Causal Chain Query
SkillMonitoring & opsSOP for tracing causal chains — follow edges from cause to effect through
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Causal Chain Query skill
What this skill tells your AI
The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/causal-chain-query/SKILL.md and read by ahel’s review.
Trace a causal chain from a starting variable through intermediate variables to downstream effects.
Tool
vault_query_graph
Protocol
- Call vault_query_graph with starting node, direction=out, depth=3
- Filter results to only causal edges (derived_from, component_of)
- Reconstruct the chain as an ordered sequence
- Identify branching points (one cause → multiple effects)
- Check for cycles (indicates feedback loop)
HARD-GATE
Yield
Returns: { chain: string[], branches: number, has_cycle: boolean }
Signals
- GitHub stars
- 469
- Forks
- 37
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
causal-chain-query- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine