Our review
Interprets user intent from vague or simple requests and enriches it with traceable findings from project context.
Strengths
- Provides structured interpretation of intent.
- Synthesizes relevant context into actionable findings.
- Assesses complexity to flag deeper analysis needs.
Limitations
- Relies on available context which may be incomplete.
- May produce overly broad interpretations for extremely vague requests.
- Output quality depends on clarity of user's implicit assumptions.
When you need to refine a vague or incomplete request into a clear, context-rich description.
When the request is already precise and fully specified, or when no project context is available.
Security analysis
SafeThe skill only uses the Read tool and describes a process for interpreting user intent and synthesizing findings from available context. It does not involve any command execution, external network access, file modification, or data exfiltration.
No concerns found
Examples
I have a vague idea for a new dashboard feature. Can you help me interpret what I need and find relevant information in the codebase?We need to upgrade the database. I'm not sure what all is involved. Can you analyze the current context and give me an actionable plan?We received a short request: 'Improve error handling.' Can you expand on what that might entail and find relevant parts of the system?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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