Component Advisor

Overview

Passive skill that detects opportunities for new EPCI component creation
based on usage pattern analysis.

Reference Documents:

• Detection Patterns — Scoring criteria and thresholds
• Suggestion Examples — Real-world suggestion templates

Automatic Detection

New Skill Indicators

Signal	Score	Example
Pattern repeated 3+ times	+3	Same validation in multiple commands
Technical domain not covered	+2	New unsupported stack
Documentation frequently consulted	+2	Repeated searches on same topic
Copy-paste of guidelines	+1	Same conventions applied

Suggestion threshold: Score ≥ 4

New Command Indicators

Signal	Score	Example
Repeated action sequence	+3	Same recurring manual workflow
Frequent skill combination	+2	Always the same skills together
Documented but not automated process	+2	Guide followed manually
Explicit user request	+3	"I'd like a command for..."

Suggestion threshold: Score ≥ 4

New Subagent Indicators

Signal	Score	Example
Repeated specialized validation	+3	Specific security check
Recurring manual review	+2	Same checklist applied
Narrow domain expertise	+2	Specialized knowledge required
Standardized report format	+1	Same report structure

Suggestion threshold: Score ≥ 4

Suggestion Format

When a threshold is reached:

💡 **COMPONENT OPPORTUNITY DETECTED**

### Suggested Type: [Skill | Command | Subagent]

**Identified pattern:**
[Description of detected pattern]

**Occurrences:**
- [Occurrence 1]
- [Occurrence 2]
- [Occurrence 3]

**Estimated benefits:**
- [Benefit 1]
- [Benefit 2]

**Proposal:**

/epci:create [type] [suggested-name]

**Confidence score:** [X/10]

---
*Automatic suggestion - Ignore if not relevant*

Monitored Patterns

For Skills

Pattern	Potential Domain
Repeated searches on a tech	New stack skill
Manually applied conventions	Conventions skill
Often cited best practices	Patterns skill
Frequently used external tools	Integration skill

For Commands

Pattern	Potential Command
Repeated tool sequence	Composite command
Manual multi-step workflow	Automation command
Process with breakpoints	Structured command
Action + validation + report	Workflow command

For Subagents

Pattern	Potential Subagent
Recurring validation	Validator agent
Specialized analysis	Analyzer agent
Review with checklist	Reviewer agent
Formatted generation	Generator agent

Configuration

Enable/Disable

The component-advisor is passive by default.
It observes and suggests without interrupting workflow.

Customizable Thresholds

component_advisor:
  skill_threshold: 4
  command_threshold: 4
  subagent_threshold: 4
  suggestion_frequency: "on_pattern_detected"  # or "end_of_session"

Detection Examples

Example 1: New Skill Detected

💡 COMPONENT OPPORTUNITY: Skill

Pattern: Kubernetes documentation consulted 5 times
         Same deployment structure applied 3 times

Suggestion: /epci:create skill kubernetes-patterns

Benefits:
- Auto-detection of K8s projects
- Standardized patterns
- Reduced search time

Example 2: New Command Detected

💡 COMPONENT OPPORTUNITY: Command

Pattern: Repeated sequence
         1. Lint → 2. Test → 3. Build → 4. Deploy

Suggestion: /epci:create command ci-pipeline

Benefits:
- Process automation
- Consistency across projects
- Time savings

Example 3: New Subagent Detected

💡 COMPONENT OPPORTUNITY: Subagent

Pattern: Accessibility checklist applied 4 times
         Same report format generated

Suggestion: /epci:create agent a11y-auditor

Benefits:
- Automatic audit
- Standardized report
- No missed criteria

Metrics

Metric	Description
Patterns detected	Number of patterns identified
Suggestions issued	Number of suggestions proposed
Suggestions accepted	Components actually created
Adoption rate	% suggestions → components

Limitations

• Detection based on current session
• No memory between sessions (unless context provided)
• Suggestions are indicative, not prescriptive
• Requires repeated patterns to detect