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PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
1ShotGen — Make your coding agent get it right the first ...
zachisparano · 2026-06-05 · via Hacker News: Show HN

One line in. One precise build prompt out.

1ShotGen expands a one-liner — or a wall of text — into a fully-scoped build brief: tech stack, file structure, edge cases, done criteria. Hand it to Claude Code, Cursor, or Codex and it builds the whole thing in one pass, not five.

>a CLI that roasts my git commits

expanding into build brief

# Build: commit-roaster CLIstack: Node 20 · TypeScript · commander · chalkfiles: src/index.ts — CLI entry, arg parsing src/roast.ts — LLM roast generator src/git.ts — read staged diff + last commitedge cases: no staged changes friendly nudge, exit 0 detached HEAD warn, use HEAD~1 no API key cached burns, never crashdone when: roast prints for the last commit --install-hook wires prepare-commit-msg 0 unhandled rejections, tests green

~5k tokens · 1 pass

See it generate

Watch one sentence become a build.

This is the real thing — a prepared one-shot prompt, streamed exactly the way 1ShotGen prints it into your screen.

>a CLI that roasts my git commits

ready when you are

warming up the model…

paste this into your AI coding agent

The pipeline

From one sentence to shipped.

STEP 01

Describe

Type one sentence — the thing you wish existed. No spec, no scoping, no setup.

input · 1 line · any idea

STEP 02

Expand

1ShotGen scopes it into a full brief: tech stack, file structure, edge cases, done criteria.

~5k tokens · fully scoped

STEP 03

Ship

Copy it into Claude Code, Cursor or Codex — or download as Markdown — and build in one pass.

copy · download .md · 1 pass

The prompt, dissected

Every prompt scopes the four things agents guess wrong.

A real expanded brief. Watch the parts 1ShotGen nails so your agent doesn't improvise them.

build-brief / markdown-crm.md

Tech stack: Vite + React + TypeScript · IndexedDB (Dexie)tech stackFiles:  store/db.ts · views/Inbox.tsx · lib/markdown.tsfile structureEdge cases: empty first-run · duplicate emails · offline writesedge casesDone when: add/edit/search works · notes render · survives reloaddone criteria

Built for builders

One engine. Any kind of build.

Web apps, static sites, CLIs, Python & Bash scripts, Android & iOS apps, desktop tools — 1ShotGen tailors the brief to each target: the right stack, conventions and done criteria.

Web apps

Full-stack briefs with routing, data layer, state and deploy targets scoped up front.

ReactViteNextAPIs

CLIs

Arg parsing, exit codes, flags, install hooks and friendly failure modes — all specified.

NodeGoPythonRust

iOS apps

SwiftUI structure, views, persistence and platform conventions, mapped before line one.

SwiftUISwiftDataHIG

Everything it scopes, in one field.

move the cursor — poke the engine

tech stackfile structureedge casesdone criteriaReactSwiftUINodeGoexit codesroutingdata layertests ✓

Showcase

Real one-liners. Real builds.

Three things that started as a single sentence and shipped in one pass. Scroll →

CLI

Commit-message roaster

Ruthless, funny code-review for every commit you make.

Web app

Markdown CRM

A CRM that lives in plain-text files you actually own.

iOS

Focus timer

A calm, single-button focus timer that stays out of your way.

The subscription math

Paying for 20×. Using 2×.

Claude Max, Cursor Ultra, ChatGPT Pro — $200/month buys roughly 20× the usage, effectively unlimited for one person. The advice everywhere is "don't pay for it unless you're hitting the cap." But the cap was never the bottleneck — having enough sharp, ready-to-build ideas is. 1ShotGen turns every half-formed thought into a one-shot prompt your agent ships clean, so that quota finally gets used. Same subscription. Far more shipped.

Pricing

Start free. Scale when it earns it.

You already pay up to $200/mo for the agent. $7.99 is what makes you actually use it.

Free

$0

3 generations / week, full features. No card required.

  • 3 generations every week
  • Full scoping: stack, files, edge cases, done criteria
  • Every build target — web to desktop
  • Copy or download as Markdown
Start free
Most popular

Pro

$7.99/mo

Unlimited generations — no weekly cap, ever.

  • Unlimited generations
  • Every build target — web to desktop
  • Full prompt history & re-runs
  • Everything in Free
Go Pro

50-Pack

$5 one-time

50 credits that never expire. Top up whenever you need more.

  • 50 generation credits
  • Never expire
  • Full features, every target
  • No subscription
Buy 50 credits

Describe a thing.

One precise build prompt out. Then your agent ships it — in one pass.