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AC medical-billing-uae

Medical billing, insurance claims, and revenue cycle management for UAE clinics. Trigger on: "medical billing UAE", "insurance claim", "DAMAN", "ADNIC", "Thiqa", "Saada", "basic health plan", "enhanced plan", "pre-authorization", "prior auth UAE", "claim rejection", "claim resubmission", "ICD-10 UAE", "CPT codes", "DRG UAE", "co-payment", "co-pay clinic", "self-pay patient", "cash patient", "clinic revenue", "revenue cycle", "billing audit", "insurance panel", "provider enrollment", "credentialing UAE insurance", "HAAD tariff", "DOH fee schedule".

ClawHub Agent Skills author: dralmazrouei v1.0.0 MIT-0 2 files body ≈ 1 482 tokens Open the sourceclawhub.ai↗ analyzed 4 d ago

As a process C 60/100 · Has gaps — weak spots: inputs and preconditions, failures and branches, consistency

AnalyzerInfrastructureSoftware developmenttype 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
A
97/100
safety, quality, tests
Safety 60%
100
Quality 40%
92
Run on models
none yet
Process rating
C
60/100
Has gaps
Inputs and preconditions w 11
0
Failures and branches w 10
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: 2. Evidence is masked. Grey chips explain why severity was lowered.

    Against the Agent Skills spec

    ✓ No remarks against the Agent Skills spec

    Process rating: all ten parameters 60/100

    • 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
    • 30Running it twice. 2 mutating operations with no state check
    • 40Consistency. Frontmatter name (medical-billing-uae) differs from the folder (uae-medical-billing-uae)
    • 60Result and completion. Output format stated, no completion criterion
    • 70When it triggers. States when to use, but not when not to
    • 100Tools and files. No external tools needed
    • 100Steps. 20 steps
    • 100Execution cost. Instruction body is 1482 tokens

    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

    • +4Description does not say when NOT to use the skill (false activations)
    • +1No license
    • +2Single-language instructions
    • +5Description quotes 23 example trigger phrases
    • +3Description length 553: enough signal without eating the budget
    • +4Structure: 21 headings
    • +3Step-by-step instructions: 20 items
    • +3Output format is stated explicitly
    • +4Has examples (5 code blocks)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 92.

    External checks

    ClawHub: clean
    This is a UAE medical billing reference guide with no executable code, though it covers sensitive patient, insurance, and payment workflows.
    LLM: benign (high) · VirusTotal: · 29 May 2026