Skip to main content
Glama

Related Servers

Alternatives to labgrid-mcp

No user-submitted related servers found.

    Related Servers

    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables local research workflows (paper discovery, relevance scoring, digests) and homelab monitoring (Prometheus, logs) through an MCP server, using local LLM inference via Ollama with no cloud dependencies.
      -
    • A
      license
      A
      quality
      C
      maintenance
      Enables MCP clients to scan local GGUF models, estimate VRAM and suggest GPU offload layers, manage llama-server lifecycle, and proxy OpenAI-format chats with idle auto-unload.
      9
      MIT
    • A
      license
      A
      quality
      A
      maintenance
      Two self-hosted MCP servers: manage a local model machine (Ollama pull/switch, LoRA training) and bridge to local Ollama/vLLM for pure language processing tasks (writing, summarizing, classifying, extraction) without giving the calling agent tools or file access.
      4
      MIT
    • F
      license
      A
      quality
      C
      maintenance
      MCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions, and embeddings through a set of tools.
      9
      1
      -

    TDQS

    A3.5/5.0

    Scored across 38 tools

    Disambiguation4/5

    Most tools have distinct purposes (e.g., get_power_state vs set_power, console_open vs console_read). A few pairs like release_place/release_from and who/list_places could be confused, but their descriptions clearly differentiate them. Overall boundaries are clear.

    Naming Consistency4/5

    The vast majority of tool names follow a verb_noun pattern (list_places, reserve, acquire_place, set_power). Exceptions like coordinator_info and who break the pattern, but they are minor and the naming is otherwise predictable.

    Tool Count2/5

    38 tools is well above the 25-tool threshold, making the surface feel heavy. While the domain is broad, the high count may overwhelm agents, and some tools could be consolidated (e.g., a single console tool with subcommands). The scope justifies some breadth, but this exceeds reasonable limits.

    Completeness4/5

    The tool set covers core lifecycle operations: place inspection, reservation management, acquisition/release, hardware control (power/IO/SD/USB), console, SSH, file transfer, and port forwarding. Minor gaps include no delete_place, no get_reservation by token, and no explicit listing of console sessions, but these are workable shortcomings.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues