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Lovable AI Prompt Library: 101 Prompts and Examples
Ready-to-use prompts for Lovable AI, following Lovable's official best practices. Each prompt includes what it's for, when to use it, and how to customize it for your needs.
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SaaS MVP with User Auth
What this prompt is for
A multi-tenant SaaS starting point: auth that survives refresh, three working roles, and an invite flow that actually adds teammates.
When to use it
Starting any SaaS where users belong to a workspace. Run this before building screens, because retrofitting roles touches every one of them.
How to Use This Prompt
This prompt covers one step of a multi-step build.
For best results, consider building your app in layers:
- Foundation
- Features
- Distribution
The base version of this app is built: auth, workspaces, three roles, and a working invite. This prompt adds the growth mechanics, because a team tool that spreads by invite is its own acquisition channel. ## Growth Features (Required for Distribution) - **Product-led Growth:** make the invite the loop. Show who invited whom on the member list, confirm to the inviter when an invite is accepted, a
Other Channels to Test
The shareable workspace summary gives internal champions a sales artifact: seats, activity, and the upgrade delta in one screenshot-ready page.
Invite and acceptance events give you a lifecycle trigger list: owners with pending invites, and workspaces that stalled after one member.
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Internal Metrics Dashboard
What this prompt is for
An internal metrics dashboard that reads from defined queries, not vibes: each metric has one owner, one definition, and one truth source, with daily values and week-over-week deltas.
When to use it
When the team answers 'how many signups this week' three different ways. Wrong if you need customer-facing analytics; this is the internal single source of truth.
# Context Build an internal metrics dashboard for a small product team: a fixed set of company metrics, each computed by one saved query against the production database replica, displayed with current value, trend, and week-over-week delta. ## Core Features (Priority Order) 1. Metric cards: current value, 7-day sparkline, week-over-week delta with direction 2. One saved query per metric, stored w
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Landing Page + Email Opt-In
What this prompt is for
A landing page whose only job is the email: one offer, one form, duplicate-safe capture, and a copy body that can actually rank.
When to use it
Collecting interest before a launch, or converting a traffic source you already have. If the page has two goals, it has none; split them.
# Context Build a single-purpose landing page: capture an email address before a product launches. The visitor arrives from one known traffic source, so the page carries one offer and one action, and nothing that competes with them. ## Core Features (Priority Order) 1. Hero: the offer in one sentence, the form visible without scrolling 2. Email capture writing to Supabase with UTM parameters stor
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Internal Prompt Library Browser
What this prompt is for
An internal prompt library for teams running on AI tools: prompts stored with variables, versions and usage notes, one-click copy with variables filled, so the good prompt stops living in someone's notes app.
When to use it
When the team reuses AI prompts and the best ones keep getting lost or forked. Wrong for a public library; this is the internal knowledge base pattern.
# Context
Build an internal prompt library: team members store prompts with named variables, copy them with variables filled from a form, track versions as prompts improve, and see which prompts the team actually uses.
## Core Features (Priority Order)
1. Prompt entries: title, body with {variable} placeholders, category, usage notes, owner
2. Copy flow: clicking copy opens a variable form, outpuChannel-Optimized Pro Version
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File Upload + Tagging UI
What this prompt is for
Upload UI that survives reality: drag-drop with previews, progress per file, tag management, and every failure state a network can produce.
When to use it
Any feature where users bring their own files. Uploads are the interaction most likely to fail mid-way, so the states matter more than the styling.
# Context Build file upload with tagging: users drag files in, watch true per-file progress, and organize with tags that are managed values rather than free text. The unhappy paths are the feature; a demo-quality uploader breaks on the first flaky connection. ## Core Features (Priority Order) 1. Drag-drop zone with click-to-browse fallback and visible file-type and size rules 2. Per-file progress
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API Request Explorer
What this prompt is for
An in-app API request explorer: compose requests against your API with saved auth, inspect responses with timing, and save named examples the whole team can rerun.
When to use it
When 'try the API' means copying curl from docs into a terminal. Wrong as a general HTTP client; this is your API's guided cockpit.
# Context Build a request explorer for your own API: users compose requests from your actual endpoint catalog, send them with their own credentials, inspect responses, and save named examples for reuse. ## Core Features (Priority Order) 1. Endpoint picker from your API catalog: method, path, described parameters 2. Request composer: path params, query params, headers, JSON body with validation ag
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Subscription Checkout Flow
What this prompt is for
A Stripe subscription flow whose states all exist: checkout, success, failure, cancel, and the webhook that keeps the app honest.
When to use it
Adding paid plans to an app whose entitlements are already defined. If plans do not gate anything yet, define that first or the checkout sells nothing.
# Context Add paid subscriptions to an existing app using Stripe Checkout. Entitlements per plan are already defined in the app; this prompt wires purchase, verification and lifecycle. Trust the webhook, not the redirect. ## Core Features (Priority Order) 1. Plan selection UI reading plan definitions from one config object 2. Stripe Checkout session creation on the server, never exposing the secr
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User Management Admin Dashboard
What this prompt is for
An admin dashboard for managing users: search, plan and status at a glance, safe account actions with confirmation and audit, built for the support person, not the developer.
When to use it
The first time someone asks you to change a user's plan and you do it in SQL. Wrong as a customer-facing surface; this is internal tooling with genuine account power.
# Context Build an internal user management dashboard: support and admins find any account in seconds, see its state, and take the five common actions safely, with every action logged. ## Core Features (Priority Order) 1. Search by email, name, or account id, with results in under a second 2. User detail: plan, status, signup date, last active, recent key events 3. Actions: change plan, suspend,
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Event Countdown Landing Page
What this prompt is for
An event page with a countdown that means something: time-zone-correct, capture before, and an honest state change when the moment passes.
When to use it
A launch, webinar or drop with a fixed date. If the date can slip, use a waitlist page instead; a countdown that resets destroys trust instantly.
# Context Build a landing page for a dated event: a countdown to one canonical moment, email capture for reminders, and a defined transformation of the page when the countdown reaches zero. ## Core Features (Priority Order) 1. Countdown from a single UTC timestamp, rendered in the visitor's local time zone with the zone named 2. Email capture: 'remind me', storing the address with UTM parameters
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CRM Lite with Contact Management
What this prompt is for
A lightweight CRM: contacts with dedup, a pipeline you define, activity logging that takes seconds, and follow-up reminders that surface before deals go quiet.
When to use it
When deals live in a spreadsheet and follow-ups depend on memory. Wrong if you need marketing automation and territories; this is the focused version that gets used.
# Context Build a lightweight CRM: contacts and companies with duplicate prevention, a definable pipeline, fast activity logging, and a today view that surfaces due follow-ups before deals cool. ## Core Features (Priority Order) 1. Contacts: name, email, company, tags, owner, with company pages aggregating their contacts 2. Pipeline: definable stages, deals with value and expected close, drag bet
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Analytics Dashboard UI
What this prompt is for
A dashboard that answers questions instead of displaying charts: every metric with a window, zero distinguished from unknown, and density with hierarchy.
When to use it
When users need to read state at a glance and act. If nobody makes decisions from it, it is decoration; instrument the decisions first.
# Context Build an analytics dashboard for operators: headline metrics, one trend, one breakdown table, readable in five seconds and honest under failure. Every number answers 'compared to what, over when'. ## Core Features (Priority Order) 1. Four metric tiles, each stating its time window on the tile, with delta versus previous period 2. One time-series chart with range selector (7, 30, 90 days
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API-Driven Weather Dashboard
What this prompt is for
A weather dashboard built properly against a third-party API: cached responses, explicit refresh, request budget tracking, and graceful degradation when the provider stumbles.
When to use it
As the reference pattern for any external-API dashboard: the weather is the example, the caching and budget discipline are the lesson.
# Context Build a weather dashboard consuming a third-party weather API: current conditions and forecast for saved locations, with response caching, a visible data age, request budget tracking and honest failure states. ## Core Features (Priority Order) 1. Saved locations: add by search, reorder, remove, with current conditions per card 2. Detail view: hourly next 24h, daily next 7 days, sensible
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Product Roadmap Planner
What this prompt is for
A public-or-private roadmap board: columns by stage, drag to reprioritize, and a changelog that writes itself from shipped cards.
When to use it
When 'what are you building next' becomes a recurring question from users or stakeholders and answering it by email stops scaling.
# Context Build a roadmap planner for a product team: cards move across stage columns, order within a column matters, and shipped work becomes a changelog entry without retyping. Decide visibility per board: internal or public read-only. ## Core Features (Priority Order) 1. Board with four columns: Ideas, Planned, In Progress, Shipped 2. Cards: title, one-paragraph description, tags, target quart
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API Key Manager Dashboard
What this prompt is for
A key management dashboard: create, label, rotate and revoke API keys, shown once at creation, stored hashed, with per-key last-used visibility.
When to use it
The moment your product exposes an API and the second key request arrives. Wrong for internal service-to-service secrets; this is for keys you issue to users.
# Context Build an API key manager for a developer-facing product: users create named keys, see them once, and manage their lifecycle; the server stores only hashes and records usage. ## Core Features (Priority Order) 1. Create key: name, optional expiry, shown in full exactly once with a copy button 2. Key list: name, prefix (first 8 chars), created, expires, last used 3. Revoke immediately; rot
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Landing Page A/B Variant Generator
What this prompt is for
Landing page variants done safely: shared components, one differing block per variant, stable assignment, and measurement wired before traffic splits.
When to use it
Only after a page has traffic and a baseline. Testing on a page with 30 visits a week produces noise dressed as insight; fix distribution first.
# Context An existing landing page converts at a known baseline. Build variant testing: serve visitors one of two versions differing in exactly one element, keep the assignment stable per visitor, and measure conversion per variant from the first impression. ## Core Features (Priority Order) 1. Variant definition: one changed block (hero promise, CTA wording, or proof section), everything else sh
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Survey Builder + Results Display
What this prompt is for
A survey builder with a results view worth the responses: question types that fit the job, response integrity rules, completion analytics and results that read as answers, not exports.
When to use it
When you need answers from an audience and generic form tools stop at collection. Wrong for complex branching studies; this is the fast, honest survey layer.
# Context Build a survey tool: compose surveys from a small set of well-made question types, share by link, protect response integrity, and read results in views that answer the question the survey asked. ## Core Features (Priority Order) 1. Builder: single choice, multiple choice, scale (1-5, 1-10), short text, long text, reorderable 2. Share: public link per survey, open and close dates, respon
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User Onboarding Flow UI
What this prompt is for
A multi-step onboarding flow with memory: progress persists, steps skip honestly, and each screen collects only what it immediately uses.
When to use it
When new users need setup before value, and only for the steps that genuinely gate value. Every screen you add is users you lose; earn each one.
# Context Build a multi-step onboarding flow: a handful of screens that configure the product for a new user, with progress that survives interruption and questions that earn their place by visibly changing what comes next. ## Core Features (Priority Order) 1. Stepper UI: current position, step names, and back navigation that never loses answers 2. Progress persisted server-side per user; resume
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AI PDF Summarizer
What this prompt is for
An AI PDF summarizer with honest limits: upload, extract, summarize with structure, always alongside the source, with page limits, cost caps and extraction-failure truth built in.
When to use it
When users bring documents and want the gist plus the ability to verify it. Wrong for legal-grade extraction; this is orientation, not evidence.
# Context Build an AI PDF summarizer: upload a PDF, extract its text, produce a structured summary shown beside the source, with limits and failures stated plainly and costs controlled per account. ## Core Features (Priority Order) 1. Upload with page and size limits stated up front, progress shown 2. Extraction with per-page status; scanned or image pages reported as unextractable, not silently
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Payment History & Billing Pages
What this prompt is for
Customer-facing billing: invoice history, payment method management, and plan changes, driven by Stripe as the source of truth.
When to use it
After checkout works. This is the page that stops billing support emails, so build it before the first renewal, not after the first complaint.
# Context Build the customer billing area for an app that already has Stripe subscriptions. Users need to see what they paid, change their card, and change their plan without emailing support. Stripe is the source of truth; this page displays it. ## Core Features (Priority Order) 1. Invoice history list: date, amount, status, hosted invoice link 2. Current plan card with change-plan and cancel ac
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Real-Time Notifications System
What this prompt is for
An in-app notification system with real-time delivery, unread counts that are actually correct, per-type preferences, and a bell that never lies.
When to use it
When users miss things that happened in the app: mentions, assignments, completed jobs. Wrong as a marketing channel; this is for events the user asked to know about.
# Context Build an in-app notification system: events generate notifications, delivered live to online users and waiting for offline ones, with an accurate unread count and per-type user preferences. ## Core Features (Priority Order) 1. Notification feed: newest first, unread visually distinct, mark-one and mark-all read 2. Live delivery to online sessions; queued rows for offline users, no loss
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Basic Analytics for Landing Pages
What this prompt is for
First-party page analytics that answer five questions: visits, sources, device, conversion, and where visitors gave up, without a third-party script.
When to use it
Before driving any traffic to a page you care about. Changing a page without a baseline is guessing with extra steps.
# Context Add first-party analytics to a landing page: enough to know traffic, source, device, conversion and drop-off, collected by your own endpoint, readable on one internal dashboard. No external analytics script. ## Core Features (Priority Order) 1. Pageview capture: path, referrer, UTM parameters, device class, timestamp 2. Conversion event tied to the page's one goal (form submit) 3. A dai
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Customer Support Ticketing Tool
What this prompt is for
A support ticketing tool sized for small teams: tickets from email and forms, statuses that mean things, assignment, internal notes, and response-time visibility without enterprise ceremony.
When to use it
When support lives in a shared inbox and things fall through. Wrong at enterprise scale with SLAs and routing trees; this is the version a five-person team actually adopts.
# Context Build a support ticketing tool: requests arrive by form and forwarded email, become tickets with status and owner, agents reply from the tool with internal notes alongside, and response times are visible. ## Core Features (Priority Order) 1. Intake: a support form and an inbound email address both creating tickets with requester identity 2. Ticket lifecycle: new, open, waiting-on-custom
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Poll Tool UI
What this prompt is for
Polls that stay trustworthy at the edges: one vote enforced, results honest about sample size, and a share loop that grows the sample.
When to use it
Quick sentiment from a group without the ceremony of a survey. For anything longer than one question, use a form; polls win on being instant.
# Context Build a poll tool: create a single-question poll, share a link, collect one vote per person, and show results that are honest about how many voted. Instant to answer, hard to stuff. ## Core Features (Priority Order) 1. Poll creation: question, 2-6 options, open or scheduled close 2. A public voting page: tap an option, see results immediately after 3. One-vote enforcement per visitor, s
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AI Analytics Insights
What this prompt is for
An AI layer over your analytics that writes the weekly narrative: what changed, what likely drove it, what to check next, always grounded in the queried numbers it cites.
When to use it
When dashboards exist but nobody reads them, and the question is always 'so what changed?'. Wrong without reliable underlying data; garbage in, confident garbage out.
# Context Build an AI insights layer over an existing analytics dataset: on schedule or on demand, it queries defined metrics, detects changes worth words, and writes a short narrative where every claim cites the number behind it. ## Core Features (Priority Order) 1. Metric bindings: each insight source is a defined query with owner and description, reused from your metrics layer 2. Change detect
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Lead Scoring System
What this prompt is for
Rules-based lead scoring you can explain to a sales team: transparent point rules, score history, and a ranked queue that updates as behavior happens.
When to use it
When inbound volume exceeds what one person can eyeball and 'reply to everyone' stops being a strategy. Rules first; models only after rules prove insufficient.
# Context Inbound leads arrive from forms and product signups. Build transparent lead scoring: named rules award points on attributes and behavior, every score is explainable, and sales works from a ranked queue instead of a chronological inbox. ## Core Features (Priority Order) 1. Rules table: condition, points, active toggle (e.g. company email +10, pricing page visit +15) 2. Score per lead com
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File Manager with Upload/Tags
What this prompt is for
A file manager with uploads, tags, and search that works at a thousand files: drag-in upload with per-file progress, tag filtering, previews, and storage quotas enforced server-side.
