ce-explain-interact
Post-process CE explanations by narrating, plotting, inspecting rules, filtering features, and managing conjunctions.
npx skills add majiayu000/claude-skill-registry --skill ce-explain-interact --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# CE Explain Interact This skill covers the generic post-generation API that is shared by every CE explanation type. It applies to both individual `CalibratedExplanation` instances and `CalibratedExplanations` collections. ## Conjunctions Add compound multi-feature rules on top of the existing atomic rules: ```python # On a single instance (mutates in place, returns self for chaining) explanations[0].add_conjunctions(max_rule_size=2) # default explanations[0].add_conjunctions(max_rule_size=3) # triples explanations[0].add_conjunctions(max_rule_size=2, n_top_features=5) # limit outer # On the whole collection (applies to each instance) explanations.add_conjunctions(max_rule_size=2, n_top_features=5) ``` ### Parameters | Parameter | Default | Meaning | |---|---|---| | `max_rule_size` | `2` | **Primary control.** Maximum number of features in a conjunctive rule. Must be ≥ 2. Values ≥ 4 require batched mode (internal). | | `n_top_features` | `5` | Optional: limit the outer feature loop to the N most impactful features. Higher values explore more combinations but take longer. | **`max_rule_size` is the key knob.** `n_top_features` is a speed/pruning control. ### After adding conjunction
- Conjunctions
- Parameters
- After adding conjunctions
- Narrative
- Plotting
- Common kwargs (all explanation types)
- Filtering Rules by Size
- Filtering Rules by Feature
- Notes for conjunctive rules
- Inspecting Explanation Contents
- Chaining
- Out of Scope
- Evaluation Checklist
What does the ce-explain-interact skill do?
Post-process CE explanations by narrating, plotting, inspecting rules, filtering features, and managing conjunctions.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill ce-explain-interact --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.