amplify

Use when a prompt is rough, vague, or under-specified and you want it rewritten to high quality before running it. Domain-aware: detects the prompt's domain, stitches the matching specialist standards, reads project rules, and scores the result against an 8-dimension rubric. Standalone — ends with a handoff gate to push the amplified prompt into the chain. Trigger with /hyperflow:amplify, "enhance this prompt", "make this prompt better", "improve my prompt", "rewrite this prompt".

6 Tools
hyperflow Plugin
ai agency Category

Allowed Tools

ReadGlobGrepAgentAskUserQuestionSkill

Provided by Plugin

hyperflow

Fifteen specialized slash commands turn one Claude session into a structured multi-agent engineering pipeline. Thinking models orchestrate, triage, and review; worker models execute in parallel — every step is a Worker → Reviewer pair, and every non-trivial phase fans into sub-phases with their own reviewers. Auto-routing is on by default — say 'audit the diff', 'debug this test', 'large migration', or 'run a workflow' and the orchestrator routes to the right skill without the /hyperflow:* prefix. /hyperflow:workflow uses Claude Code dynamic workflows for big tasks and a portable Codex/OpenCode adapter where native workflows are unavailable; /hyperflow:spec asks the questions a senior engineer would; /hyperflow:scope decomposes into a batched task graph; /hyperflow:dispatch fans out persona-stitched workers under tiered review; /hyperflow:amplify rewrites a rough prompt into a high-quality one before you run it. 15 composable personas, 6 adaptive flow profiles, and persistent project memory compound across sessions. Works across Codex App/CLI, Claude Code, OpenCode, and Antigravity.

ai agency v4.26.1
View Plugin

Installation

This skill is included in the hyperflow plugin:

/plugin install hyperflow@claude-code-plugins-plus

Click to copy

Instructions

Amplify

Turn a rough prompt into a high-signal one. Detect the domain, inject the standards that domain demands, score it against a rubric — then offer to run it.

Dispatcher and reviewer — Opus 4.8 (thinking-tier). Searcher/Writer — Sonnet 4.6 (worker-tier).

Amplify does one thing well: it rewrites the prompt you give it into the single strongest version, then hands it off. It does not write code itself — it produces a prompt other skills (or you) execute.

Per-Step Agent Map (DOCTRINE rule 12)

Every substantive step dispatches at least one Agent. Atomic steps (DOCTRINE 12.2.8) are a single Worker → Reviewer pair with no independent angles to fan out.

Step Status Worker tier Thinking tier Notes
1 — Read intent Atomic (12.2.8) Searcher (Sonnet) — domain signals + project rules Analyst (Opus) — triage + gap analysis + persona selection Single Worker → Reviewer; reads CLAUDE.md, AGENTS.md, .hyperflow/memory/*
2 — Amplify Atomic (12.2.8) Writer (Sonnet) — draft the enhanced prompt Reviewer (Opus) — rubric score, one targeted revision Writer drafts → Opus scores against the 8-dim rubric → revise once if any dim < 4
3 — Present + handoff §12.1 inline Print the amplified prompt + rationale; fire the handoff gate (AskUserQuestion)

Inputs

  • $ARGUMENTS — the raw prompt to amplify. If empty, amplify the user's previous message in the conversation.
  • No flags. Amplify always produces the single best version (per the design decision); the rubric, not a flag, governs depth.

Flow

Step 1 — Read intent (atomic · 12.2.8)

Atomic — a single Searcher → Analyst pair. No parallel angles: understanding one prompt is one scope.

  1. Dispatch Searcher — detecting prompt domain + gathering project rules (Sonnet). It returns:
  • Domain signals — does the prompt concern frontend/ui/creative, api/db backend, mobile, security, performance, refactor/bugfix/test, devops, docs? (A prompt can span several.)
  • Project rules — read, when present: CLAUDE.md, AGENTS.md, .hyperflow/memory/conventions.md, .hyperflow/memory/project-decisions.md, .hyperflow/memory/anti-patterns.md. Extract any rule that should constrain the prompt.
  • The raw prompt's gaps — what a senior engineer would have to guess to act on it.
  1. Dispatch Analyst — triaging intent + selecting personas (Opus). It returns { domain[], intent, ambiguities[], personas[], project_rules[] } — the matching hyperflow persona(s) from ../hyperflow/personas-A.md / personas-B.md, plus the project rules to layer on top.

