mcp
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Google just open-sourced their MCP server for databases. Connect any database to any AI agent in 10 lines of code. It's called MCP Toolbox. What it handles: → Connection pooling → Authentication → Query execution → Tool generation → OpenTelemetry tracing Supported databases: → PostgreSQL → MySQL → BigQuery → Firestore → Spanner → MongoDB → Redis → Elasticsearch → Snowflake → Oracle Works by defining a tool in YAML + Load it in Python Works with: → LangChain / LangGraph → LlamaIndex → Gemini CLI → Any MCP-compatible client 12.6k GitHub stars. Production-ready. → 💾 Save for when you're building agents that need database access ♻️ Repost if you've been writing custom database tools from scratch | 13 comments on LinkedIn
Discover the top 15 MCP servers frontend developers need in 2025 for design-to-code, deployment, testing, and observability
Learn about the OAuth 2.1 for MCP servers with secure authorization, PKCE, scopes, and client registration
The Evolution of AI Protocols: Why Model Context Protocol (MCP) Could Become the New HTTP for Artificial Intelligence AI
Learn how to build your own agentic AI application with free tutorials, guides, courses, projects, example code, research papers, and more.
Or: The Day My Toaster Started Taking Phone Calls
Explore the 50+ Model Context Protocol (MCP) servers that facilitate seamless AI tool integration using standardized interfaces.
Explore list of top MCP servers that enable seamless integration of LLMs with tools like databases, APIs, communication platforms, and more, helping you automate workflows and enhance AI applications.
In November 2024, Anthropic published a blog post announcing what may be its most significant contribution to the AI ecosystem so far: the Model Context Protocol.
Here are my top 12 MCP Servers I used and tested so far: - Python Code Interpreter: Runs Python code in a sandbox using Pyodide and Deno for isolation. https://lnkd.in/eYmexFA2 - Web fetcher: Fetches web page content using Playwright headless browser with JavaScript support. https://lnkd.in/eKQ4EXEX - Github MCP server: Provides seamless integration with GitHub APIs for automation and interaction. https://lnkd.in/eEKE83c3 - Filesystem: Implements filesystem operations like reading/writing files, creating/listing/deleting directories, moving, searching, and getting metadata within specified directories. https://lnkd.in/eqi4vUdJ - Google Drive: Integrates with Google Drive to allow listing, reading, and searching over files, with automatic export for Google Workspace file types. https://lnkd.in/eTGUHXgr - Fetch: Fetching websites converts HTML to markdown and allowing chunked reading. https://lnkd.in/ebuk59ZR - Markitdown: Converts various file types (PDF, Office docs, HTML, etc.) to Markdown, preserving structure for LLM consumption and text analysis. https://lnkd.in/eHuK-wj6 - Brave search: Integrates with Brave Search API to enable web searches and local business lookups via natural language queries. https://lnkd.in/e22vEUME - Slack: Enables interaction with Slack workspaces, including listing channels, posting messages, replying to threads, adding reactions, and getting history/users. https://lnkd.in/eWf4pZY6 - Notion API: Implements an MCP server for the Notion API, allowing interaction with Notion pages and databases. https://lnkd.in/edCuP443 - Airbnb: Allows searching Airbnb listings and retrieving detailed listing information. https://lnkd.in/etgemCvH - Arxiv: Provides access to arXiv papers through their API, allowing search and retrieval of paper metadata and links. https://lnkd.in/eUpPnhXX | 34 comments on LinkedIn
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MCP, short for Model Context Protocol, is the hot new standard behind how Large Language Models (LLMs) like Claude, GPT, or Cursor integrate with tools and data. It’s been described as the “USB-C for…
Overview of the Model Context Protocol (MCP) how it works, what are MCP servers and clients, and how to use it.
Agent Framework / shim to use Pydantic with LLMs
Learn how to configure and use Model Context Protocol (MCP) servers with GitHub Copilot in Visual Studio Code.
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A collection of MCP servers