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BF IMA Image Generator

Use when the user needs image generation or image transformation through the IMA Open API, including text-to-image, image-to-image, style transfer, or reference-image continuity, and the agent should use the setup, doctor, and live-catalog-aware runtime in this repo.

ClawHub Agent Skills author: allenfancy-gan v1.0.14 MIT-0 57 files body ≈ 681 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

As a process F 47/100 · Will not run — References files that are not bundled: references/gateway/*, references/shared/*

GeneratorAI and agentsInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
86/100
safety, quality, tests
Safety 60%
100
Quality 40%
64
Run on models
none yet
Process rating
F
47/100
Will not run
References files that are not bundled: references/gateway/*, references/shared/*
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
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: 57. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
  • warning missing-ref reference to a missing file: references/gateway/*
  • warning missing-ref reference to a missing file: references/shared/*
  • note frontmatter-key unknown frontmatter key "keywords"
  • note frontmatter-key unknown frontmatter key "requires"
  • note frontmatter-key unknown frontmatter key "persistence"
  • note frontmatter-key unknown frontmatter key "instructionScope"

Process rating: all ten parameters 47/100

Will not run. References files that are not bundled: references/gateway/*, references/shared/*
  • 0Tools and files. 2 referenced file(s) missing: references/gateway/*, references/shared/*
  • 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
  • 40Consistency. Frontmatter name (IMA Image Generator) differs from the folder (ima-image-ai)
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 37 steps
  • 100Failures and branches. 1 branches, has a failure section
  • 100Execution cost. Instruction body is 681 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)
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • -31 of 4 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 267: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 37 items
  • +4Reference files are cited in the instructions (1 of 1)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 64.

External checks

ClawHub: clean
This image generation skill uses an IMA API key and can upload local images to IMA services, but those behaviors are disclosed and fit the skill’s purpose.
LLM: benign (high) · VirusTotal: benign · 28 May 2026