analyze-intervention
SkillDev toolsLets your agent analyze claude skill interventions on a causal graph and predict their effects while noting assumptions.
Available today. Use it from your connected AI after setup.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the analyze-intervention skill
About this skill
Apply an intervention/do-style graph modification and propagate predicted directional effects while recording assumptions.
What this skill tells your AI
The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/analyze-intervention/SKILL.md and read by ahel’s review.
Purpose
Analyze an intervention's target, mechanism, implementation conditions, and observed effects.
Input contract
required: [intervention, target_system, outcome_records]
optional: [implementation_records, comparator, mechanism_hypotheses]
constraints: [effect interpretation must retain implementation and comparison conditions]
Procedure
- Define intervention components, dose, timing, and target mechanism.
- Map implementation fidelity and deviations to observed conditions.
- Compare outcomes with the declared comparator and plausible alternatives.
- Summarize mechanism evidence, effect heterogeneity, and unresolved attribution.
If the intervention analysis yields a causal attribution that needs an explicit validity check, consider validate-causal-link as the next tactic.
Output contract
produces: [intervention_map, implementation_profile, outcome_comparison, mechanism_assessment, attribution_limits]
delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions]
Quality gates
- Intervention components and implementation are separated.
- Comparator and outcome conditions are explicit.
Failure and counterexamples
Do not attribute an effect to the intervention when co-interventions or implementation changes are untracked.
Provenance map
resolved: analyze-intervention
Signals
- GitHub stars
- 501
- Forks
- 41
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Key
analyze-intervention- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine