Systemiq on GitHub

Systemiq

Operational context and memory for AI agents.

Systemiq turns fragmented enterprise signals into modeled operational context and memory that agents can query instead of reconstructing themselves.

How it fits

Enterprise signals

APIs, files, events, business tools, and changing operational reality

Systemiq

System modeling, operational context, and memory

AI agents

Reasoning, decisions, and execution from shared context

Systemiq sits between enterprise systems and downstream agents, carrying the burden of modeling, continuity, and queryable operational memory.

How the model forms

Systemiq structures enterprise signals into a layered operational model. Elements capture local state, tools form subsystem context, systems define major operational boundaries, client-level interpretation can span across systems, and derived outputs preserve what agents need over time. One useful way to describe that connected structure is as a context graph.

ObserveModelServe

Enterprise signals

Systemiq selects operational evidence from across the stack instead of treating every raw source as agent input.

  1. APIs
  2. Business systems
  3. Documents
  4. Events
  5. Transactions
  6. And more selected evidence...

Selected evidence enters the model. Agents do not need to reconstruct it from scratch.

Systemiq model

The model translates raw enterprise signals into a queryable operational structure with persistent memory.

  1. Elements

    Atomic nodes, local state, and indicator evidence.

  2. Tools

    Subsystem context and modeled local behavior.

  3. Systems

    Operational boundaries, rollups, and propagated interpretation.

  4. Client

    Cross-system interpretation, summaries, and shared context.

Persists as

RecordsMetricsImpactsSummaries

Context graph examples

See how the modeled context is structured.

Agent access

Agents query modeled context directly through stable access surfaces instead of rebuilding reality from raw systems.

Which systems matter now?

What changed since the last run?

Where is impact rising or propagating?

Access surfaces

MCPAPIsMapsAgent tools

Start here