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Code Review Assistant

Conditional

agt-007

Reviews pull requests for style, common bugs, and missing tests, leaving suggested comments.

Owner
Tom Becker
Developer Experience
Model
GPT-5.5
Data Access
Internal
Autonomy
Suggest
Value Tier
Medium
Hours Saved / mo
110
Connected Tools
GitHub

Launch Readiness

78/ 100
Conditional

Rubric breakdown

Seven criteria, each scored 0–4 and weighted. Data Safety and Tool Permission Risk carry hard safety gates.

  • Business Value3/4weight ×1.0
  • Use Case Clarity4/4weight ×1.0
  • Data Safety3/4weight ×2.0
  • Tool Permission Risk3/4weight ×2.0
  • Evaluation Quality3/4weight ×1.5
  • Human Review Coverage3/4weight ×1.5
  • Auditability3/4weight ×1.0

Why this verdict

  • Aggregate score of 78/100 lands in the Conditional band — solid, but short of the Launch threshold (80).

Evaluation

87%
Accuracy
higher is better
7%
Hallucination
lower is better
9%
Escalation
routed to a human
83%
Satisfaction
higher is better
3.0s
Latency
per task
$0.07
Cost / task
estimated

Failure modes

  • Can produce noisy or low-value comments on very large diffs.
  • Occasionally misses security-relevant issues in unfamiliar frameworks.

Audit log

Timestamp (UTC)ActorEvent
Jan 22, 2026, 1:00 PMTom BeckerAgent registered with comment-only GitHub permissions.
Feb 18, 2026, 11:40 AMEval PipelineEvaluation run completed: 87% useful-comment rate on sampled PRs.
Mar 27, 2026, 9:25 AMDeveloper ExperienceComment volume tuned down after noisy-feedback signal.