Jeremylongshore Claude Code Plugins Plus Skills Hyperflow Amplify

hyperflow-amplify — prompt amplifier (Antigravity single-agent)

Turn a rough prompt into the single strongest version, then hand it off. Amplify never writes code — it produces a prompt other workflows (or you) execute. Follow the hyperflow doctrine.

Steps

1. Read intent. Detect the prompt's domain(s) (frontend/ui, api/db backend, mobile, security, performance, refactor/bugfix/test, devops, docs). Read project rules when present: AGENTS.md, ~/.gemini/AGENTS.md, .hyperflow/memory/*. Note the gaps a senior engineer would have to guess.
2. Amplify. Rewrite into the single strongest version using this skeleton (adapt section presence — economy is a constraint, never inflate a one-liner into a spec):
   • role / expertise framing (one line)
   • precise task (unambiguous goal)
   • Context (relevant background, current state, inputs)
   • Constraints (domain doctrine standards + project rules — project rules win on conflict)
   • Output (deliverable format + acceptance criteria)
   • Out of scope (explicit anti-goals)
3. Score the draft against the 8-dimension rubric (1-5 each): intent clarity · context sufficiency · scope boundaries · structure · domain doctrine injected · output spec · guardrails · economy. If any dimension < 4, revise once.
4. Present the amplified prompt in one copy-ready fenced block + a 2-4 line rationale (what changed, which standards/project rules were injected, any flagged ambiguity).
5. Handoff gate (AskUserQuestion, 4 options → mark one Recommended): Send to hyperflow-spec (Recommended) · Send to hyperflow-scope · Send to hyperflow-dispatch · Copy only. On a "Send to…" choice, invoke that workflow with the amplified prompt.

Rules

• Never write code. Project rules override generic persona standards. No AI attribution in the amplified prompt or rationale.