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Synthesizes the current conversation into a structured feature spec and publishes it to the project's issue tracker with a triage label.

Quality · GLM-5.3-flash−0.1ptsdirectional · all models →
86
Trustsecurity · quality · license · upkeep
Scan Saferisk 0/100
LicenseMITserved via MCP
Claude Haiku 5.5 · GPT-6 Luna — not run yet
Quality improvement−0.1pts95% CI [−2.0, +2.1] · CI includes zero
screen tier · directionalneutral sandbox
−20 pts+20 pts

Baseline already passes 100% 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+$0.0003 per task · +708 input tokensagent cost with the skill minus without, per task, this model — excludes SkillzBench's own judging.

baseline
100%
with skill
100%
Pass-rate Lift
0pp [0, 0]
Content Lift
forced arm runs from tier 2
Trigger rate
63%
Trials
16 · 8 tasks
Model
GLM-5.3-flash
Measured
2026-10-17

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/to-spec.svg)](https://skillzbench.com/skills/to-spec)
+ cost/task[![SkillzBench](https://skillzbench.com/api/badge/to-spec.svg?cost=1)](https://skillzbench.com/skills/to-spec)
HTML<a href="https://skillzbench.com/skills/to-spec"><img src="https://skillzbench.com/api/badge/to-spec.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-2nrbgn5b
The webhook retry policy is being rewritten for the 4.5 release and I need the discussion written up as a spec for the approval meeting. The conversation is /work/inputs/thread.md; /work/inputs/con…

Output without the skill
Output with skill
without skillwith skill
without skill · score 93/100 · pass with skill · score 99/100 · pass · skill 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.