm-asr
by neosun100
An all-in-one service for high-accuracy speech recognition (ASR) across multiple languages, featuring Web UI, REST API, SSE streaming, and MCP server integration.
An all-in-one service for high-accuracy speech recognition (ASR) across multiple languages, featuring Web UI, REST API, SSE streaming, and MCP server integration.
Setup Requirements
- ⚠️Requires an NVIDIA GPU with at least 6GB VRAM.
- ⚠️Docker and NVIDIA Container Toolkit are highly recommended for deployment.
- ⚠️Initial model download requires an active internet connection (model size 1.5B parameters).
Verified SafeView Analysis
local_faiss_mcp
by nonatofabio
Provides a local FAISS-based vector database as an MCP server for Retrieval-Augmented Generation (RAG) applications, enabling document ingestion, semantic search, and prompt generation.
Provides a local FAISS-based vector database as an MCP server for Retrieval-Augmented Generation (RAG) applications, enabling document ingestion, semantic search, and prompt generation.
Setup Requirements
- ⚠️Requires Pandoc for extended document format support (DOCX, HTML, EPUB, etc.). Native PDF/TXT/MD work without it.
- ⚠️Requires Python 3.10 or newer.
- ⚠️Downloads embedding and re-ranking models from Hugging Face on first use, requiring network access and disk space.
Verified SafeView Analysis
cortex
by rlaksana
AI-optimized knowledge management system providing advanced memory storage, multi-strategy semantic search, intelligent deduplication, and comprehensive monitoring for AI agent knowledge operations, including deep Z.AI integration.
AI-optimized knowledge management system providing advanced memory storage, multi-strategy semantic search, intelligent deduplication, and comprehensive monitoring for AI agent knowledge operations, including deep Z.AI integration.
Setup Requirements
- ⚠️Requires Node.js >= 18.0.0
- ⚠️Requires Docker and Docker Compose (for Qdrant, Redis, Prometheus, Grafana)
- ⚠️Requires OpenAI API Key (Paid Service, for embeddings and some Z.AI fallbacks)
- ⚠️Requires Qdrant Vector Database (Self-hosted or managed service with credentials)
- ⚠️Requires Z.AI API Key (Paid Service, for core AI functionality using models like glm-4.6)
- ⚠️Manual testing requires global installation of `@modelcontextprotocol/inspector`
Review RequiredView Analysis
html-to-markdown-mcp
by levz0r
Converts HTML content from web pages or raw strings into Markdown format, with options for including metadata, truncating content, and saving to files.
Converts HTML content from web pages or raw strings into Markdown format, with options for including metadata, truncating content, and saving to files.
Setup Requirements
- ⚠️Requires an MCP client/platform (e.g., Claude Code, Cursor, Codex) to be configured for interaction.
- ⚠️Requires Node.js (version 18 or higher) to be installed.