{"slug":"skydoves-iterating-with-ai-and-mcp","source_name":"skydoves/iterating-with-ai-and-mcp","name":"Skydoves/Iterating With AI And Mcp","description":"Use this skill to drive Compose HotSwan from an AI agent (Claude Code, Cursor, any MCP client) so the agent can edit a Kotlin file, trigger a hot reload, capture a device screenshot, evaluate the result against a design intent, and iterate without a human in the loop. Covers the seven HotSwan MCP tools (hotswan_get_status, hotswan_reload, hotswan_take_screenshot, hotswan_start_snapshot, hotswan_stop_snapshot, hotswan_select_variant, hotswan_build_and_install), the canonical edit-reload-screensho","version":1,"lift":{"pass_rate_delta_pts":68.18,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":81,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-19T05:45:54.637443+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":68.18,"with_pass_pct":90.9,"without_pass_pct":22.7,"tokens_delta_pct":81,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-19T05:45:54.637443+00:00","run_id":"ad639840-76c7-48c4-a8f1-f24c0fde5074","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0. See LICENSE for complete terms.","install_count":0,"manifest_hash":"127db8630dfba01b2cd3ee6aee4d2ca070050cf7283e54748ec6be2c0207b2b8","raw_url":"https://app.decimal.ai/s/skydoves-iterating-with-ai-and-mcp/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/skydoves-iterating-with-ai-and-mcp"}