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  • F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.
    9
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Transforms Figma design data into a compact, LLM-friendly format for code generation, reducing size by 99.5% while preserving UI-critical information.
    130
    5
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Self-hosted credential store and API proxy for AI agents. One Bearer token, all your services. Handles OAuth refresh, encrypted storage, audit logging, and per-agent permissioning.
    71
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Wraps the Docker Engine API as MCP tools for container and image management. Reduces token consumption by providing typed tools with default summaries and field selection.
    17
    472
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to search Docker Hub repositories, discover container images, and manage Docker Hub repositories and tags through natural language queries. Supports both public content access and authenticated operations with Docker Personal Access Tokens.
    162
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables inspecting, orchestrating, and troubleshooting Docker Engine and Docker Compose environments through six consolidated high-leverage MCP tools.
    472
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A tool that helps AI agents interact with Docker containers on local or remote machines, allowing users to manage and troubleshoot containers without Docker knowledge.
    472
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives AI agents access to configured databases (PostgreSQL, MySQL, Redshift, SQL Server) with SSH/AWS SSM tunnels, pluggable secret providers, and strict per-instance isolation.
    10
    79
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Universal Docker MCP server for AI assistants (Cursor, Claude Desktop). Manage Docker containers, execute commands, query databases, and handle environment configurations — all through natural language.
    10
    797
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Enables AI agents to manage Docker containers, images, Compose stacks, health checks, and logs through a unified MCP interface, ensuring containers stay running with self-healing capabilities.
    31
    91
    5
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables spawning ephemeral Linux sandbox containers using Docker and executing commands through an interactive TTY interface. Supports collaborative terminal sessions where both AI clients and humans can simultaneously interact with the same container.
    27
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides Docker management tools for AI agents, including inspecting containers, images, Dockerfiles, and Compose configurations.
    47
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides a local API to manage Docker containers and volumes, enabling operations like listing, inspecting, starting, stopping, and removing containers, as well as managing volumes, all through HTTP endpoints without shell commands.
    186
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to manage Docker containers, images, networks, volumes, and Compose services through the Model Context Protocol. It supports system operations, command execution within containers, and integration with Docker Hub and GitHub Container Registry.
    130
    2
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables secure execution of shell commands and file operations within isolated Docker containers. Provides process management, interactive input handling, and comprehensive file system operations for containerized development environments.
    186
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns any Linux server into an AI-agent-accessible machine over HTTPS, allowing MCP clients like ChatGPT, Claude, and Grok to securely control files, run shell commands, inspect system state, query SQLite, and work with git behind a bearer token.
    MIT