Our review
Transforms vague user requests into structured, traceable descriptions of intent and findings.
Strengths
- Clarifies ambiguous requests by extracting action, subject, and implicit assumptions.
- Produces traceable findings with verifiable sources.
- Assesses complexity to flag cases needing deeper analysis.
Limitations
- Heavily dependent on the quality of available context.
- May require iterations if the intent is too vague.
- Does not replace human validation for critical decisions.
Use when the user request is ambiguous, incomplete, or needs refinement before proceeding.
Avoid for already clear and specific tasks where additional interpretation is unnecessary.
Security analysis
SafeThe skill only uses the Read tool, performing no destructive or exfiltrating actions. It interprets user intent and synthesizes context without executing code or accessing sensitive data.
No concerns found
Examples
I want to make the login system more secure. What should I focus on?There's a bug in the payment module that sometimes causes double charges. Can you help me understand the issue?name: self-improve description: Transforms simple user requests into enriched descriptions with traceable findings. Use when interpreting vague user intent, preparing context for agent generation, or synthesizing actionable insights from available project context. allowed-tools: Read
Self-Improve
Transform user intent into actionable understanding.
Core Function
User Intent + Available Context → Enriched Description
Behavior
- Specific intent → focused interpretation, targeted findings
- Vague intent → broader scan, note what clarification needed
Process
1. Interpret Intent
Extract from user request:
- Action: What to do
- Subject: What to affect
- Implicit: What's assumed but not said
2. Synthesize Findings
Connect intent with relevant context. Each finding:
[Discovery] → [source]
Requirements: traceable, relevant, actionable.
3. Assess Complexity
| Factor | Question | |--------|----------| | Scope | How much affected? | | Conflicts | Findings contradict? | | Trade-offs | Significant choices? |
Any factor high → flag for deeper analysis.
Output
## Intent
[Interpreted user intent]
## Findings
1. [Discovery] → [source]
2. [Discovery] → [source]
3. [Discovery] → [source]
## Complexity
[Simple | Needs analysis: scope/conflicts/trade-offs]
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