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☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)

📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.

🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.

📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.

🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring

🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire

📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.

🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）

🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.

📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation

🐍 ☁️ - Octagon AI Agents to integrate private and public market data

🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking

🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities

[glama](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.

🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.

🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases