Iaiops clinical
Skill industrial-aiops/industrial-aiops/skills/iaiops-clinical
Clinical-facility edition of iaiops — hospital / healthcare facilities as a distinct vertical from generic building management, with patient-safety framing. BACnet/IP BMS (isolation-room pressurization + medical-gas source monitoring), Modbus (medical-gas alarm panels / energy meters), OPC-UA (plant SCADA), plus the cross-protocol brain. Two signature safety checks: isolation_room_check (ASHRAE 170 / CDC negative/positive pressure) and medical_gas_check (NFPA 99 / HTM 02-01 O2 / medical air / vacuum source pressures). Use when the task mentions hospital, 医院, healthcare facility, clinical, 医疗设施, isolation room / 隔离病房 / 负压病房 / AII / PE, operating room / OR / 手术室, ICU, medical gas / 医用气体 / 医疗气体, oxygen / 氧气 / medical vacuum / 医用真空, or NFPA 99. Read-first; this edition's tool surface is read-only.From its SKILL.md
npx -y skills add industrial-aiops/industrial-aiops --skill iaiops-clinicalAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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SKILL.md
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iaiops-clinical — 医疗设施 edition(BACnet + Modbus + OPC-UA + 脑)
启动:IAIOPS_MCP=clinical / iaiops-mcp-clinical(= bacnet + modbus + opcua + 脑;
等价显式写法 IAIOPS_MCP=bacnet,modbus,opcua)。BACnet 需 extra:
pip install iaiops[bacnet]。典型现场:楼宇/暖通/隔离房压力走 BACnet BMS,医用气体
报警屏/表计走 Modbus,全院 SCADA 走 OPC-UA。
为什么单列 edition:医院设施科的关注点是患者安全(隔离房压力、医用气体), 买家/合规(NFPA 99、感控)与普通楼宇物业不同 —— 所以从
iaiops-building升格为独立 edition。工具复用同一套楼宇/BACnet + 脑,叠加两个临床安全检查。
工具
临床安全检查(healthcare-facility;纯分析、只读、患者安全导向)
isolation_room_check— 隔离病房压差合规(ASHRAE 170 / CDC:空气传染隔离 AII 负压、 保护性环境 PE 正压,≥2.5 Pa)。检出 reversed(反向,可上报安全事件)/breach/low_margin, worst-first,每项引用读数。读数来自bacnet_read_points的压差 AI 点或历史库。medical_gas_check— 医用气体/真空源压力合规(NFPA 99 / HTM 02-01:O2/医用空气/N2O ~345–380 kPa、医用真空须够深)。检出 low_pressure / high_pressure / insufficient_vacuum / critical,worst-first,引用数值。读数来自 BACnet AI 点或气体报警屏。or_environment_check— 手术室通风合规(ASHRAE 170 Table 7.1:温度 20–24°C、相对湿度 20–60%、换气 ≥20 ACH)。逐参数越界即 breach,worst-first,引用数值。读数来自 BACnet/BMS。
BACnet/IP(read-first;BMS / 暖通 / 压力 / 气体点)
bacnet_discover— Who-Is:本地 BACnet/IP 网上的设备bacnet_object_list— 设备的 object/point 列表bacnet_read_property— 单对象属性(默认 presentValue)bacnet_read_points— 所有 analog/binary/multistate 点的 presentValue(压差/气体压力快照)bacnet_cov_subscribe— 单对象有界 Change-of-Value 捕获bacnet_read_trend_log— 读设备 TrendLog 缓冲记录bacnet_write_property— [WRITE][HIGH][MOC] 写单对象属性(默认dry_run=True+ 双确认)
Modbus-TCP / RTU(只读;医用气体报警屏、能耗表)
modbus_read_holdingmodbus_read_inputmodbus_read_coilsmodbus_read_discretemodbus_detect_byte_order— 字节/字序自动探测modbus_list_templates/modbus_apply_template— 厂商寄存器模板 → 命名 tagmodbus_health_summary— 寄存器 vs 阈值分类
OPC-UA(只读;全院 SCADA / PLC 网关)
opcua_server_info/opcua_browse/opcua_read_node/opcua_read_manyopcua_subscribe_sampleopcua_read_alarmsopcua_alarm_events(A&C 带时间戳)opcua_read_history(HDA)opcua_diagnose_connection— 连接失败归因;opcua_discover_tags语义资产建模;opcua_health_summary阈值分类;opcua_anomaly_scan有界统计异常扫描
跨协议脑(永远随 server 暴露)
- 诊断:
diagnose_dataflowdowntime_root_causedowntime_root_cause_livedowntime_triagelearn_cause_weightsrca_corpus_from_maintenancehistorian_healthalarm_bad_actorstag_healthsubscription_healthheartbeat_healthalarm_flood_analysisalarm_cascadealarm_rationalization_worksheet - 预测维护:
