ahmed3elshaer/continuous-learning-v2
skills/continuous-learning-v2/SKILL.md
Instinct-based learning system with confidence scoring for mobile patterns. Automatically extracts and evolves patterns.
$ install --global
skillsauthnpx skillsauth add ahmed3elshaer/everything-claude-code-mobile continuous-learning-v2Install this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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TrivyContainer and dependency vulnerability scanner
95%
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SemgrepStatic code analysis for vulnerabilities
95%
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mcp-scan (Snyk)Model Context Protocol security validation
95%
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Snyk (dep)Open source security scanning
50%
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Socket.devSupply chain security analysis
50%
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OWASP Dep-Check
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Last scanned: Mar 30, 2026, 3:33 AM36.8s1 file scanned
SKILL.md
- name:
- continuous-learning-v2
- description:
- Instinct-based learning system with confidence scoring for mobile patterns. Automatically extracts and evolves patterns.
Continuous Learning v2
Instinct-based learning with confidence scoring.
Instinct Structure
{
"id": "compose-state-hoisting",
"type": "pattern",
"description": "Always hoist state to caller in Composables",
"confidence": 0.85,
"examples": [...],
"context": "jetpack-compose",
"lastUsed": "2026-02-02"
}
Confidence Scoring
| Score | Meaning | |-------|---------| | 0.0-0.3 | Experimental | | 0.3-0.6 | Validated | | 0.6-0.8 | Established | | 0.8-1.0 | Best practice |
Confidence increases with:
- Successful application
- User acceptance
- Consistency across sessions
Commands
/instinct-status # View with confidence
/instinct-import <file> # Import from others
/instinct-export # Export for sharing
/evolve # Cluster related instincts
Mobile-Specific Instincts
Pre-configured patterns for:
- Compose recomposition optimization
- MVI state management
- Koin module organization
- Ktor error handling
- Espresso test patterns
Remember: Instincts evolve. Low confidence patterns may become best practices.
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