by snagasuri
Provides an autonomous debugging copilot that assists AI coding agents by launching automated investigations, tracking session progress, and offering guidance through configurable memory‑bank logs.
by GongRzhe
Provides a Model Context Protocol server that enables AI assistants to send, read, search, and organize Gmail messages, supporting attachments, label and filter management, and automatic OAuth2 authentication.
by jjsantos01
Enables Claude AI to control QGIS through a socket‑based server, allowing direct project creation, layer manipulation, processing execution, and arbitrary Python code execution within the desktop GIS environment.
by hyperbrowserai
Provides tools to scrape, extract structured data, crawl webpages, and access general‑purpose browser agents such as OpenAI CUA, Anthropic Claude Computer Use, and lightweight Browser Use via a Model Context Protocol server.
by GreatScottyMac
Provides a project‑specific memory bank that stores decisions, progress, architecture, and custom data, exposing a structured knowledge graph via MCP for AI assistants and IDE tools.
by semgrep
Offers an MCP server that lets LLMs, agents, and IDEs run Semgrep scans to detect security vulnerabilities in source code.
by ckreiling
Manage Docker containers, images, networks, and volumes using natural language commands via an MCP server.
by agent-infra
Provides an all-in-one sandbox environment that combines Browser, Shell, File operations, MCP services, and VSCode Server inside a single Docker container, enabling unified, secure execution for AI agents and developers.
by nspady
Provides Google Calendar integration for AI assistants, enabling event listing, creation, updating, deletion, free/busy queries, recurring event handling, and smart scheduling via natural language.
by zcaceres
Fetches web content and returns it in HTML, JSON, plain‑text, or Markdown formats, optionally applying custom request headers.
by baidubce
Provides a client SDK for building AI‑native applications on Baidu Cloud, enabling model calls, component orchestration, knowledge‑base management, workflow composition, monitoring, and flexible deployment options.
by taylorwilsdon
Control Gmail, Calendar, Drive, Docs, Sheets, Slides, Chat, Forms, Tasks, Search and other Google Workspace services through natural‑language prompts and AI assistants, all via a single MCP server backend.
by korotovsky
Provides a powerful Model Context Protocol interface for Slack workspaces, enabling message retrieval, search, and optional posting via Stdio or SSE transports without requiring bot permissions.
by ClickHouse
Enables AI assistants to run read‑only ClickHouse queries, list databases and tables, and execute embedded chDB queries through an MCP interface.
by containers
Provides a native Go‑based implementation that exposes Kubernetes and OpenShift resources via the Model Context Protocol, enabling AI agents and other clients to perform CRUD operations, pod management, Helm actions, and more without external CLI tools.
by mark3labs
Provides secure, programmatic access to the local filesystem via the Model Context Protocol, enabling read, write, copy, move, delete, and search operations with built‑in path validation and MIME type detection.
by financial-datasets
Provides access to income statements, balance sheets, cash flow statements, stock prices, market news, and cryptocurrency data through MCP tools for AI assistants.
by kimsungwhee
Provides AI assistants with instant, natural‑language access to Apple Developer Documentation, frameworks, Swift/Objective‑C APIs, WWDC video transcripts, and sample code across iOS, macOS, watchOS, tvOS, and visionOS.
by StevenStavrakis
Enables AI assistants to read, create, edit, and manage notes and tags within an Obsidian vault, providing searchable, writable access to vault contents.
by reading-plus-ai
A versatile tool that enables interactive data exploration through prompts, CSV loading, and script execution.
by neondatabase
Interact with Neon Postgres databases using natural language commands through the Model Context Protocol, enabling conversational database creation, migration, and query execution.
by varunneal
Control Spotify playback, search the catalog, and manage playlists directly from LLM interactions.
by ChromeDevTools
Provides coding agents with direct access to Chrome DevTools for browser automation, debugging, and performance analysis.
by line
Integrates the LINE Messaging API with a Model Context Protocol server, enabling AI agents to send text, flex, broadcast messages, retrieve user profiles, and manage rich menus on a LINE Official Account.
by elastic
Enables natural‑language interaction with Elasticsearch indices via the Model Context Protocol, exposing tools for listing indices, fetching mappings, performing searches, running ES|QL queries, and retrieving shard information.
by TBXark
Aggregates multiple MCP resource servers and serves them via a single HTTP endpoint, supporting SSE and HTTP streaming transports.
by mem0ai
Manage coding preferences by storing, retrieving, and semantically searching code snippets, patterns, and documentation through an MCP‑based SSE server powered by Mem0.
by ferrislucas
Provides a Model Context Protocol server that lets AI models execute commands, read output, and send control characters in the current iTerm session, enabling seamless REPL and CLI assistance.
by Canner
Provides a semantic engine that lets MCP clients and AI agents query enterprise data with contextual understanding, precise calculations, and built‑in governance.
by smithery-ai
Install, manage, and develop Model Context Protocol (MCP) servers via a client‑agnostic command‑line interface.
by tevonsb
Provides a Model Context Protocol server that exposes Home Assistant functionality through a comprehensive REST and SSE API, enabling natural‑language control of smart‑home devices.
by bgauryy
Enables AI assistants to perform deep, semantic code search, repository analysis, and package discovery across public and private GitHub repositories, delivering structured, AI‑optimized context for development workflows.