Dev orchestrates 6 AI skills for a test-fix pipeline, spending just $3/week on DeepSeek

Own-Awareness8037 · reddit · 2026-10-05

A Reddit user shares a hands-on workflow built with Claude Code's Skills mechanism: five skills for testing, bug fixing, data sanitization, deduplication, and test generation, plus an orchestrator skill, each with its own references file and scripts to keep runs deterministic and token-efficient.

He built them with DeepSeek 4 Pro and ran them on 4.1 Flash, consuming 250k tokens for about $3 a week with decent results. But when he orchestrated the identical setup via Antigravity-CLI (Gemini-based), Gemini 3.1 Pro produced poor results under the same prompts and token budget. He's asking for advice on how skills actually work, managing them in a Java Maven project, and whether paying for Claude is worth it.

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