If the prompt is too ambiguous to amplify without a decision the rewrite can't make (ambiguity high on a dimension that changes the deliverable), the Analyst flags it — Step 3's handoff gate surfaces it as a clarifying note rather than guessing.

Step 2 — Amplify (atomic · 12.2.8)

Atomic — a single Writer → Reviewer pair with a one-shot revision loop.

  1. Dispatch Writer — drafting the amplified prompt (Sonnet) with the Step 1 output. The Writer rewrites the raw prompt into the single strongest version following the skeleton in references/prompt-rubric.md: role framing · precise task · context · constraints (persona doctrine + project rules) · output spec · out-of-scope. Economy is a constraint — enhance to the level the task warrants, never inflate a one-line ask into a spec.
  1. Dispatch Reviewer — scoring against the prompt-quality rubric (Opus) with the draft. It scores all 8 dimensions (see references/prompt-rubric.md) 1–5. Verdict:
  • All dimensions ≥ 4PASS. Ship the draft.
  • Any dimension < 4NEEDSREVISION with the specific dimensions + what's missing. The Writer revises once with the findings injected, then the result ships regardless (no infinite loop — DOCTRINE rule 14 NEEDSREVISION cadence: surface after the second pass).

The Reviewer also produces the rationale — a 2–4 line "what changed and why," naming the domain doctrine and project rules it injected.

Step 3 — Present + handoff (inline · §12.1)

Trivial-inline — no Agent dispatch. The orchestrator prints, then gates.

  1. Print the amplified prompt in a single copy-ready fenced block.
  2. Print the rationale beneath it — what changed, which persona standards + project rules were injected, and any ambiguity the Analyst flagged.
  3. Fire the handoff gateAskUserQuestion:

> Run this amplified prompt now?

> - Send to spec (recommended) — start the chain design-first; spec brainstorms + designs with the amplified prompt, then auto-chains to scope → dispatch

> - Send to scope — the approach is clear, go straight to decomposition (/hyperflow:scope)

> - Send to dispatch — a task file already exists (/hyperflow:dispatch)

> - Copy only — keep the prompt, run nothing

This is a multi-option gate (4 options) → it carries the (Recommended) marker on Send to spec (DOCTRINE rule 8 — named-workflow choice).

On a Send to … selection, invoke the chosen skill via the Skill tool, passing the amplified prompt as the argument. Spec is the default because a freshly-amplified prompt is a design starting point — spec's brainstorming + section-by-section design is exactly what it feeds. On Copy only, stop — the prompt is already printed for the user to take.

Codex fallback: if the host does not expose the AskUserQuestion popup UI, print the same gate as a Hyperflow Question chat block with the four numbered choices and wait for the user's reply. Do not auto-select Send to spec.

Iron Rules

  • Amplify never writes code. It produces a prompt; downstream skills execute it. If the user wanted code, the handoff gate routes there.
  • Project rules win on conflict. A rule in CLAUDE.md / AGENTS.md / .hyperflow/memory/ overrides the generic persona standard — it is the user's explicit instruction.
  • Economy is mandatory (rubric dim 8). Never inflate a trivial prompt. The rubric enhances to the task's level, not beyond.
  • Failure recovery (rule 14). Worker/Reviewer errors and the NEEDS_REVISION cadence follow ../hyperflow/failure-recovery.md.
  • No AI attribution in the amplified prompt or rationale — describe the work, never the author.

Doctrine

Shared rules in ../hyperflow/DOCTRINE.md. Personas in ../hyperflow/personas-A.md + personas-B.md. Rubric in references/prompt-rubric.md.

Ready to use hyperflow?