Knowledge and patterns for effective code review visualization
49
Quality
22%
Does it follow best practices?
Impact
97%
1.38xAverage score across 3 eval scenarios
Optimize this skill with Tessl
npx tessl skill review --optimize ./skills/miro-code-review/SKILL.mdRisk assessment classification and review depth
Auth file as High Risk
87%
100%
Middleware file as High Risk
16%
100%
SQL migration as High Risk
62%
100%
API controller as High Risk
66%
100%
Service file as Medium Risk
100%
100%
Model file as Medium Risk
100%
100%
package.json as Medium Risk
60%
100%
Test/type/doc files as Low Risk
100%
100%
Composite risk formula applied
75%
100%
Critical escalation for JWT
100%
100%
Mitigation: prior security review applied
100%
100%
Mitigation: feature flag applied
100%
100%
Security team review recommended
100%
100%
Senior engineer review recommended
100%
100%
Low-risk quick review recommended
100%
100%
Without context: $0.1349 · 2m 8s · 8 turns · 13 in / 2,566 out tokens
With context: $0.2933 · 2m 44s · 12 turns · 14 in / 4,707 out tokens
Security anti-patterns and code quality issue detection
SQL injection flagged
100%
100%
Hardcoded credential flagged
100%
100%
Sensitive data in logs flagged
100%
100%
Command injection flagged
100%
100%
Timing-safe comparison flagged
37%
100%
Swallowed exceptions flagged
100%
100%
Stack trace exposure flagged
100%
100%
N+1 / inefficient query flagged
100%
100%
Tight coupling / direct DB flagged
0%
0%
Boolean parameter anti-pattern flagged
28%
100%
Deep nesting flagged
100%
100%
Sensitive data returned in response
100%
100%
Without context: $0.3252 · 4m 12s · 12 turns · 18 in / 6,691 out tokens
With context: $0.3547 · 3m 17s · 12 turns · 1,483 in / 6,427 out tokens
Miro artifact type selection and board layout
Table artifact selected
62%
100%
Document artifact selected
0%
100%
ER Diagram selected for schema
0%
100%
Sequence Diagram for API
66%
100%
Class Diagram for refactoring
0%
100%
Summary Doc at x=-2000
0%
100%
Table at x=0
100%
100%
Diagram at x=2000 or x=4000
0%
100%
y=0 and y=1500 rows used
25%
100%
Correctness dimension covered
100%
100%
Security dimension covered
100%
100%
Maintainability/Performance covered
100%
100%
Async/context benefit noted
100%
100%
Without context: $0.2898 · 4m 17s · 15 turns · 22 in / 4,926 out tokens
With context: $0.2942 · 3m 10s · 14 turns · 16 in / 4,844 out tokens
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