Skip to main content
Glama

Related Servers

Alternatives to TopicForge

No user-submitted related servers found.

    Related Servers

    • A
      license
      A
      quality
      B
      maintenance
      A read-only MCP server that enables LLMs to inspect and analyze ROS 2 systems through natural language, covering nodes, topics, parameters, actions, rates, QoS, and environment health. It can run without ROS 2 installed and safely surfaces runtime system state for diagnosis.
      13
      1
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Read-only local MCP server for inspecting AgentInspect TypeScript AI-agent traces. Lists runs, exposes bounded causal-failure and TraceFacts evidence, evaluates TraceContract checks, compares runs, and creates share-checked evidence without mutating traces or invoking agent tools.
      322 npm
      166
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      A read-only MCP server for bounded semantic inspection of ROS 2 perception systems, enabling discovery and metadata extraction from sensors such as cameras, depth sensors, and LiDARs without device configuration or actuation.
      Apache 2.0
    • A
      license
      A
      quality
      D
      maintenance
      Read-only Modbus TCP monitoring server that exposes safe MCP tools for AI agents to read holding/input registers, coils, and device identity from industrial devices without write access.
      4
      Apache 2.0
    • A
      license
      Not graded
      quality
      C
      maintenance
      Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query artifacts, and search keywords without modifying the case.
      1
      MIT

    TDQS

    A4.4/5.0

    Scored across 16 tools

    Disambiguation5/5

    Tool purposes are clearly separated by resource and backend: ROS 2 graph tools, DDS-layer tools, and bag-analysis tools each have distinct scopes. The main near-overlaps (peek_* and sample_* tools) are explicitly differentiated by live ROS 2, live DDS, or offline bag source, and the descriptions consistently point to the correct alternative.

    Naming Consistency4/5

    All tool names use snake_case and are readable, but the set mixes verb-first names such as get_topic_info, list_topics, and analyze_bag with noun-phrase names such as health_check, graph_diff, participant_events, and topic_metrics. This is a minor inconsistency rather than a readability problem.

    Tool Count4/5

    The 16 tools are slightly above the typical 3-15 range, but the breadth is justified by the server covering ROS 2 graph inspection, DDS discovery/QoS, bag analysis, TF diagnostics, health, and graph diffing. Each tool maps to a recognizable diagnostic job and the set does not feel bloated.

    Completeness4/5

    Core observability lifecycle coverage is strong: graph and endpoint discovery, live and offline sampling, bag summaries, QoS mismatch analysis, TF inspection, metrics, participant events, and health. Minor gaps remain around global service/action discovery, which is only exposed through get_node_info, and richer bag comparison, but there are no obvious dead ends for topic-level debugging.

    Maintenance

    ActivityActive
    ResponsivenessNo issues