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reducing-entropy

Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not effort. Bias toward deletion.

85

1.16x
Quality

80%

Does it follow best practices?

Impact

92%

1.16x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/reducing-entropy/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

100%

39%

CSV Config Processor

Mindset loading workflow

Criteria
Without context
With context

Mindset named

0%

100%

Core principle stated

33%

100%

Mindset before work

37%

100%

Smallest codebase framing

70%

100%

What NOT to build

100%

100%

End state focus

75%

100%

No red-flag language

70%

100%

Deletion considered

87%

100%

Implementation net reduction

100%

100%

Before/after awareness

50%

100%

77%

-1%

Configuration Module Cleanup

Line count measurement and deletion bias

Criteria
Without context
With context

Line count before

50%

50%

Line count after

50%

50%

Net reduction achieved

100%

100%

Getter methods removed

100%

100%

At least one class eliminated

0%

0%

Obsolescence documented

80%

100%

No red-flag justifications

100%

100%

Redundant helpers removed

80%

50%

Changes.md deletion focus

100%

100%

Functional equivalence

100%

100%

99%

1%

Extend a Philosophical Reference Library

Mindset file structure and quality

Criteria
Without context
With context

YAML frontmatter present

100%

100%

Description is one sentence

66%

83%

Core Insight section

100%

100%

Why This Matters section

100%

100%

Practical Application section

100%

100%

External References section

100%

100%

File under 50 lines

100%

100%

Named by concept

100%

100%

No tech-specific content

100%

100%

No process/workflow rules

100%

100%

Counters over-engineering

100%

100%

Repository
softaworks/agent-toolkit
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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