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    quality
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    maintenance
    Gives coding agents a single view of every machine you own, showing which GPUs and other resources are free across all of them, and lets the agent run commands there over SSH without credentials ever appearing in the chat.
    MIT
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    A
    maintenance
    A production management server for Docker Compose applications that handles systemd orchestration, Nginx configuration, and age-encrypted secrets. It enables automated app deployment, health monitoring, and full Git/GitHub workflows through its MCP tools.
    27 npm
    20
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides eight deterministic, source-grounded tools for exploring the Beautiful Solutions toolbox, enabling organizers and educators to search, compare, map, and build discussion guides around liberation-focused values, principles, solutions, and stories without runtime LLM or network calls.
    8
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to help review and refactor code.
    4
    60 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Exposes a local Ollama fleet as MCP tools for Claude Code, enabling model listing, generation, fleet health checks, parallel comparisons, smart host routing, and model pulling across hosts.
    6
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  • A
    license
    A
    quality
    B
    maintenance
    MCP server for managing large fleets of BLE devices with connection pooling, scheduling, retries, and partial-failure handling. Enables AI agents to run fleet-level reads/writes without worrying about radio connection limits.
    8
    1
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Spawns and manages multiple Minecraft Console Client bots, enabling an MCP client like Claude to control each bot individually on offline-mode servers.
    6
    3
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  • A
    license
    A
    quality
    D
    maintenance
    Facilitates software development planning through interactive sessions that break down projects into manageable tasks with complexity scoring, code examples, and implementation plan management.
    6
    25 npm
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables AI clients to batch-import and headlessly analyze multiple binaries with Ghidra, run parallel cross-sample queries for shared functions and strings, and persist renames, comments, and type changes in a standard Ghidra project.
    23
    MIT
  • A
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    quality
    D
    maintenance
    Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to safely query a simulated truck-fleet logistics domain, including GPS positions, reefer temperatures, routes, deliveries, and driver schedules, through read-only MCP tools with strict validation and prompt-injection defenses.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A Windows-local MCP server that connects natural-language engineering tasks to COMSOL, Autodesk Fusion, and LabVIEW through their official software interfaces. It lets users submit, track, and verify parametric simulation, CAD modeling, and measurement jobs as configurable tools.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.
    4
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables analysis of normalized scan findings as immune signals to discover co-occurring fleet threat patterns, synthesize non-executing defensive recipes, recall successful outcomes, and plan adjacent-cohort targeting via MCP tools.
    6
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables multiple AI agents to each run Google's full Chrome DevTools toolset in an isolated Chrome instance with saved logins, origin allowlists, reconnect recovery, and process cleanup. It also provides visibility into running browsers so stale sessions can be inspected or reaped.
    38
    17 npm
    MIT
  • A
    license
    D
    quality
    D
    maintenance
    A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.
    1
    4 npm
    ISC