When to use it
When your app accumulates user files and finding them becomes the feature. Wrong for a single avatar upload; this is for files as a first-class object.
# Context Build a file manager: users upload by drag or picker, organize with tags, find by search and filter, and preview without downloading, with storage quotas enforced on the server. ## Core Features (Priority Order) 1. Upload: multiple files, per-file progress, cancel, clear failure states with retry 2. Tags: create, assign multiple per file, filter by tag combinations 3. Search by filename
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Simple Sitemap & SEO Generator
What this prompt is for
The indexability layer for a generated site: sitemap, canonicals, titles, robots and structured data, derived from routes so they cannot drift.
When to use it
The moment a project has public pages meant to be found. Retrofitting canonicals after URLs circulate is how duplicate-content problems become permanent.
# Context A generated site has public pages that should rank. Build the indexability layer: sitemap.xml, per-page canonicals and titles, robots.txt, and basic structured data, all derived from the route list so nothing can drift. ## Core Features (Priority Order) 1. One route registry: path, title, description, indexable flag, content date 2. sitemap.xml generated from the registry, indexable rou
Channel-Optimized Pro Version
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Multi-User Chat Interface
What this prompt is for
Multi-user chat that holds up: channels and DMs, reliable delivery with reconnect, history with search, unreads that are correct, and the moderation basics every space eventually needs.
When to use it
When your product needs conversation between users: team spaces, communities, collaboration. Wrong to bolt on casually; chat is a product, budget accordingly.
# Context Build multi-user chat: channels and direct messages with live delivery, dependable history, correct unread counts, presence, and moderation controls, built to survive reconnects and growth. ## Core Features (Priority Order) 1. Channels: create, join, leave, member list; DMs as private two-person channels on the same model 2. Messages: send, edit with marker, delete with tombstone, live
Channel-Optimized Pro Version
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Location-Based Listings UI
What this prompt is for
A location directory built for both readers: humans get search, filters and a map-list pairing; crawlers get one indexable page per place.
When to use it
Directories of physical places or local services where 'near me' is the query shape. If locations lack unique attributes, a table beats this.
# Context Build a location directory: browse and filter places on a paired map and list, with every place and every city owning a server-rendered, indexable URL. The interactive layer enhances pages; it must never replace them. ## Core Features (Priority Order) 1. A detail page per location at a stable URL: name, address, attributes, description 2. City index pages listing that city's locations,
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AI Multilingual Translator
What this prompt is for
An AI translation tool with production honesty: language pairs, tone control, glossary enforcement for your product's terms, and confidence flags where the model is guessing.
When to use it
When your product or content needs recurring translation with consistent terminology. Wrong for certified legal translation; this is operational translation with memory.
# Context Build a translation tool on an AI model: text in, translation out across your supported language pairs, with a glossary that locks your product terms, tone presets, and honest handling of ambiguity. ## Core Features (Priority Order) 1. Translate: source text, target language, output beside input with copy 2. Glossary: your terms with required translations per language, injected into eve
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SaaS Teams & Permissions Manager
What this prompt is for
Team management for an existing multi-tenant app: role changes, removals, and transfers that hold up in the database, not just the UI.
When to use it
When the second admin arrives. Solo-owner workspaces do not need this yet, and building it early adds schema you will have to migrate.
# Context An app with workspaces and basic roles exists. Build the management layer: changing roles, removing members, and transferring ownership, with the rules enforced in the database and every change recorded. ## Core Features (Priority Order) 1. Member table: name, email, role, last active, joined date 2. Role changes via inline select, owner and admin only 3. Member removal with confirmatio
Channel-Optimized Pro Version
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API Error Tracker
What this prompt is for
An error tracker for your API: failures grouped by signature rather than listed raw, with occurrence counts, first/last seen, status workflow and noise controls that keep it readable.
When to use it
When API errors live in unread logs and users report problems before you see them. Wrong if you already run Sentry; this is the self-hosted, product-integrated version.
# Context Build an API error tracker: failed requests are captured with context, grouped into issues by signature, counted, and worked through a simple status flow, with noise controls so the list stays meaningful. ## Core Features (Priority Order) 1. Capture: endpoint, method, status, error message, stack hash, timestamp, request id 2. Grouping: same signature (endpoint + error type + stack hash
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Simple Press Kit Page
What this prompt is for
A press page journalists can use at midnight on deadline: facts, approved quotes, downloadable assets, and a contact that answers.
When to use it
Before outreach, before a launch window, or the first time a writer asks 'do you have a press kit'. After the article went to print is too late.
# Context Build a press and media page: everything a journalist needs to write about the company accurately without waiting for a reply. Facts, quotes, assets, contact, all current and all downloadable. ## Core Features (Priority Order) 1. Fact block: what the product is in one sentence, founded date, founder names, location, one-line traction statement with its as-of date 2. Approved quotes: two
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Habit Tracker App
What this prompt is for
A habit tracker built around honest streaks: timezone-correct day boundaries, deliberate grace rules, completion logging in one tap, and history that shows patterns rather than guilt.
When to use it
For consumer habit products or the engagement layer inside a wellness app. The streak mechanics are the product; get the day-boundary rules right or nothing else matters.
# Context Build a habit tracker: users define habits with schedules, check them off in one tap, build streaks computed against their own timezone and declared schedule, and read their history as patterns. ## Core Features (Priority Order) 1. Habits: name, schedule (daily, specific weekdays, N-times-per-week), optional reminder time 2. Check-off: one tap from the main screen, undo within the day,
Channel-Optimized Pro Version
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Social Share Widgets
What this prompt is for
Share functionality that respects the platforms: correct metadata per target, native share on mobile, copy-link done right, and no tracking bloat.
When to use it
When users have something individually theirs to share: a result, an artifact, a page. Generic site-wide share buttons on everything share nothing.
# Context Add sharing to content that is individually worth sharing: each shareable URL gets correct social metadata, mobile gets the native share sheet, desktop gets platform links and copy-link, and the whole thing weighs nearly nothing. ## Core Features (Priority Order) 1. Per-URL Open Graph and Twitter card metadata: title, description, image, rendered server-side 2. Native share sheet via th
Channel-Optimized Pro Version
This prompt has a Pro version optimized for Organic Socials. Unlock to get product-channel fit guidance and distribution-ready features.
AI Chat Assistant Integration
What this prompt is for
An in-product AI chat assistant with boundaries: answers grounded in your docs and the user's context, honest refusals, conversation memory that respects cost, and escalation to humans.
When to use it
When support volume is repetitive and your docs already hold the answers. Wrong without a docs corpus worth grounding in; write the docs first.
# Context Build an in-product chat assistant: users ask questions, answers ground in your documentation and their account context, sources are cited, unanswerable questions escalate to a human channel gracefully. ## Core Features (Priority Order) 1. Chat UI: streaming responses, message history within the conversation, typing and error states 2. Grounding: retrieval over your docs corpus; answers
Channel-Optimized Pro Version
This prompt has a Pro version optimized for Product-led Growth. Unlock to get product-channel fit guidance and distribution-ready features.
Customer Churn Predictor
What this prompt is for
Churn risk from signals you already store: a transparent risk score per account, the reasons beside it, and a weekly movers list.
When to use it
When you have at least a few months of usage history and enough customers that you cannot hold their health in your head. Before that, just call them.
# Context A SaaS stores logins, feature usage, billing events and support tickets. Build a churn-risk view: a 0-100 risk score per account from weighted named signals, always shown with its reasons, plus a weekly view of who moved. ## Core Features (Priority Order) 1. Signals config: recency of login, 30-day usage trend, failed payments, seat shrinkage, ticket sentiment flag 2. Risk score per acc
Channel-Optimized Pro Version
This prompt has a Pro version optimized for Email Marketing. Unlock to get product-channel fit guidance and distribution-ready features.
Session Management System
What this prompt is for
Session management users can see: active sessions with device and location, revoke from anywhere, secure expiry rules, and the server-side checks that make revocation immediate.
When to use it
When 'log me out everywhere' becomes a support request, or before a security review asks how sessions die. Wrong as a bolt-on after an incident; build it while it is boring.
