Coding Prompt Refiner — Cursor/Claude Ready
Vague coding ask → copy-paste Cursor/Claude/Codex prompt with scope, constraints, acceptance checks, and out-of-scope rails. Process only — no correct-code or CI guarantees. $7 impulse pricing. Cygnix Labs.
$7
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
Muse
OpenClaw+21 moreClaude CodeCursorCodex CLIMuseOpenClaw
Manus
Grok
Grok Bot+18 agentsCoding Prompt Refiner — Cursor/Claude Ready
Example session with this skill installed
raw_request: fix the checkout bug, users say payment sometimes double-charges\nstack_hints: Next.js 14, Stripe Checkout Session, webhook in /api/stripe/webhook\nconstraints: touch only webhook + idempotency helpers; no UI redesign\nacceptance: replayed webhook with same event id must not create a second order; add/adjust a unit test if a test file already exists nearby\nagent_target: Cursor
- Read your context and instructions
- Compiled the coding prompt refiner
- Generated the document
Coding prompt refinement: Stripe webhook idempotency\n\nAgent target: Cursor\nStatus: Draft for human review before running in an IDE agent\n\n## 1. Intent (evidence-based)\n- Goal: Stop duplicate orders when Stripe retries the same webhook event.\n- Why it matters: Users report occasional double-charges (user-supplied).\n- Unknowns: Exact current idempotency store; whether order creation is transactional with the Stripe event row.\n\n## 2. Scope\nIn scope\n- /api/stripe/webhook and nearby idempotency helpers\nOut of scope\n- Checkout UI, pricing pages, refunds UX\nDo not invent\n- Ticket IDs, CVE scores, or CI status\n\n## 3. Constraints\n- Touch only webhook + idempotency helpers\n- Stack hints: Next.js 14, Stripe Checkout Session\n\n## 4. Acceptance checks (human-verifiable)\n1. Replaying the same Stripe event id does not create a second order.\n2. Existing nearby unit tests updated or noted if none exist.\n3. Diff stays within webhook/idempotency files.\n\n## 5. Refined agent prompt (copy-paste)\n"""\nYou are assisting with a scoped coding task...\n"""
Human checklist
- Paste needed paths only
- Run tests after
- Review diff before commit
coding-prompt-refiner-cursor-claude-read.pdf
PDF · document
Example file from a real run - the skill writes it into your workspace.
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What you get
About this skill
Vague coding requests waste agent credits and produce sprawling diffs. This Cygnix Labs skill turns a raw ask into a copy-paste agent prompt with clear scope, constraints, acceptance checks, and explicit out-of-scope boundaries for Cursor, Claude Code, Codex CLI, Copilot Chat, and similar coding agents.
What you get:
- Intent restatement grounded only in supplied evidence
- In-scope / out-of-scope blast radius
- Human-verifiable acceptance checks
- A ready-to-paste refined agent prompt with safety rails (no invented tickets/CVEs, no secret logging, minimal diffs)
Honesty: process templates only. No guarantees of correct code, passing CI, or merge-ready output. Humans review before commit.
Cygnix Labs · info@cygnixlabs.com · cygnixlabs.com · portfolio.cygnixlabs.com
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
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- 2
Unzip into your skills folder
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- 3
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