LAYER 03 · AI APPLICATION RUNTIME
Beyond Storage and Services,
Apps That Deliver Results
Built-in, custom and third-party apps use data and services directly.
Extend them for your business with AI Coding Agent and JSH.
03
Layer 3: AI APPS LAYER
AI Application Runtime
Run custom apps and AI agents on your data services.
JSH provides database, HTTP, MQTT, NATS and OPC-UA modules in JavaScript. Build and run custom apps with just the Neo executable.
BUILD
AI Coding Agent
INSTALL
Built-in / User Apps
RUN
JSH Runtime
ACCESS
Neo Data Service
JSH
Machbase Neo 8.5.0 +
Neo runs JavaScript files
and app directories directly.
Run .js files or directories with index.js as apps. JSH also supports standalone execution, a virtual filesystem and host directory mounts.
App Structure
.js · index.js directories
Standalone Run
machbase-neo jsh
Built-in Modules
DB · HTTP · MQTT · NATS · OPC-UA
NEO
BUILT-IN INDUSTRIAL APPLICATIONS
Use built-in apps right after installation
and extend them for your site.
BUILT-IN APP 01
Data Replication
Replicate selected TAG/LOG data live across edge, server and cloud. Resume from the last checkpoint after interruptions.
Use Cases
Unify production edge data reliably on a central analysis server
Source/Target Table Mapping
Resume and Monitor Gaps
Tag Prefix/Suffix, Selective Replication
BUILT-IN APP 04
LLM Chat
Ask about Machbase tables, tags and time-series data in plain language. An LLM agent writes SQL/TQL and builds dashboards and HTML reports.
Use Cases
Diagnose equipment vibration and create reports without writing SQL yourself
Claude·ChatGPT·Gemini·Ollama
Dashboards · HTML Reports
Plain Language to SQL·TQL
Analysis Templates & Ingestion Timers
BUILD YOUR OWN APP
Operational data and App Code
in One Deployment
JSH apps use Neo's database and protocol modules directly. Install GitHub packages or deploy your app directory, then manage it with Service Manager.
Package Manager
Service Manager
Machbase Github
JSH · MACHBASE NEO 8.5.0+
From AI Coding to Operations,
One App Runtime
Run .js files or index.js folders as apps.
A virtual file system, packages and service controls take code into production.
BUILD
AI Coding Agent
INSTALL
Package Manager
RUN
JSH Runtime
OPERATE
Service Manager
OPEN DEMO REPOSITORIES
Test Physical AI Data
in Real Apps
Explore setup, ingestion, queries and UI code in public repos. Each image shows the official demo running.
Robot Arm Simulation
Test 3D arm replay, timelines, frame queries and JSON ROLLUP in one view.
LiDAR Data Simulation
Store KITTI LiDAR points/ranges; check 3D changes and query latency.
Humanoid Simulation
Collect humanoid joint, posture and state data to compare motion faults.
Railway APU Diagnosis
Turn MetroPT-3 APU pressure, start-up and load risks into a health index.
Prometheus Monitoring
Collect Neo metrics with Prometheus and monitor them in Grafana.
PRODUCT OVERVIEW
See how the three layers connect.
See the full architecture, from Database Engine to AI Application Runtime.
Product Overview →