# Context Build user-visible session management: a settings page listing active sessions with device, approximate location and last activity, per-session and all-other revocation, backed by server-side session state that makes revocation take effect on the next request. ## Core Features (Priority Order) 1. Active sessions list: device summary, browser, approximate location, created, last active 2
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SEO Content Landing Page Generator
What this prompt is for
A long-form landing page built to rank for one query: intent-matched structure, genuine depth, FAQ schema, and a conversion path that fits the reading flow.
When to use it
When one search query matters enough to deserve its own page and the current results are beatable. One page per intent; a page chasing two queries ranks for neither.
# Context Build a landing page targeting one search query. The searcher's intent defines the structure; the page answers it thoroughly enough to deserve the ranking, then converts attention it has earned. Server-rendered throughout. ## Core Features (Priority Order) 1. An H1 and title matched to the query's actual intent, not just its words 2. The direct answer within the first 150 words, before
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Task List with AI Suggestions
What this prompt is for
A task list where AI drafts and you decide: captured tasks get suggested breakdowns, priorities and time estimates, always as accepted-or-dismissed proposals, never silent changes.
When to use it
When plain task lists stall because tasks arrive vague ('sort out onboarding'). Wrong if you want full auto-planning; the human stays the editor here.
# Context Build a task list with an AI suggestion layer: fast capture, then per-task proposals (breakdown into subtasks, priority, estimate) rendered as suggestions the user accepts, edits or dismisses, with every acceptance marked. ## Core Features (Priority Order) 1. Capture: one input, enter to add, no required fields at capture time 2. Task basics: done state, due date, notes, manual ordering
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SEO Meta Tag Generator UI
What this prompt is for
An internal tool that ends metadata guesswork: per-page titles and descriptions edited against live previews, with limits, warnings and export.
When to use it
When a site has enough pages that metadata lives in a spreadsheet nobody trusts. This turns it into a reviewed, exportable source of truth.
# Context Build an internal SEO metadata editor: every page listed with its title and description, edited inline against a realistic search-result preview, validated for the errors that actually cost clicks, exportable to where the site reads it. ## Core Features (Priority Order) 1. A page list: URL, current title, current description, status flags 2. Inline editing with a live SERP-style preview
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API Auto-Documentation Generator
What this prompt is for
Documentation generated from your API's actual spec: endpoints, schemas and examples rendered as fast indexable pages that cannot drift from the implementation they describe.
When to use it
When your API docs are a manually edited page that lies a little more each release. Wrong without a machine-readable spec; write the OpenAPI file first, then generate.
# Context Build an API documentation generator: parse the OpenAPI spec, render per-endpoint pages with parameters, schemas, responses and runnable examples, rebuilt on spec change so drift is impossible. ## Core Features (Priority Order) 1. Spec parsing: endpoints, parameters, request/response schemas, auth requirements, with a validation report of spec gaps 2. Per-endpoint pages: description, pa
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Product Feature Toggle Manager
What this prompt is for
Feature flags with tier awareness: flags scoped by plan or percentage, evaluated server-side, with an audit trail of every change.
When to use it
The first time you want to ship something to 10% of users, or gate a feature by plan without a deploy. Before the second flag exists, hardcode it.
# Context Build a feature flag system for a multi-tenant SaaS: flags gate features by plan tier, percentage rollout, or explicit account list, evaluated server-side through one function, with an admin UI and a change log. ## Core Features (Priority Order) 1. Flags: key, description, on/off, targeting (all, plan tiers, percentage, account list) 2. One server-side evaluation function used by every
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Redirect & URL Manager
What this prompt is for
A short-link and redirect manager: branded slugs, click counts, safe destinations, and an editable mapping table so campaign links survive destination changes.
When to use it
When marketing links point at URLs that keep changing, or you want branded short links with click data you own. Wrong for authenticated app routing; this is for public links.
# Context Build a redirect manager: create short slugs on your domain pointing to destination URLs, count clicks, edit destinations without changing the public link, and keep the whole table auditable. ## Core Features (Priority Order) 1. Create redirect: slug (custom or generated), destination URL, optional note 2. The redirect itself: fast 302 by default with a per-link 301 option, explained in
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Lead Magnet Download Page
What this prompt is for
A gated download page that respects the trade: clear preview of the asset, email for access, instant delivery, and a follow-up that was disclosed up front.
When to use it
When you have an asset genuinely worth an email address. If the PDF is a blog post with a cover, ungate it and let it earn links instead.
# Context Build a gated download page for one asset (guide, checklist, template pack): the visitor sees what they get, trades an email, receives it instantly, and knows exactly what follows. The gate is a fair trade, not a trap. ## Core Features (Priority Order) 1. Asset preview: table of contents or sample pages, page count, format, last-updated date 2. Capture form: email only, with a disclosur
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Booking System (Date + Confirm)
What this prompt is for
A booking flow that cannot double-book: date and slot picking against defined availability, atomic slot holds, explicit confirmation with reschedule and cancel paths that respect notice rules.
When to use it
For appointment businesses and booking features: the pattern is availability, atomic hold, confirm, remind. Wrong for multi-resource scheduling; that is the resource-booking prompt.
# Context Build a booking system: visitors pick a service, see genuinely available slots in their timezone, book with an atomic hold that makes double-booking impossible, and manage their booking through links that respect your notice rules. ## Core Features (Priority Order) 1. Services: name, duration, buffer before/after, active hours per weekday 2. Slot display: available times computed from h
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Responsive Navbar Builder
What this prompt is for
Site navigation done once and correctly: responsive collapse, keyboard and screen-reader complete, active states, and zero layout shift.
When to use it
First shell component of any multi-page app. Every later screen inherits it, so its quality is multiplied by the page count.
# Context Build the site navigation shell: a responsive navbar that collapses to a menu on small screens, communicates location, and behaves perfectly for keyboard and screen-reader users. Every page inherits this; build it like it is load-bearing, because it is. ## Core Features (Priority Order) 1. Desktop bar: logo home link, five or fewer items, one primary action visually distinct 2. Mobile c
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AI Image Captioner
What this prompt is for
An AI image captioner producing accessibility-grade alt text and searchable descriptions: batch processing, length and style rules, confidence flags, and human review where it matters.
When to use it
When an image library needs alt text at scale, for accessibility compliance or searchability. Wrong for medical or safety-critical description; human eyes own those.
# Context Build an image captioning tool: upload images singly or in batch, generate alt text and longer descriptions to defined style rules, flag low-confidence results for review, and export in useful formats. ## Core Features (Priority Order) 1. Upload: single and batch with per-image progress and format validation 2. Two outputs per image: alt text (under 125 characters, subject-first) and a
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Promo Code & Discounts Manager
What this prompt is for
Promo codes with the abuse cases handled: creation, redemption, stacking rules, and expiry, enforced at payment time on the server.
When to use it
Before your first discount campaign. Hand-editing prices per customer does not scale past the first newsletter, and un-expiring codes circulate forever.
# Context An app with paid plans needs promo codes: created by an admin, redeemed at checkout, honest about expiry, and resistant to the usual abuse. Codes influence price only at the moment of payment, server-side. ## Core Features (Priority Order) 1. Admin creation: code, type (percent or fixed), applicable plans, max redemptions, expiry 2. Redemption field at checkout with instant server valid
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Inventory Tracker
What this prompt is for
An inventory tracker built on stock movements, not editable totals: every change is a recorded movement with a reason, so the current count is always explainable and auditable.
When to use it
When spreadsheet inventory starts disagreeing with the shelf. Wrong for digital-only products; this is for physical stock, consumables, or equipment.
# Context Build an inventory tracker where current stock is the sum of movements: receipts, sales, adjustments and transfers are recorded events with actor and reason, and totals are derived, never edited directly. ## Core Features (Priority Order) 1. Item catalog: SKU, name, unit, location, reorder threshold 2. Movements: receive, remove, adjust, transfer between locations, each with actor, time
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Pricing Page with Tier Comparison
What this prompt is for
A pricing page that answers the buying questions in order: plans, the differences that matter, the objections, and one honest recommendation.
When to use it
The moment anything is purchasable. A checkout without a pricing page that answers objections is a form with a bounce rate.
