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expect vs llm-integration

Two Engineering Claude Code skills, side by side. Pick the right skill for your workflow with a side-by-side look at metadata, sample code, and install commands.

Side-by-side

Nameexpectllm-integration
DescriptionDiff-aware AI browser testing — analyzes git changes, generates targeted test plans, and executes them via agent-browser (Rust daemon + CDP, ARIA-tree-first). Reads git diff to determine what changed, maps changes to…LLM integration patterns for function calling, streaming responses, local inference with Ollama, and fine-tuning customization. Use when implementing tool use, SSE streaming, local model deployment, LoRA/QLoRA…
CategoryEngineeringEngineering
Sub-categorytestingdevops
Tagsai:agentai:llm type:integration
AuthorOrchestKitOrchestKit
LicenseMITMIT
Install/add-skill expect/add-skill llm-integration

Tag overlap

Shared

Only in expect ai:agent

Only in llm-integration ai:llm, type:integration

Sample code from each SKILL.md

expect

/ork:expect                              # Auto-detect changes, test affected pages
/ork:expect -m "test the checkout flow"  # Specific instruction
/ork:expect --flow login                 # Replay a saved test flow
/ork:expect --target branch              # Test all changes on current branch vs main
/ork:expect -y                           # Skip plan review, run immediately

llm-integration

# Function calling: strict mode tool definition
tools = [{
    "type": "function",
    "function": {
        "name": "search_documents",
        "description": "Search knowledge base",
        "strict": True,
        "parameters": {
            "type": "object",
            "properties": {
                "query": {"type": "string", "description": "Search query"},
                "limit": {"type": "integer", "description": "Max results"}
            },
            "required": ["query", "limit"],…

When to choose each

expect — Diff-aware AI browser testing — analyzes git changes, generates targeted test plans, and executes them via agent-browser (Rust daemon + CDP, ARIA-tree-first). Reads git diff to determine what changed, maps changes to…

llm-integration — LLM integration patterns for function calling, streaming responses, local inference with Ollama, and fine-tuning customization. Use when implementing tool use, SSE streaming, local model deployment, LoRA/QLoRA…

Both are free to install. If you're unsure, install both — Claude Code skills are isolated by filename and only collide if their trigger phrases overlap (rare). The richest signal is the SKILL.md body itself — open both skill pages and read the first paragraph of each.

Open expect → Open llm-integration →

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