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.
| Name | expect | llm-integration |
|---|---|---|
| Description | 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 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… |
| Category | Engineering | Engineering |
| Sub-category | testing | devops |
| Tags | ai:agent | ai:llm type:integration |
| Author | OrchestKit | OrchestKit |
| License | MIT | MIT |
| Install | /add-skill expect | /add-skill llm-integration |
/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
# 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"],…
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.
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