# Context
Build a pricing page for two or three plans: what each costs, what genuinely differs, which one fits whom, and answers to the questions that stall purchases. Every number on it must match what the product enforces.
## Core Features (Priority Order)
1. Plan cards: price, billing unit, the three differences that matter, one CTA each
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Member Directory with Search
What this prompt is for
A member directory with consent-first profiles: searchable and filterable member listings where every field's visibility is the member's choice, built for communities that want discovery without exposure.
When to use it
For communities, alumni networks and professional groups where member discovery is the value. Wrong as a public people-scraper; consent gates everything here.
# Context Build a member directory: members complete profiles with per-field visibility choices, browse and search each other by skills, location and interests, and connect through the directory without exposing contact details until they choose to. ## Core Features (Priority Order) 1. Profiles: name, photo, headline, skills tags, location, links, about, each field with a visibility toggle (membe
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Simple 404 & Error Screens
What this prompt is for
Error screens that recover the visit: honest status codes, useful next steps per error type, and search instead of a dead-end apology.
When to use it
Before launch, because links rot from day one. The 404 is the page you never promote that every site eventually shows.
# Context Build the site's error surfaces: a 404 that recovers the visit, a generic error boundary that protects user work, and an offline state. These pages meet users at the worst moment; their quality is disproportionately remembered. ## Core Features (Priority Order) 1. 404 page: what happened in one line, search box, and links to the three most useful sections 2. Correct status codes: true 4
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AI Driven Research Assistant
What this prompt is for
A research assistant that keeps receipts: questions answered from gathered sources with per-claim citations, a source panel with quotes, and a stated boundary between found and inferred.
When to use it
For recurring research workflows where traceability matters: market scans, competitor watch, literature orientation. Wrong when the answer must be authoritative; this maps the terrain.
# Context Build a research assistant: a question spawns a research run that gathers from configured sources, extracts relevant passages, and composes an answer where every claim links to its supporting quote. ## Core Features (Priority Order) 1. Research runs: question in, status through gathering, extraction and composition, answer out 2. Source panel: every document consulted, with the exact pa
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AI Product Recommendation Engine
What this prompt is for
Behavior-driven product recommendations with an honest fallback ladder: personal history, then similar users, then bestsellers, never an empty shelf.
When to use it
When a catalog is big enough that browsing fails, and you have at least some behavioral data. Under that, curated collections beat any algorithm.
# Context An app with a catalog and user behavior events (views, saves, purchases) needs recommendations: a personal shelf per user, similar-item rows on detail pages, and an explicit fallback ladder so no surface is ever empty. ## Core Features (Priority Order) 1. Event capture: view, save, purchase per user per item, timestamped 2. A 'For you' shelf: recency-weighted category and attribute affi
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API Rate Limiter Dashboard
What this prompt is for
A rate limiter with a dashboard: per-key limits, sliding windows, correct headers and 429 responses, plus the visibility layer that shows who is hitting limits and why.
When to use it
When one integration's retry loop can degrade your API for everyone else. Wrong before you have external API consumers; internally, fix the loop instead.
# Context Build API rate limiting with an admin dashboard: per-key request limits over sliding windows, standard limit headers on every response, correct 429 behavior, and a view showing consumption and violations per key. ## Core Features (Priority Order) 1. Limit enforcement: requests per window per API key, sliding window counting 2. Response headers on every request: limit, remaining, reset t
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Testimonial & Social Proof Page
What this prompt is for
A proof page with chain of custody: verified quotes with permission, results with context, and layout that makes verification easy rather than hoped-against.
When to use it
Once you have genuine customer results worth showing. Before that, ship the product pages; a proof page with placeholder names is a liability generator.
# Context Build a social-proof page assembling verifiable customer evidence: quotes, results and logos, each with provenance. This page's entire value is credibility, so its design constraint is verifiability, not volume. ## Core Features (Priority Order) 1. Featured quotes: full name, role, company, photo where permitted, each with permission on record 2. Result statements with context: what cha
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Simple Blog CMS
What this prompt is for
A small CMS that publishes properly: markdown posts with drafts and scheduling, server-rendered article pages with correct metadata, feeds and sitemaps, so the writing gets the distribution it earns.
When to use it
When a product or project needs a blog and hosted platforms feel wrong. Wrong for multi-author editorial workflows; this is the focused single-site engine.
# Context Build a simple blog CMS: write in markdown with live preview, manage drafts and scheduled publishing, and serve posts as fast server-rendered pages with the metadata, feed and sitemap that make content findable. ## Core Features (Priority Order) 1. Editor: markdown with preview, title, slug (editable before first publish, locked after), excerpt, cover image 2. States: draft, scheduled w
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Custom Footer & Header Templates
What this prompt is for
The page frame as a system: one header and footer pair, defined once, with slots for what varies, so the frame never forks across pages.
When to use it
At project start, before page three exists. Once headers fork per page, every later change is a hunt across files.
# Context Build the page frame: one header component and one footer component used by every page, with clearly defined slots for the few things that vary. The footer is a working surface, not a copyright afterthought. ## Core Features (Priority Order) 1. Header: brand, primary nav slot, action slot, consistent height, server-rendered 2. Footer: grouped link columns (product, resources, company, l
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Simple Social Login Connector
What this prompt is for
Social login done to production standard: two providers, account linking by verified email, a fallback path, and the edge cases (revoked access, changed email) handled before they page you.
When to use it
When signup friction measurably costs you users and your audience lives on Google or GitHub. Wrong as the only auth path; email fallback is non-negotiable.
# Context Add social login to an app: two OAuth providers with correct flows, account creation and linking rules by verified email, coexisting with email/password, with every edge case given a decided behavior. ## Core Features (Priority Order) 1. Sign in with Google and one more provider fitting your audience, standard OAuth authorization-code flow 2. Account rules: new social sign-in with an em
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SaaS User Onboarding Checklist
What this prompt is for
An onboarding checklist wired to live product events: steps complete themselves when the user does the thing, not when they click 'done'.
When to use it
Once you know the two or three actions that predict retention. Before that, ship without onboarding and watch what activated users actually did first.
# Context An app knows which three actions predict whether a new user sticks. Build an onboarding checklist that drives those actions, verifies them from live events, and gets out of the way when done. ## Core Features (Priority Order) 1. A checklist of 3 to 5 steps, each mapped to a verifiable product event 2. Auto-completion: doing the thing checks the step, wherever it was done 3. Progress per
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Background Job & Queue Monitor
What this prompt is for
A job and queue monitor: every background task visible with state, duration and retries, dead jobs in a workable queue, and the retry policies that stop silent failure.
When to use it
The first time a user asks where their export went and you have to check logs. Wrong if you run zero background work; the moment you have any, this is overdue.
# Context Build a background job monitor: jobs report state transitions to a registry, the dashboard shows queues, running jobs, durations and failures, and dead jobs sit in a queue where a human can inspect, retry or discard them. ## Core Features (Priority Order) 1. Job registry: type, payload summary, state (queued, running, succeeded, failed, dead), timestamps, duration 2. Queue view: depth a
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Waitlist Signup Page
What this prompt is for
A waitlist page that tells the truth: what is coming, what joining gets you, position feedback, and a list stored where browsers cannot read it.
When to use it
Pre-launch, when the product is concrete enough to describe honestly but not ready to sell. If launch is over 90 days out, expect the list to cool; plan the cadence.
# Context Build a waitlist page for a pre-launch product: explain what is coming and when, capture emails with source attribution, confirm honestly, and keep the list unreadable from the client. Clarity converts here; vagueness reads as vapor. ## Core Features (Priority Order) 1. Hero: what the product is in one concrete sentence, and the expected launch window 2. What joining gets you: early acc
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File Upload + Preview
What this prompt is for
A file upload component with previews done right: instant local previews, progress per file, type and size validation both sides, and graceful failure that never eats a file silently.
When to use it
As the reusable upload building block anywhere files enter your app. Wrong to rebuild per feature; build once with the edge cases, reuse everywhere.
