Skip to main content
Glama
industrial-aiops

OT-AIops

Related Servers

Alternatives to OT-AIops

  • A
    license
    A
    quality
    A
    maintenance
    Governed, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with cross-protocol asset discovery, alarm and downtime RCA, unbypassable audit logging (MCP + CLI), budget/runaway guards, and an airgap no-egress mode. Energy edition of Industrial-AIOps, built on iaiops.core.
    59
    104 PyPI
    1
    MIT

Related Servers

  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to discover, browse, read, search, and safely write OPC UA industrial device data within controlled edge networks, with guarded two-phase writes and evidence-based root-cause diagnostics.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Connects AI agents to OPC UA-enabled industrial systems for real-time monitoring and control of operational data. It enables users to read, write, and browse industrial device nodes through natural language interactions.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to connect to Allen-Bradley, Siemens, and CODESYS PLC projects for discovering, asking questions about, analyzing, and proposing code changes, with access to live tag values and version exports under permission-scoped controls.
    -
  • A
    license
    B
    quality
    A
    maintenance
    Exposes a deterministic IoT edge runtime — Modbus/CAN/J1939 acquisition, local rules, alarms, and history — to AI assistants as typed, governed MCP tools. Reads are safe by default; device control stays deny-by-default, explicitly confirmed, and audited.
    23
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    The first and only MCP server for PLC (Programmable Logic Controller) intelligence. Give any AI agent direct access to industrial automation data — ladder logic, tag databases, cross-references, fault root cause analysis, and sequence blockers
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLMs to connect to factory PLC sensors, read register data, analyze predictive maintenance, and monitor energy consumption in industrial environments.
    3
    MIT

TDQS

A3.6/5.0

Scored across 155 tools

Disambiguation3/5

The ~12 protocol families (modbus_*, s7_*, opcua_*, etc.) are cleanly separated by prefix, but the analytics layer has several overlapping clusters: four alarm tools (bad_actors, flood_analysis, cascade, event_clusters) differ in subtle ways, deprecated twins health_summary/anomaly_scan duplicate their opcua_* successors, and uns_schema_drift vs uns_live_drift vs sparkplug_live_schema have fuzzy boundaries. An agent would frequently need the description text to pick correctly between these.

Naming Consistency3/5

Some families are exemplary (modbus_read_holding/input/coils/discrete, opcua_read_node/read_many), but the overall convention is mixed: verb-first (diagnose_dataflow, export_data, adopt_alias_map) coexists with noun-first (baseline_learn, mechanism_library_check, uns_topic_audit). The same 'device identity' operation is also named inconsistently across protocols: cpu_info, cpu_status, controller_info, master_info, server_info.

Tool Count2/5

155 tools is far beyond what an agent can hold in context, well past the 50+ threshold for an excessive count. The number is only somewhat defensible because much of it is near-identical read/write patterns repeated across ~12 protocols — a surface that would be far more usable split into per-protocol sub-servers or parameterized behind a single protocol argument.

Completeness4/5

Coverage is unusually deep: PLC programs get outline/section/xref/visibility/snapshot/drift/history, baselines get learn/check/status/contextual variants, and UNS gets browse/audit/drift/live-capture tools. Real gaps exist — there is no way to add to the mounted mechanism library (only list/check), and OPC-UA/Modbus have no write tools (likely deliberate) — but agents can work around these.

Maintenance

ActivityMaintained
ResponsivenessSlow