instinct-system
OfficialLearn project conventions with confidence scoring
Software Engineering#code-analysis#pattern-detection#instincts#confidence-scoring#project-conventions#memory-promotion
Authorcodewithmukesh
Version1.0.0
Installs0
System Documentation
What problem does it solve?
The instinct system captures, tracks, and validates recurring project-specific patterns so the assistant stops guessing and starts following real conventions. It prevents one-off observations from becoming incorrect rules and reduces manual configuration by learning conventions through active confirmation.
Core Features & Use Cases
- Confidence-scored hypotheses: Create instincts at low confidence and raise or lower them through observed confirmations and contradictions.
- Observe-hypothesize-confirm lifecycle: Actively seek evidence across related files, adjust scores, flag stale items, and remove dead instincts.
- Promotion to permanent memory: Promote well-supported instincts to MEMORY.md and export/import with decay for cautious sharing between projects.
- Use case: During feature scaffolding, detect that handlers return Result<T> across the codebase, confirm across handlers, then apply the convention automatically once confidence reaches the follow threshold.
Quick Start
Load the instinct system and scan a few related files to form or update instincts and adjust their confidence levels.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: instinct-system Download link: https://github.com/codewithmukesh/dotnet-claude-kit/archive/main.zip#instinct-system Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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