pdm_forecast—— 制冷/空压/真空泵趋势 + 到限时间 - 数据质量:
data_quality_scorecarddata_quality_fleet_rollup - 分析:
oee_computedowntime_eventsoee_multidimmonitor_changes - 资产:
asset_inventorycross_protocol_asset_modeladopt_alias_mapdiff_alias_map - 基线:
baseline_learnbaseline_checkbaseline_record_changebaseline_status - 合规/信创:
compliance_mappingcompliance_frameworkscompliance_dengbao_levelscompliance_reportcompliance_evidence_bundlehistorian_pushexport_datahistorian_queryhistorian_coveragestream_publishstream_publish_eventrca_narratefleet_statusfleet_incidents - 程序解读:
plc_program_outlineplc_program_xrefplc_program_sectionplc_program_visibility - 元:
protocols_supported
Workflows
- Doctor-first:
protocols_supported→iaiops doctor→ BACnet 先bacnet_discover。 - 患者安全巡检:
bacnet_read_points读隔离房压差 AI 点 →isolation_room_check; 读医用气体源压力点 →medical_gas_check。两者 worst-first,reversed/critical优先处置。判定仅为结构性分析,现场 NFPA 99 报警屏/感控为准。 - 停机/告警:设施设备停机用
downtime_triage;制冷/真空泵劣化用pdm_forecast。 - MOC 写:本 edition 读优先;
bacnet_write_property为唯一写工具,统一走 MOC:risk=HIGH+ 默认dry_run=True+ 改前值 undo +iaiops approve具名审批双确认。 绝不对生命安全相关的暖通/气体系统未经授权下发。
支持版本矩阵(内部 HLD §8,设计文档不随本仓发布;待核实 不得当既成事实)
| 协议 | 库(pin) | 规范/版本 | 覆盖 | 传输 | 自测 |
|---|---|---|---|---|---|
| BACnet/IP | BAC0>=2023.6,<2026(extra,over bacpypes3) | BACnet/IP(read + 单点写) | BMS/暖通/压力/气体点 | UDP/47808 | ⚠️ mock;真 BMS 待核实 |
| Modbus-TCP | pymodbus>=3.5,<4 | App 1.1b3;FC 1/2/3/4/5/6/15/16 | 气体报警屏/表计/任意从站 | TCP/502 | ✅ |
| Modbus-RTU | pymodbus>=3.5,<4 + pyserial>=3.5 | Modbus serial (RTU) | 串口从站/表计 | RS-485/serial | ✅ socat PTY;物理 RS-485 待核实 |
| OPC-UA | asyncua>=2.0,<3 | OPC UA 1.0x(DA+HA+AC 子集) | 全院 SCADA / PLC 网关 | opc.tcp | ✅ mock+HDA |
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.
Gives 0 of the 12 instructions most healthcare skills give in ~2.2k tokens
Counted across 147 of the 152 authors here whose files we hold, read 2026-08-07
- Export trial data to CSV formatin 11 of 147, across 2 files
- Retrieve trial details using an NCT IDin 11 of 147, across 2 files
- Split clinical datasets strictly by patientin 11 of 147, across 3 files
- Use the ClinicalTrials.gov API v2in 10 of 147, across 1 file
- Search trials by condition, drug, location, status or phasein 10 of 147, across 1 file
- Use maximum page size for bulk data retrievalin 10 of 147, across 1 file
- Extract and summarize key study informationin 10 of 147, across 1 file
- Combine multiple filters for targeted searchesin 10 of 147, across 1 file
- Print and review dataset statistics before modelingin 8 of 147, across 1 file
- Start model development with simple baselinesin 8 of 147, across 1 file
- Match preprocessing processors directly to data typesin 8 of 147, across 1 file
- Monitor validation metrics for task type and class imbalancein 8 of 147, across 1 file
Said here and by no other author read
- run protocol doctor before discovery
- discover BACnet devices first
- read isolation room pressure points
- run isolation room compliance check
- read medical gas pressure source points
- run medical gas compliance check
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.