AI Prompt Library

Review the following code for bugs, performance issues, and readability. Suggest specific improvements with code examples. [paste code here]

Explain the following code line by line. Assume I am a beginner. Describe what each section does and why. [paste code here]

Write comprehensive unit tests for the following function. Cover edge cases, error handling, and typical usage. Use [testing framework]. [paste function here]

Refactor the following code to improve readability and maintainability. Keep the same functionality. Explain each change you make. [paste code here]

Convert the following [source language] code to [target language]. Use idiomatic patterns for the target language and note any differences in behavior. [paste code here]

I am getting the following error in my [language/framework] project. Explain what causes it and provide a fix. Error: [paste error] Relevant code: [paste code]

Write a regular expression that matches [describe pattern]. Provide the regex, an explanation of each part, and 3 example matches and 3 non-matches.

Design a database schema for [describe application]. Include tables, columns with data types, primary keys, foreign keys, and indexes. Use [SQL dialect].

Design a RESTful API for [describe resource/feature]. Include endpoints, HTTP methods, request/response bodies (JSON), status codes, and authentication requirements.

Write a clear, conventional commit message for the following changes. Use the Conventional Commits format (type: description). Changes: [describe changes]

Write a Dockerfile for a [language/framework] application. Include multi-stage builds, security best practices, and a docker-compose.yml if applicable. App details: [describe app]

Analyze the following code for performance bottlenecks. Suggest optimizations with benchmarks or Big-O analysis where applicable. [paste code here]

Write a command-line tool in [language] that [describe functionality]. Include argument parsing, help text, error handling, and example usage.

Audit the following code for security vulnerabilities (SQL injection, XSS, CSRF, etc.). List each issue with severity, explanation, and a fix. [paste code here]

Generate TypeScript type definitions from the following JSON data. Use interfaces, handle optional fields, and add JSDoc comments. [paste JSON here]

Create a detailed blog post outline for the topic: "[topic]". Include a compelling title, introduction hook, 5-7 main sections with subpoints, and a conclusion with a call to action.

Rewrite the following text to be clearer and more concise. Maintain the original meaning and tone. Highlight what you changed and why. [paste text here]

Write a professional email for the following situation: Purpose: [describe purpose] Recipient: [describe recipient] Tone: [formal/casual/friendly] Key points to include: [list points]

Proofread the following text for grammar, spelling, punctuation, and style errors. List each correction with the original and fixed version. [paste text here]

Rewrite the following text in a [target tone: professional/casual/humorous/academic/empathetic] tone. Keep the core message intact. [paste text here]

Summarize the following text in [number] sentences. Capture the key points, main argument, and conclusion. [paste text here]

Write a press release for the following announcement: Company: [name] Announcement: [describe] Key details: [list] Quote from: [name, title] Follow AP style and standard press release format.

Write a compelling product description for [product name]. Include features, benefits, target audience, and a persuasive closing. Tone: [specify tone]. Word limit: [number].

Write a cover letter for a [job title] position at [company]. Highlight the following experience and skills: [list experience] Keep it under 400 words and match a professional but personable tone.

Write 3 different opening paragraphs for a [genre] story about [premise]. Each should use a different narrative technique (dialogue, action, description).

Write technical documentation for the following feature/API: Name: [name] Purpose: [describe] Parameters/inputs: [list] Outputs: [describe] Include overview, usage examples, and edge cases.

Convert the following rough meeting notes into a structured summary with: attendees, key decisions, action items (with owners and deadlines), and open questions. [paste notes here]

Translate the following text from [source language] to [target language]. Adapt cultural references, idioms, and tone for a [target audience] audience. Flag any phrases that do not translate directly. [paste text here]

Write landing page copy for [product/service]. Include a headline, subheadline, 3 benefit sections with icons, social proof section, and a CTA. Target audience: [describe].

Create a 2-week social media content calendar for [brand/product] on [platforms]. Include post topics, captions, hashtags, and best posting times. Theme: [describe].

Write 5 ad copy variations for [product/service] targeting [audience]. For each, provide a headline (max 30 chars), description (max 90 chars), and CTA. Platform: [Google/Facebook/Instagram].

Generate 10 email subject lines for a [type: newsletter/promo/welcome/re-engagement] email about [topic]. Mix curiosity, urgency, personalization, and benefit-driven approaches. Keep under 50 characters.

Write 3 SEO meta descriptions for a page about [topic]. Each should be 150-160 characters, include the keyword "[keyword]", and have a compelling CTA.

Create a detailed customer persona for [product/service]. Include demographics, psychographics, goals, pain points, preferred channels, objections to buying, and a day-in-the-life scenario.

Write a 5-email launch sequence for [product]. Include: teaser, value/education, social proof, offer reveal, and last-chance emails. Each email: subject line, body (200 words max), and CTA.

