BD heyvideogen
Heygen HyperFrames + MiniMax Hailuo AI 视频自动化生产流水线。 用户说"做视频"、"生成视频"、"短视频制作"、"视频混剪"、"用 HyperFrames 做"时触发。 底层用 HyperFrames(HTML+GSAP) 做动画合成 + 渲染引擎，用 MiniMax Hailuo 生成 AI 视频片段， 用 FFmpeg 做最终混音混画，输出视频号/B站/抖音可发布的 MP4。 三种内容模式自动切换（Mode A 纯干货 / Mode B 剧情+科普 / Mode C 漫剧型）。 当用户已有 HyperFrames 项目需要生成 AI 片段，或需要比 Remotion 更简单的 HTML 工作流时也用此技能。
As a process D 46/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 11. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when")
Process rating: all ten parameters 46/100
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Failures and branches. Linear process with no failure handling
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Steps. 19 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 2520 tokens
- 100Running it twice. No mutating operations
- low 16 top-level sections: this looks like several domains in one skill
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -31 of 1 scripts are never mentioned in SKILL.md
- +1No license
- +2Single-language instructions
- +3Description length 328: enough signal without eating the budget
- +4Structure: 37 headings
- +3Step-by-step instructions: 19 items
- +4Has examples (22 code blocks)
- +4Reference files are cited in the instructions (5 of 5)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 73.