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scientific-thinking

Moved — use the scientific-method plugin instead.

62

2.91x

Quality

42%

Does it follow best practices?

Impact

99%

2.91x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./.claude/skills/scientific-thinking/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

100%

64%

AI Capabilities Reference Card

Correct plugin invocation and deprecation awareness

Criteria
Without context
With context

Plugin name present

0%

100%

Correct invocation format

0%

100%

Colon separator used

0%

100%

No bare standalone invocation

100%

100%

Moved/migrated noted

0%

100%

Not user-invocable status

100%

100%

Plugin prefix consistency

0%

100%

Output file exists

100%

100%

Card is actionable

30%

100%

Old invocation corrected

80%

100%

Without context: $0.4577 · 1m 30s · 20 turns · 135 in / 4,632 out tokens

With context: $0.1708 · 39s · 12 turns · 263 in / 1,928 out tokens

100%

52%

Scientific Reasoning Workflow Runbook

Plugin namespace and invocation syntax

Criteria
Without context
With context

Correct invocation string

0%

100%

Plugin namespace present

0%

100%

Skill name present

0%

100%

No bare skill invocation

100%

100%

Plugin architecture mentioned

80%

100%

Step-by-step invocation instruction

100%

100%

Colon separator correct

0%

100%

No confusion of plugin and skill

50%

100%

Output file exists

100%

100%

Troubleshooting section

100%

100%

Invocation not overly qualified

100%

100%

Without context: $0.3800 · 1m 42s · 14 turns · 1,809 in / 4,827 out tokens

With context: $0.2555 · 1m · 16 turns · 424 in / 2,839 out tokens

98%

78%

Skills Configuration Audit

Skill file path and migration reference

Criteria
Without context
With context

Migrated status identified

0%

100%

Correct plugin named

0%

100%

Correct file path

0%

100%

Correct invocation in report

0%

100%

user_invocable corrected

0%

80%

Old path flagged as stale

100%

100%

Actionable recommendation

0%

100%

config-snippet file exists

100%

100%

Correct invocation in config-snippet

0%

100%

audit-report file exists

100%

100%

No active status for old skill

100%

100%

Without context: $0.6085 · 2m 15s · 35 turns · 397 in / 7,407 out tokens

With context: $0.1802 · 43s · 13 turns · 15 in / 2,241 out tokens

Repository
Jamie-BitFlight/claude_skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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