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Reviews a completed coding session to identify improvements to the repo's navigation, automated checks, coding standards, and agent tooling.

Quality · GLM-5.3-flash+5.0ptsdirectional · all models →
87
Trustsecurity · quality · license · upkeep
Scan Saferisk 0/100
LicenseMITserved via MCP
Claude Haiku 5.5 · GPT-6 Luna — not run yet
Quality improvement+5.0pts95% CI [−4.3, +15.3] · CI includes zero
screen tier · directionalneutral sandbox
−20 pts+20 pts

Baseline already passes 88% of tasks (saturated), so pass rate can't show a difference. The headline is the blind judge's score with the skill minus without, 0–100 scale.

cost of the lift−$0.2000 per task · −517,412 input tokensagent cost with the skill minus without, per task, this model — excludes SkillzBench's own judging.

baseline
88%
with skill
100%
Pass-rate Lift
+13pp [0, +38]
Content Lift
forced arm runs from tier 2
Trigger rate
13%
Trials
16 · 8 tasks
Model
GLM-5.3-flash
Measured
2026-10-20

Content Lift = the skill's instructions injected into the system prompt, so it measures what the content does once loaded, apart from whether the agent chooses to load it. Method →

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SkillzBench badge preview

The badge shows the real benchmark number and updates itself when we re-bench — including the honest states (“did not trigger”, “not benched yet”). All badge options →

Markdown[![SkillzBench](https://skillzbench.com/api/badge/retro.svg)](https://skillzbench.com/skills/retro)
+ cost/task[![SkillzBench](https://skillzbench.com/api/badge/retro.svg?cost=1)](https://skillzbench.com/skills/retro)
HTML<a href="https://skillzbench.com/skills/retro"><img src="https://skillzbench.com/api/badge/retro.svg" alt="SkillzBench benchmark" height="20"></a>

Real outputs, side by side

Same public task, same model, same container. Left: without the skill. Right: with it. Drag the handle. These are the grader's own renders that the blind judge scored; the Scrolled views are captured by a scripted scroll pass, so scroll-driven work (reveals, pins, parallax, progress) is visible mid-flight. Held-out task outputs are never shown.

public task · coding-testing-9s1sqvlz
A teammate says /work/inputs/rollup.js is ready and left /work/inputs/claims.md with four claims they say they checked. Build /work/outputs/index.html: a single self-contained status board (no exte…

Output without the skill
Output with skill
without skillwith skill
without skill · score 79/100 · pass with skill · score 78/100 · pass · skill not loadedGLM-5.3-flash · median trial per arm · blind-judged
Limitations
  • Results are for the SkillzBench reference agent on GLM-5.3-flash. Switch models above — a skill can help one model and not another.
  • Screen tier (1 trial per arm) is directional. Verified needs a full-tier run (≥ 8 tasks, ≥ 3 trials per arm) with the CI excluding zero.
  • Task coverage: 8 generated tasks for this skill's category; a skill can shine elsewhere.