# Context Build a reusable file upload component: drag-drop and picker input, instant local previews, per-file progress with cancel and retry, validation before and after transfer, and an interface other features consume. ## Core Features (Priority Order) 1. Input: drag-drop zone with keyboard-accessible picker fallback, multi-file 2. Local previews immediately on selection: image thumbnails, PDF
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Settings & Preferences Panel UI
What this prompt is for
Settings that users can navigate and trust: grouped sections, instant-save with confirmation, dangerous actions quarantined, every change reversible or warned.
When to use it
As soon as the product has more than five user-configurable values. Settings sprawl is easier prevented than reorganized.
# Context Build the settings area: profile, preferences, notifications and account sections, navigable and predictable, where every change communicates its save state and destructive actions cannot be stumbled into. ## Core Features (Priority Order) 1. Sectioned layout: sidebar navigation on desktop, collapsible sections on mobile 2. Auto-save per control with visible saved-state confirmation, no
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Public API Explorer
What this prompt is for
A public API catalog and console: browsable categorized APIs with capsule documentation and a try-it console, server-rendered so every API page earns search traffic.
When to use it
For building a developer-facing directory product, or the discovery layer over your own multiple APIs. The pattern is catalog plus console plus indexable pages.
# Context Build a public API explorer: a catalog of APIs with structured capsule pages (what it does, auth model, rate limits, example call) and an in-browser console to try requests, all server-rendered. ## Core Features (Priority Order) 1. Catalog: APIs with category, auth type, pricing model, capsule description, searchable and filterable 2. API detail pages: overview, auth requirements, key e
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SaaS Usage Limits & Quotas Manager
What this prompt is for
Plan-tier limits that are enforced where they must be and visible where they help: server-side gates with honest usage meters in the UI.
When to use it
Before checkout ships. Selling plans whose limits nothing enforces means every customer is on the top tier, and clawing that back later is a support disaster.
# Context An app has plan tiers with defined limits (per-month actions, storage, seats). Build the enforcement and the visibility: limits that hold on the server, and meters that tell users where they stand before they hit a wall. ## Core Features (Priority Order) 1. One plan-limits config object: every limit defined once, imported everywhere 2. Server-side enforcement at each metered action, fai
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Role-Based Access Control Rules Engine
What this prompt is for
Role-based access control with a visible rules table: roles, permissions and scopes defined as data, checked server-side through one function, with an audit trail and a matrix admins can read.
When to use it
When 'can this user do this' appears in more than three places in your code. Wrong for a two-role app; hardcode admin checks until the third role arrives.
# Context Build an RBAC engine: permissions and roles are rows, one server-side check function answers every access question, admins manage assignments through a readable matrix, and every change is audited. ## Core Features (Priority Order) 1. Permission registry: action keys (resource.verb) with descriptions, seeded from actual app actions 2. Roles: named permission sets, with system roles (own
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AI Email Template Builder
What this prompt is for
An AI email template builder that respects email reality: table-based responsive templates with merge fields, brand settings applied automatically, and client-compatibility rules the generator cannot break.
When to use it
When a team sends recurring emails and every new template means fighting an editor or an engineer. Wrong for one-off sends; this builds the reusable layer.
# Context Build an AI email template builder: describe the email's job, get a client-compatible HTML template with your brand applied and merge fields placed, editable in a structured editor before export or send. ## Core Features (Priority Order) 1. Brand settings once: logo, colors, font stack, footer block with the legally required bits 2. Generate from a brief: 'a welcome email with one CTA'
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Empty States & Loading Skeletons
What this prompt is for
The states system for the whole app: empty, loading, error and partial defined once as components, so every screen handles absence identically and helpfully.
When to use it
Immediately after the app shell, before feature screens multiply. This is the highest-leverage prompt in the category because every screen inherits it.
# Context Build the application's states system: reusable empty, loading, error and partial-data components with clear rules for which appears when. Every list, form and detail screen will use these; they are the difference between an app that guides and one that shrugs. ## Core Features (Priority Order) 1. EmptyState component: icon slot, one-line explanation, primary action, sized variants 2. S
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AI Action History Logger
What this prompt is for
An audit log for AI actions in your product: every generation recorded with inputs, outputs, model, cost and actor, queryable enough to answer 'why did it say that' months later.
When to use it
The moment AI output ships to users: support, compliance and debugging all eventually ask what the model was given and what it returned. Wrong to retrofit; log from the first call.
# Context Build an AI action logger: every model call in your product writes a structured record (actor, feature, prompt inputs, output, model, tokens, cost, latency), with a browse-and-search UI and retention rules. ## Core Features (Priority Order) 1. The log write: one function wrapping every model call, recording before and after, failing open so logging never blocks the feature 2. Browse UI:
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SaaS Trial Expiration Flow
What this prompt is for
A trial that actually ends: countdown, honest lockout, data retention, and the reactivation path, driven by dates on the server.
When to use it
The day trials launch. A trial without an enforced end is a free plan you did not mean to offer, and it is this site's most common revenue leak in generated SaaS.
# Context An app offers a 14-day trial of its paid features. Build the full lifecycle: visible countdown, expiry that actually restricts, retained data, and a clean path back. The trial end must hold even if the user never opens the app again. ## Core Features (Priority Order) 1. trial_ends_at set server-side at signup; all logic derives from it 2. A countdown surface: subtle until 3 days remain,
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Webhook Listener & Event Processor
What this prompt is for
A webhook receiver that survives reality: signature verification, fast acknowledgment, idempotent processing, replayable event storage and a debug view of everything received.
When to use it
When integrating any service that pushes events to you: payments, forms, CI, CRMs. Wrong to build per-integration; build once, route by source.
# Context Build a webhook listener: one endpoint pattern receives events from external services, verifies signatures, acknowledges fast, stores raw payloads, processes asynchronously with idempotency, and shows everything in a debug UI. ## Core Features (Priority Order) 1. Receiver endpoints per source with per-source signature verification 2. Store first, process later: raw payload persisted and
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Poll & Results Display
What this prompt is for
A poll tool built for the share moment: one question, instant voting without friction, live results that render beautifully, and duplicate protection proportionate to the stakes.
When to use it
For engagement features and quick community decisions where the result's shareability is half the point. Wrong for research; that is the survey prompt.
# Context Build a poll tool: create a one-question poll in seconds, share a link, voters answer in one tap and see live results immediately, with the results view designed to be screenshotted and embedded. ## Core Features (Priority Order) 1. Create: question, 2-6 options, optional close time, done in one screen 2. Vote: one tap, no account, results revealed after voting, changeable while the pol
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Modal & Dialog Component System
What this prompt is for
One dialog system for the whole app: sizes, focus behavior and dismissal rules defined once, so confirmations and forms stop inventing their own physics.
When to use it
Before the third modal exists. Dialogs multiply, and each hand-rolled one forks focus and escape behavior a little differently.
# Context Build the application's dialog system: modal and confirmation primitives with consistent sizes, focus management and dismissal semantics, used by every overlay in the app. One system, no per-feature dialog physics. ## Core Features (Priority Order) 1. Base modal: sm, md, lg sizes, header, body, footer slots, close affordance 2. Focus behavior: trap inside, initial focus on the safe acti
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AI Text Classification API Integration
What this prompt is for
Text classification through an AI API with production discipline: a versioned label set, confidence thresholds with a review queue, batch processing, and drift monitoring.
When to use it
When incoming text needs routing at volume: tickets, leads, feedback, content. Wrong when a keyword rule solves it; try the dumb version first, classify when it breaks.
# Context Build a text classification service on an AI API: input text is labeled against your defined label set with confidence, low-confidence items queue for human review, and everything is measured against drift. ## Core Features (Priority Order) 1. The label set: names, definitions and two examples each, versioned as data, injected into every classification request 2. Classify endpoint: text
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SaaS In-App Announcement Banner
What this prompt is for
In-app announcements with targeting and dismissal that stick: plan- and behavior-scoped banners users see once, not forever.
When to use it
When product updates matter to some users and not others, and email is too slow or too blunt for 'this changed today'.