Create a competitor analysis framework for [my product] vs [competitor 1] and [competitor 2]. Compare features, pricing, positioning, strengths, weaknesses, and identify gaps we can exploit.

Write 3 influencer outreach message templates for promoting [product/service]. Include personalization placeholders, value proposition, and collaboration options. Tone: casual and professional.

Generate 5 A/B test hypotheses for [landing page/email/ad campaign]. For each, state: the change, the expected outcome, the metric to track, and the reasoning.

Create a brand voice guide for [brand/company]. Include: tone attributes (3-5), do/don't examples, vocabulary preferences, sample copy for different channels (social, email, website), and a one-line brand voice statement.

Write a case study for [client/project]. Structure: challenge, solution, implementation process, results (with metrics), and client quote. Use the following details: [paste details here]

Write a [duration]-second video script for [product/service] on [platform]. Include visual directions, voiceover text, on-screen text, and a hook in the first 3 seconds. Target audience: [describe].

Create a detailed character profile for a [genre] story. Include: name, age, appearance, personality traits (3 strengths, 3 flaws), backstory, motivation, internal conflict, speech pattern, and a defining moment.

Build a world for a [genre] story set in [time period/setting]. Describe: geography, political structure, social hierarchy, economy, technology level, magic/science system, cultural norms, and a central conflict.

Generate 5 unexpected plot twists for a [genre] story with the following premise: [describe premise] For each twist, explain how it recontextualizes earlier events and its emotional impact.

Write a dialogue scene between [character A] and [character B] where [describe situation/conflict]. Show personality through speech patterns and subtext. Include minimal stage directions.

Write a [form: sonnet/haiku/free verse/limerick] poem about [topic/theme]. Incorporate [imagery type: nature/urban/abstract]. Tone: [specify mood].

Write a 500-word short story inspired by this scene: [describe a visual scene in detail]. Include sensory details for at least 3 senses. End with an unexpected final line.

Generate 10 unique story concepts that combine [genre A] with [genre B]. For each, provide a one-sentence premise, the main character archetype, and the central question the story explores.

Rewrite the following passage in the style of [author name]. Mimic their sentence structure, vocabulary, themes, and narrative voice. [paste passage here]

Write lyrics for a [genre] song about [topic]. Include: verse 1, chorus, verse 2, chorus, bridge, final chorus. Add notes on suggested melody feel and tempo.

Write an alternate history scenario where [historical event] happened differently. Describe the immediate consequences, how the world looks 50 years later, and a day in the life of an ordinary person in this timeline.

Write a screenplay scene in proper format. Setting: [describe]. Characters: [list]. Conflict: [describe]. Include slug line, action lines, dialogue, and parentheticals.

Invent a new mythological creature for a [culture/setting] inspired world. Describe: appearance, abilities, habitat, behavioral patterns, cultural significance, and the legend humans tell about it.

Write a satirical news article about [topic/trend] in the style of The Onion. Include a headline, subheadline, 3-4 paragraphs with fake quotes, and maintain a deadpan journalistic tone throughout.

Analyze the following CSV data. Provide: summary statistics, notable patterns and trends, outliers, correlations between variables, and 3 actionable insights. [paste data here]

Write an optimized SQL query to [describe what you need]. Tables and schema: [describe tables] Include indexes to create if needed, and explain the query plan.

I have a dataset with the following issues: [describe data quality problems]. Write a step-by-step data cleaning plan with code examples in [Python/R/SQL]. Handle: missing values, duplicates, outliers, and inconsistent formatting.

Design a dashboard specification for monitoring [describe business area]. Include: 5-8 key metrics with definitions, chart types for each, filter options, refresh frequency, and a wireframe description of the layout.

I want to test whether [describe hypothesis]. My data has [describe variables, sample size, distribution]. Recommend the appropriate statistical test, state the assumptions, and show how to run it in [Python/R].

I have the following data: [describe dataset]. Recommend the 3 best visualization types to communicate [key insight/story]. For each, explain why it works, what axes/encodings to use, and common mistakes to avoid.

Design an ETL pipeline to move data from [source] to [destination]. Include: extraction method, transformation steps, loading strategy, error handling, scheduling, and monitoring. Tech stack: [specify].

Write pandas code to perform the following operations on my DataFrame: Columns: [list columns] Operations: [describe transformations, aggregations, filters] Include comments and handle edge cases.

Define 5-7 KPIs for measuring [business objective]. For each KPI, provide: name, formula, data source, target value, measurement frequency, and who is responsible for it.

Analyze the following A/B test results: Control: [metrics] Variant: [metrics] Sample size: [number] Duration: [days] Calculate statistical significance, confidence interval, and provide a recommendation.

Design a data model for [describe use case]. Include: entity-relationship diagram description, table definitions, data types, relationships, and a star/snowflake schema if applicable. Optimize for [OLTP/OLAP].

