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miro-code-review

Knowledge and patterns for effective code review visualization

37

1.38x
Quality

3%

Does it follow best practices?

Impact

97%

1.38x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/miro-code-review/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

100%

15%

Pull Request Risk Assessment

Risk assessment classification and review depth

Criteria
Without context
With context

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%

93%

10%

Backend Code Review

Security anti-patterns and code quality issue detection

Criteria
Without context
With context

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%

100%

56%

Visual Code Review Board Design

Miro artifact type selection and board layout

Criteria
Without context
With context

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%

Repository
miroapp/miro-ai
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

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