# Context Build in-app announcements for a SaaS: admins publish targeted messages (new feature, maintenance, plan changes) that render as non-blocking banners or cards, dismiss permanently per user, and expire on schedule. ## Core Features (Priority Order) 1. Admin composer: title, body, type (info, feature, warning), placement (banner or card) 2. Targeting: all users, plan tiers, or a behavior f
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Data Import (CSV Upload) Pipeline
What this prompt is for
A CSV import pipeline that ends in confidence, not mystery: column mapping, row-level validation with a downloadable error report, preview before commit, and imports that are atomic per run.
When to use it
When onboarding requires bringing existing data, and 'email us a spreadsheet' is the current pipeline. The import quality decides whether trials convert.
# Context Build a CSV import pipeline: upload, map columns to fields, validate every row with clear errors, preview the outcome, then commit atomically, with a downloadable report of anything rejected. ## Core Features (Priority Order) 1. Upload with delimiter and encoding detection, first rows previewed immediately 2. Column mapping UI: your fields against their headers, auto-matched where names
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Simple Quiz Builder
What this prompt is for
A quiz builder for scored and outcome quizzes: questions with weighted answers, result screens worth reaching, and the scoring transparency that makes results feel earned rather than arbitrary.
When to use it
For lead-gen quizzes, learning checks and personality-style outcomes: the quiz is a funnel with feedback. Wrong for proctored assessment; this is engagement scoring.
# Context Build a quiz builder: authors compose scored quizzes (points toward a total) or outcome quizzes (answers weighted toward result buckets), takers get a satisfying result screen, and completion is measured per question. ## Core Features (Priority Order) 1. Builder: question with 2-5 answers, per-answer points (scored mode) or per-answer outcome weights (outcome mode) 2. Result screens: sc
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Table UI with Sorting & Filters
What this prompt is for
A data table that stays fast and shareable: server-driven sort and filters in the URL, virtualized rows, and states for every way data disappoints.
When to use it
Any dataset past a hundred rows or a second consumer. Under that, a styled list with search beats the machinery.
# Context Build a data table for production volumes: sorting, filtering and pagination driven server-side, the current view encoded in the URL, and rendering that stays smooth at ten thousand rows. Tables are where generated apps quietly collapse; this one is specified against that. ## Core Features (Priority Order) 1. Column sorting, single-column with direction, ascending and descending, indica
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Payment Provider Webhook Integration
What this prompt is for
Payment provider webhooks as the source of truth: verified, idempotent event processing that drives entitlements, with reconciliation against the provider and a paper trail for every money event.
When to use it
The moment payments exist: checkout success pages lie, webhooks are the truth. Wrong to treat as optional; unprocessed payment events are revenue leaks with a timestamp.
# Context Integrate payment provider webhooks: signature-verified events drive subscription and entitlement state, processing is idempotent and ordered, failures alert loudly, and a reconciliation view proves your database agrees with the provider. ## Core Features (Priority Order) 1. Verified receipt: signature checked, raw event stored, fast acknowledgment, processing async 2. The event handler
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SaaS Audit Log Viewer
What this prompt is for
An append-only audit log with a viewer that answers who did what when: filterable, exportable, and honest about being immutable.
When to use it
The first time a customer's security review asks for it, or earlier if you handle data whose access needs accounting. Retrofitting capture is expensive; capture early, view later.
# Context Build audit logging for a multi-tenant SaaS: security-relevant actions are captured append-only, and admins get a viewer that answers who did what, when, to what, with filters and export. ## Core Features (Priority Order) 1. Capture: actor, action, target type and id, timestamp, IP, and a compact context object 2. Coverage of the actions that matter first: auth events, role changes, dat
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Soft Delete & Data Recovery System
What this prompt is for
Soft delete with a recovery window: deletes flag instead of destroy, a trash view restores in one click, retention rules purge on schedule, and every query excludes deleted rows by default.
When to use it
The first time a user deletes something they needed, which is always sooner than expected. Wrong for data you are legally required to hard-delete on request; build that path separately.
# Context Add soft delete and recovery to an app: deletions set a flag and timestamp, all reads exclude flagged rows by construction, a trash view lists recoverable items with time remaining, and a purge job hard-deletes past retention. ## Core Features (Priority Order) 1. Soft delete on the chosen entities: deleted_at timestamp plus deleted_by actor 2. Default-scope exclusion: normal queries nev
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Budget Planner Tool
What this prompt is for
A budget planner with money handled correctly: envelope-style category budgets, transactions in integer cents, month rollover rules you choose, and a month view that says what is left, not what happened.
When to use it
For consumer finance features and personal-tool products where the job is 'can I spend this?'. Wrong for accounting or bank sync; this is planning-first, entry is manual.
# Context Build a budget planner: monthly budgets per category, fast manual transaction entry, and a month view answering 'what is left where', with rollover behavior the user chooses per category. ## Core Features (Priority Order) 1. Categories with monthly budget amounts, grouped (essentials, lifestyle, goals), editable mid-month with the change logged 2. Transaction entry: amount, category, op
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Third-Party CRM Sync Integration
What this prompt is for
A two-way CRM sync with declared rules: field mapping, sync direction and conflict policy stated per field, a sync log that explains every change, and drift detection between systems.
When to use it
When your product's account data and the CRM diverge and both teams think theirs is right. Wrong without deciding field ownership first; sync automates your decisions, it cannot make them.
# Context Build a CRM sync: your product's accounts and contacts against the CRM's, with per-field mapping, direction and conflict rules declared as configuration, changes logged with reasons, and drift surfaced. ## Core Features (Priority Order) 1. Field mapping config: your field, their field, direction (push, pull, two-way), conflict winner, transform if any 2. Sync engine: scheduled and on-de
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Reading List Tracker
What this prompt is for
A reading list tracker with capture that keeps up: save links and books in seconds, a status flow that admits abandonment honestly, notes at the moment of finishing, and a library that resurfaces instead of accumulating.
When to use it
For personal-knowledge products and content-heavy communities: the pattern is capture, status, resurface. Wrong as a social review platform; this is the private-first version.
# Context Build a reading list tracker: capture articles and books fast, move them through an honest status flow, attach notes when finishing, and get resurfacing that turns the pile into a practice. ## Core Features (Priority Order) 1. Capture: paste a URL (title and site auto-fetched) or type a book title, tags optional, under five seconds 2. Statuses: to-read, reading, finished, abandoned; aba
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Feature Flag Service Integration
What this prompt is for
Integrating a hosted feature-flag service properly: one evaluation wrapper, typed flag definitions, local fallbacks for provider outages, and flag lifecycle hygiene from day one.
When to use it
When you choose a flag provider over building your own: the integration discipline decides whether flags stay an asset. Wrong to sprinkle provider SDK calls through the codebase.
# Context Integrate a hosted feature-flag service: all evaluation flows through one wrapper with typed flag definitions, defaults that work offline, environment separation, and a registry that keeps flags from becoming permanent. ## Core Features (Priority Order) 1. The wrapper: one module owning the provider SDK; the rest of the codebase imports flags, never the provider 2. Typed flag registry:
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Contact Form Backend Storage
What this prompt is for
A contact form with a backend that takes submissions seriously: validated storage, spam defense in layers, notification routing, and an inbox view with states, because a lost lead is the most expensive bug a site can have.
When to use it
For any site where the form is how business arrives. Wrong to treat as a mailto with styling; the backend and the follow-up discipline are the feature.
# Context Build a contact form backend: submissions validate and store first, notify reliably second, sit in an inbox with handled-states third, with spam defense layered in from the start. ## Core Features (Priority Order) 1. The form: name, email, message, optional topic select, inline validation, a success state that sets response expectations 2. Storage first: every valid submission is stored
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Resource Booking Manager
What this prompt is for
A resource booking manager for shared things: rooms, equipment and desks with per-resource rules, conflict-free reservations, and utilization visibility, the multi-resource sibling of the appointment flow.
When to use it
When a team shares finite resources and the current system is a taped-up sign. Wrong for customer appointments; that is the booking-system prompt.
# Context Build a resource booking manager: define resources with their rules, let members reserve conflict-free time slots, see availability at a glance, and give admins the utilization picture. ## Core Features (Priority Order) 1. Resources: name, type, location, capacity where relevant, per-resource rules (min/max duration, advance-booking window, approval required or not) 2. Booking: pick res
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AI Recipe Idea Generator
What this prompt is for
An AI recipe generator grounded in what you have: ingredients in, structured recipes out with substitutions and honest caveats, dietary constraints enforced, and the pantry logic that makes it a tool instead of a toy.
