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Bridges Qwen's code analysis capabilities through CLI integration, providing file-referenced queries with @filename syntax, automatic model fallback, and configurable execution modes for code review, codebase exploration, and automated refactoring workflows.

G

Grep

Official Remote

Issue search queries and retrieve code snippets from GitHub that match specific patterns or regular expressions, filtered by language, repository, and file path.

DuckDuckGo Search

Remote

Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model consumption.

Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command execution, and editor information retrieval for seamless coding assistance.

Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes through python-pptx

Integrates with Exa Search API to enable web searches with customizable parameters for search type, content categories, date ranges, and domain filtering.

Enables browser automation through Selenium WebDriver with support for Chrome, Firefox, and Edge browsers, providing navigation, element interaction, form handling, screenshot capture, JavaScript execution, and advanced actions for automated testing and web scraping tasks.

Empower your CLI agents with zero-hallucination answers from your own docs. NotebookLM MCP Server connects AI tools like Claude, Cursor, and Codex directly to Google’s NotebookLM, ensuring every answer is accurate, current, and citation-backed. Skip error-prone manual copy-paste—let your AI assistant research, synthesize, and reference across your documents for confident coding. All queries are grounded in your uploads, eliminating invented APIs or outdated info. Manage notebooks, automate deep research, and achieve seamless collaboration between multiple tools using a shared, always-relevant knowledge base. Spend less time debugging and more time building with trustworthy, source-based answers.

GitMCP

Official Remote

Stop vibe-hallucinating and start vibe-coding—GitMCP empowers your AI assistant with instant, up-to-date documentation and code from any GitHub project. This free, open-source server eliminates code hallucinations, providing reliable API usage, accurate code examples, and effective support for even new or niche libraries. With smart search tools and a privacy-first approach, GitMCP helps AIs deliver trustworthy answers by pulling information straight from the source. Enjoy enhanced productivity with lightning-fast access to the latest content, all while keeping your projects secure and your workflow smooth.

Streamline Jira Cloud integration with this modular MCP server for AI and automation tools. Easily list scrum boards, track issues, add comments, fetch user info, and search users. Designed for extensibility and easy contribution, it helps automate workflows and connect Jira data to custom agents or bots. The server supports key Jira functionalities like retrieving server details and managing issues, all wrapped in a clean, TypeScript-based structure. Whether enhancing existing tools or building new automation, this project simplifies interacting with Jira Cloud via the Model Context Protocol.

Provides task management capabilities across Markdown, JSON, and YAML files with tools for creating, searching, updating, and summarizing tasks while automatically managing work-in-progress status transitions.

Maintains persistent project context through a structured Memory Bank system of five markdown files that track goals, status, progress, decisions, and patterns with automatic timestamp tracking and workflow guidance for consistent documentation across development sessions.

Interact with Figma design files through the Figma REST API for design analysis, feedback, and collaboration.

Ref Tools

Official

Supercharge your AI coding agent with focused, efficient access to documentation. Ref MCP empowers LLM tools to search and extract only the most relevant technical content from APIs, libraries, and services, reducing token usage and avoiding information overload. Smart filtering and precise page reading help your agent find just what it needs, making code generation and research faster, cheaper, and more accurate. Designed to support evolving agent workflows, Ref MCP ensures your AI always has up-to-date documentation context without unnecessary noise or cost, optimizing both performance and productivity for modern AI-powered development.

Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks

Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to aggregate information from multiple sources, extract detailed content, and structure data specifically for generating technical documentation and research reports.

MasterGo Design

Official

Extracts design file metadata from MasterGo files using a personal access token, enabling direct retrieval of design element details for analysis and code generation.

Feishu/Lark

Official

Integrates with Feishu/Lark's collaboration suite, enabling AI assistants to interact with productivity tools through the official Node.js SDK.

Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation.

Integrates with TickTick task management platform to create, update, delete, and search tasks and projects with priority filtering, due date queries, and timezone-aware scheduling for personal productivity automation.

Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and style management