Tag
project
Open-source projects from the lab - agentic AI tools for real supply chain and operations problems, each with status, readiness, and repository.
-
Global Operations Risk Monitor
python agents litellm playwright fastapi MIT source ↗
Operations Risk Monitor is a multi-agent framework that watches operational risk across freight, fuel, labour, weather and geopolitics, then turns what it finds into briefings you can actually use. Seven specialist agents collect and filter the feeds into one weekly briefing.
live
-
Ship-Doc is shipment document control for physical trade: the pack checked against the shipping instruction, drafts approved by a named person, originals chased via Outlook. The model reads, fixed rules decide, a person approves.
live
-
PPWR Compliance Screener
supply chain compliance packaging n8n rule-engine agents MIT source ↗
PPWR Compliance Screener: checks supplier packaging declarations against Regulation (EU) 2025/40 for completeness and internal consistency. Deterministic verdicts. Suppliers get a signed link and a rule engine screens what comes back; no model issues a pass or a fail.
live
-
Procezio - Process Navigator
canvas agents methodology supply chain Apache-2.0 source ↗
Procezio is a guided canvas for finding automation opportunities in the way you already work, with an AI agent working alongside you on the same board. Map the process, mark the friction, assess it, decide what to automate - the agent drafts in pencil and a human accepts.
live
-
OODAA is a small, readable self-improving agent loop. Observe, Orient, Decide, Act, and the second A, Adjust: the phase that makes an agent get smarter across runs instead of only faster within one.
live
-
Sample Trail
supply chain agri-food quality-control n8n rule-engine agents MIT source ↗
Sample Trail is a sample management workflow for the agri-food and soft-commodities sectors - coffee, cocoa, grain, sugar, cotton. It runs the quality approval decision on a physical sample, from dispatch to verdict, on the phone the person is already holding.
live
-
FlowTwin turns a recording of any operational process into editable process maps and runbooks that are adjustable, auditable, and kept current. The capture layer for tribal knowledge. Watch the process once; FlowTwin captures, segments, structures and publishes what it sees.
in development 70%
-
Supply Chain Operations Planning & Execution in Commodities (SCOPEC)
supply chain commodities S&OP S&OE planning Apache-2.0 source ↗
SCOPEC is a supply chain operations planning and execution tool for commodities: one planning kernel runs S&OP and S&OE on the same data model, commodity families live as data profiles, and agents act on exceptions under an autonomy ladder they earn.
in development 20%
-
Orchestriq Core
kernel agents evals LLMOps MCP MIT source ↗
Orchestriq Core is the kernel for agents that run real operations. Evals, approvals, earned autonomy and EU AI Act transparency live in the runtime, so every module inherits them. Spec, gate, park, earn - autonomy is a ladder climbed per action type on measured accuracy.
in development 15%
-
Auspex is a prediction and forecasting harness for supply chain operations. Connect a table, pick a model, read the signs. Zero-shot tabular prediction and time-series forecasting behind one interface, with confidence intervals on every prediction, exposed as an MCP server.
in development 10%