temporal

Name: temporal
Availability: InStock
Author: Semantica

Apply as_of constraints to temporal graph queries, snapshots, and causal traces.

3.0k|350|Updated Jun 25, 2025

Search Tags:#timeline #analysis #temporal #graph #state-reconstruction #causal-tracing #semantica

Ready to run

npx skills add https://github.com/semantica-agi/semantica --skill temporal-semantica-agi

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: temporal
Source: https://github.com/semantica-agi/semantica/tree/main/plugins/skills/temporal
Command: npx skills add https://github.com/semantica-agi/semantica --skill temporal-semantica-agi

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Temporal graph operations enable time-aware querying, state reconstruction, and causal analysis across evolving graphs, making it possible to reason about decisions and relationships at a specific point in time.

Core Features & Use Cases

Temporal queries with as_of constraints to retrieve results valid at or before a date
Graph snapshots capturing the state of the graph at a given timestamp
Timeline views showing node attribute and relationship changes over history
Causal tracing across time to understand how decisions evolved

Quick Start

Ask a temporally scoped question to retrieve results as of a specific date.

Frequently Asked Questions about temporal

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I query a graph state at a specific point in time?▼

You can retrieve a graph state at a specific timestamp using temporal queries with as_of constraints. This captures the graph's exact state at that given time for history-aware analytics.

What is causal tracing and how does it work across evolving graphs?▼

Causal tracing analyzes how decisions evolved within dynamic graphs by applying time-based constraints to causal chains, enabling you to track relationship and state changes historically.

How do I capture a graph snapshot to reconstruct past states?▼

Graph snapshots capture the state of the graph at a given timestamp. By applying as_of constraints to your queries, you can reconstruct and analyze the exact state of the graph at any historical point.

Can I analyze timeline views of node attribute changes over history?▼

Yes, timeline views show node attribute and relationship changes over history. This allows you to track how specific graph elements evolved, providing a comprehensive view of dynamic graph data over time.

Do I need access to specific graph context APIs to perform temporal analysis?▼

Temporal operations require access to AgentContext.find_precedents, ContextGraph.state_at, CausalChainAnalyzer.trace_at_time, and TemporalQueryRewriter to execute time-aware queries and causal traces correctly.