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  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.
    63
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
    16
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted MCP server that enables AI coding agents to read, edit, search, and run code in local projects with human review loops and policy controls.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to securely use real secrets (API keys, database passwords) by requiring human approval for each release, ensuring secrets never enter the model's context.
    2
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Give AI agents a persistent, interactive terminal with support for SSH, REPLs, database CLIs, TUI apps, and long-running processes.
    9
    29 PyPI
    11
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Advanced shell command execution for AI agents — a Model Context Protocol (MCP) server with security policy engine, process lifecycle management, bounded output capture, POSIX signals, and token-efficient responses.
    6
    2
    Creative Commons Attribution Non Commercial 4.0 International
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for managing a self-hosted Coolify instance. Provides full REST CRUD, deploy/watch capabilities, and an optional host-ops tier for live log streaming, SSH, Docker, and database access.
    22
    10 npm
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    A universal MCP server that provides AI agents with structured tools for filesystem, database, shell, and git operations, enabling seamless interaction with projects.
    19
    -
  • F
    license
    A
    quality
    D
    maintenance
    A lightweight MCP server that provides AI assistants with access to a system's terminal through a secure terminal tool. It enables users to execute shell commands and receive stdout, stderr, and exit codes directly within an MCP-compatible client.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables interaction with MariaDB databases through secure read-only operations. Supports database exploration, schema inspection, and SQL query execution with comprehensive logging and connection pooling.
    5
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server
    63
    2
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables any MCP-compatible AI, whether in the browser or running locally, to create and edit projects, run terminal commands and long-running jobs, and optionally use Docker, all guarded by a policy engine, workspace jail, authentication, and audit logging.
    23
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.
    37
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A lightweight stdio-only MCP server that allows AI agents to run multiple tasks (e.g., Python code, HTTP requests, shell commands) in parallel or with dependencies, returning structured results in a single call.
    2
    20 PyPI
    MIT