SKILLEMALL.ai

BC AI Content Brief, Script & Outline Generator — Research Assistant for Video & Image

AI content brief, script, and outline generator for video, image, and audio production. Works as an AI research assistant that provides expert guidance on workflow design, model selection, parameter optimization, and visual consistency. Generate briefs, scripts, and production outlines before using ima-image-ai, ima-video-ai, ima-voice-ai, or ima-all-ai. Essential reading for planning workflows, choosing models, optimizing prompts and parameters, maintaining character/style consistency, multi-shot production, and avoiding common mistakes. Transforms beginner attempts into professional-grade results. This is a knowledge skill — it provides strategic guidance, not API calls. Covers: content brief generation, script writing, outline creation, AI research assistance, and production best practices for all media types.

ClawHub Agent Skills author: Dai Shuo v1.0.7 MIT-0 39 files body ≈ 2 860 tokens Open the sourceclawhub.ai analyzed 4 d ago

As a process C 54/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions

GeneratorMedia and videotype and topics are labelled automatically from the skill text
JSON
Technical rating
B
85/100
safety, quality, tests
Safety 60%
100
Quality 40%
62
Run on models
none yet
Process rating
C
54/100
Has gaps
Result and completion w 14
0
Inputs and preconditions w 11
0
Progress reporting w 2
0
the three weakest of ten parameters · all ten

How to improve

    For the model run — optional
    • 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: 39. Evidence is masked. Grey chips explain why severity was lowered.

    Against the Agent Skills spec

    • error name-long name is longer than 64 chars
    • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
    • note frontmatter-key unknown frontmatter key "keywords"

    Process rating: all ten parameters 54/100

    • 0Result and completion. Does not say what the result is
    • 0Inputs and preconditions. Does not say what the process needs to start
    • 0Progress reporting. Says nothing while it works
    • 20When it triggers. No condition that starts the skill
    • 40Consistency. Frontmatter name (AI Content Brief, Script & Outline Generator — Research Assistant for Video & Image) differs from the folder (ima-knowledge-ai)
    • 50Failures and branches. 0 branches, has a failure section
    • 100Tools and files. No external tools needed
    • 100Steps. 79 steps
    • 100Execution cost. Instruction body is 2860 tokens
    • 100Running it twice. No mutating operations

    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)
    • +3Description length 824: 120–800 characters recommended
    • +3Output format is not stated: the model decides each time
    • -227 emoji in the instructions: noise for the model
    • +1No license
    • +2Single-language instructions
    • +4Structure: 19 headings
    • +3Step-by-step instructions: 79 items
    • +4Has examples (2 code blocks)
    • +4Reference files are cited in the instructions (8 of 8)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 62.

    External checks

    ClawHub: suspicious
    The skill is mostly a disclosed knowledge guide, but one model-selection section advises routing sensitive real-person or sexualized image tasks to more permissive providers.
    LLM: suspicious (medium) · VirusTotal: · 29 May 2026