When to use it
For consumer food products or as the pattern for constrained-generation apps: inventory in, structured output with hard constraints out. The dietary rules are the engineering.
# Context Build a recipe generator: users enter available ingredients and constraints, get structured recipes (ingredients with amounts, ordered steps, time and servings) that respect the constraints absolutely, with substitutions where the pantry falls short. ## Core Features (Priority Order) 1. Ingredient input: type-ahead entry with quantities optional, a persistent pantry list for staples 2.
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AI Job Description Creator
What this prompt is for
An AI job description creator with a structure and a conscience: role briefs in, structured postings out, with inclusive-language checking, requirement discipline, and the salary-transparency field where law or decency demands it.
When to use it
When hiring happens often enough that postings are written from scratch or copied from the last one. Wrong as a resume screener; this is the outbound side only.
# Context Build a job description creator: a short role brief generates a structured posting (summary, responsibilities, requirements split hard/nice, benefits, process), run through language and requirement checks before anyone can copy it. ## Core Features (Priority Order) 1. The brief: role title, level, team context, 3-5 duty bullets, location/remote, salary range field 2. Generation into fix
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Quick Notes + Tags
What this prompt is for
A notes tool built on capture speed and tag discipline: instant entry, inline #tags that become structure, search that is actually fast, and zero organizing ceremony between thought and stored.
When to use it
For the capture layer of any productivity product: the pattern is speed first, structure as a byproduct. Wrong for long-form documents; this is for thoughts, not chapters.
# Context Build a quick-notes tool: a note is captured in under two seconds from anywhere in the app, #tags typed inline become the only organization, and search plus tag filters retrieve anything fast enough to trust the pile. ## Core Features (Priority Order) 1. Capture: a global input (keyboard shortcut opens it anywhere), enter saves, no required fields, no folders 2. Inline tags: #words in t
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AI Meeting Notes to To-Dos
What this prompt is for
An AI layer that turns meeting notes into owned to-dos: paste or import notes, extract action items with owner and due-date candidates, confirm in one review pass, and track completion where the team already works.
When to use it
When meetings end and the actions evaporate. Wrong as a transcription tool; this starts from notes that exist and ends at tasks that get done.
# Context Build a meeting-notes-to-todos tool: notes go in, an extraction pass proposes action items with owners and dates where stated, a human confirms in one review screen, and confirmed items become tracked tasks. ## Core Features (Priority Order) 1. Input: paste notes or upload a text/markdown file, with meeting title and date 2. Extraction: proposed action items, each with the source line q
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AI Customer FAQ
What this prompt is for
An AI-powered FAQ that answers from your content only: curated sources in, cited answers out, unanswered questions mined into new FAQ entries, with escalation that hands off gracefully.
When to use it
When the same questions arrive weekly and the answers exist somewhere. Wrong without content to ground in; this is retrieval over your answers, not an oracle.
# Context Build an AI customer FAQ: a curated set of Q&A entries and help content answers visitor questions with citations, questions the corpus cannot answer are said so honestly and logged, and the log becomes new entries. ## Core Features (Priority Order) 1. The corpus: FAQ entries (question, answer, category) managed in an admin view, plus optional imported help articles 2. Ask interface: a q
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Appointment Availability Scheduler
What this prompt is for
An availability scheduler for people, not resources: recurring weekly availability, exceptions and buffers, timezone-proof slot offering, and the booking-link flow that replaced the back-and-forth email thread.
When to use it
For calendly-shaped scheduling inside your product: one person's availability offered as bookable slots. Wrong for shared rooms and equipment; that is the resource-booking prompt.
# Context Build an appointment scheduler: a host defines weekly availability with exceptions and buffers, shares a booking link per meeting type, and invitees pick from live slots rendered in their own timezone, with the resulting appointment protected against conflicts. ## Core Features (Priority Order) 1. Meeting types: name, duration, location mode (call link, phone, in person), buffer before/
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AI Event Recommendations
What this prompt is for
An AI recommendation layer for events: preference signals in, ranked suggestions out, with every recommendation carrying its because-line, and the feedback loop that makes week three smarter than week one.
When to use it
For event platforms and community calendars where discovery is the bottleneck. Wrong with a thin catalog; recommendations need inventory before intelligence.
# Context Build event recommendations: users express preferences implicitly (views, saves, attendance) and explicitly (topics, formats, times), and a ranked 'for you' feed suggests events with a stated reason per suggestion. ## Core Features (Priority Order) 1. Preference capture: explicit topic and format picks at onboarding, plus implicit signals (viewed, saved, attended, dismissed) recorded fr
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Internal Tool Dashboard Builder
What this prompt is for
An internal dashboard builder on defined data sources: widgets composed from approved queries, layouts per team, refresh rules that respect the database, and sharing that respects access.
When to use it
When teams keep asking engineering for one more dashboard. Wrong as a BI replacement; this is the curated middle: approved queries, composable widgets, zero SQL in the UI.
# Context Build an internal dashboard builder: engineering defines approved data sources (named queries with parameters), teams compose dashboards from widgets bound to those sources, with layout, refresh and sharing handled properly. ## Core Features (Priority Order) 1. Source registry: named queries with typed parameters, owner, description and allowed visualizations, defined in code 2. Widgets
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Knowledge Base / Help Center
What this prompt is for
A help center that deflects honestly: structured articles with ownership and freshness, search that finds answers, feedback that routes to owners, and the article-health loop that fights documentation rot.
When to use it
When support repeats itself and the answers deserve URLs. Wrong as a marketing blog; this is task-focused documentation with a deflection job.
# Context Build a help center: categorized articles with owners and review dates, fast search, was-this-helpful feedback routed to owners, served as fast indexable pages that measurably deflect tickets. ## Core Features (Priority Order) 1. Articles: title, task-focused body (markdown with step lists and callouts), category, owner, last-reviewed date 2. Structure: categories with descriptions, fea
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Employee Directory App
What this prompt is for
An employee directory that answers 'who does what and who do I ask': profiles with roles, teams and expertise tags, org structure that stays current, and search built for the new-hire question.
When to use it
When the company outgrows everyone-knows-everyone and the org chart lives in a stale slide. Wrong as an HR system; this is the discovery layer, not the record of employment.
# Context Build an employee directory: profiles with role, team, expertise and contact preferences, a browsable team structure, and search tuned for 'who knows about X', with the data kept current by design rather than by nagging. ## Core Features (Priority Order) 1. Profiles: name, photo, role title, team, location/timezone, expertise tags, how-to-reach-me preferences, a short now-working-on lin
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Form Builder with Conditional Logic
What this prompt is for
A form builder with conditional logic that stays debuggable: field types with validation, show-when rules one level deep, a live preview that explains itself, and submissions stored with the logic version that shaped them.
When to use it
When forms need branching (different questions for different answers) and static forms mean six near-duplicate versions. Wrong for surveys with analysis needs; that is the survey prompt.
# Context Build a form builder with conditional logic: authors compose fields with validation, attach show-when rules, preview the branching live, and collect submissions that record which path the respondent took. ## Core Features (Priority Order) 1. Field types: text, email, number with ranges, select, multi-select, date, file upload, each with required and validation options 2. Conditions: sho
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Kanban Board for Workflow Tracking
What this prompt is for
A kanban board that models your actual workflow: columns as stages with entry rules and WIP limits, cards that carry their history, and the flow metrics (cycle time, aging) that make bottlenecks visible.
When to use it
When work moves through stages and the current board is either a wall of stickies or a tool nobody configured. The WIP limits and aging are the point; without them it is a list with columns.
# Context Build a kanban workflow board: columns represent your stages with optional WIP limits, cards move by drag with history recorded, and the board surfaces flow health (aging cards, cycle time) instead of just position. ## Core Features (Priority Order) 1. Board: columns definable with names, order and optional WIP limit; cards with title, description, assignee, labels 2. Movement: drag bet
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