I want to predict [dependent variable] using [independent variables]. My data has [number] observations. Walk me through: which regression model to use, feature selection, handling multicollinearity, model evaluation metrics, and interpretation of results.

Analyze the following survey results. Provide: response rate analysis, distribution of answers per question, cross-tabulations between [variable A] and [variable B], sentiment trends, and 3 key takeaways. [paste data here]

Perform a SWOT analysis for [company/product/idea]. Provide 4-5 items per quadrant (Strengths, Weaknesses, Opportunities, Threats) with brief explanations. Include strategic recommendations based on the analysis.

Write an executive summary for a business plan. Business: [describe]. Include: mission statement, problem/solution, target market, revenue model, competitive advantage, team overview, and funding ask (if applicable).

Create a 10-slide pitch deck outline for [company/product]. For each slide, provide: title, key message (1 sentence), supporting data points, and visual suggestions. Follow the standard VC pitch structure.

Define OKRs (Objectives and Key Results) for [team/company] for [quarter/year]. Create 3 objectives, each with 3-4 measurable key results. Include baseline metrics and target values.

Create a structured meeting agenda for a [meeting type] meeting. Duration: [time]. Attendees: [list roles]. Include: objectives, timed agenda items, discussion points, decision items, and next steps section.

Help me prepare for a negotiation about [describe situation]. Outline: my BATNA, their likely BATNA, key interests (mine and theirs), opening position, target outcome, walk-away point, and 3 creative options for mutual gain.

Write a job description for a [title] role at [company type]. Include: role summary, 5-7 responsibilities, required qualifications (must-have vs nice-to-have), compensation range approach, and company culture highlights. Avoid biased language.

Write a performance review for an employee who [describe performance level]. Include: accomplishments summary, areas of strength (3), areas for growth (2), specific examples, goals for next period, and overall rating rationale.

Analyze the following customer feedback and categorize it by theme. Identify: top 3 positive themes, top 3 negative themes, urgent issues, feature requests, and recommended actions for each. [paste feedback here]

Develop a pricing strategy for [product/service]. Consider: cost structure, competitor pricing, value perception, price elasticity, tiering options (free/basic/pro), and launch pricing vs long-term pricing.

Create a risk assessment for [project/initiative]. Identify 8-10 risks. For each: description, likelihood (1-5), impact (1-5), risk score, mitigation strategy, and contingency plan. Format as a matrix.

Create a stakeholder communication plan for [project/change]. Identify key stakeholders, their concerns, communication frequency, preferred channels, key messages, and who is responsible for each communication.

Analyze the following business process and suggest improvements: Current process: [describe steps] Pain points: [list] Goals: [list] Provide: root cause analysis, recommended changes, expected impact, implementation steps, and success metrics.

Explain [complex topic] as if I were 5 years old. Use simple analogies, everyday examples, and short sentences. Then provide a slightly more advanced explanation for a teenager.

Create a lesson plan for teaching [topic] to [age group/level]. Include: learning objectives, prerequisite knowledge, materials needed, warm-up activity, main instruction (with timing), practice exercises, assessment method, and extension activities.

Create a 10-question quiz on [topic] for [level] students. Include: 5 multiple choice, 3 short answer, and 2 essay questions. Provide an answer key with explanations for each answer.

Compare and contrast [concept A] and [concept B]. Create a table of similarities and differences across 5-6 dimensions. Then provide 3 real-world examples where understanding the difference matters.

Create a comprehensive study guide for [subject/exam]. Include: key concepts with definitions, important formulas/rules, common mistakes to avoid, mnemonics for memorization, and 5 practice problems with solutions.

Generate 10 Socratic discussion questions about [topic/text]. Progress from factual recall to analysis, evaluation, and synthesis. Include follow-up probes for each question.

Create 5 different analogies to explain [complex concept]. Each analogy should target a different audience (child, teenager, adult, expert, visual learner). Explain what aspect of the concept each analogy captures and where it breaks down.

Create a research paper outline for the thesis: "[thesis statement]". Include: abstract summary, introduction with hook, literature review sections, methodology, expected results, discussion points, and conclusion. Suggest 5 search terms for finding sources.

Create 20 flashcards for studying [topic]. Each card should have a front (question/term) and back (answer/definition). Order them from fundamental to advanced concepts.

Prepare arguments for a debate on: "[topic/motion]". For both sides, provide: 3 main arguments with evidence, anticipated counterarguments, rebuttals, and a closing statement. Include logical fallacies to avoid.

Create a structured learning path for mastering [skill/subject] from beginner to advanced. Include: phases (with timeframes), specific topics per phase, recommended resources, hands-on projects, and milestones to assess progress.

Summarize the following academic paper/abstract for a general audience. Explain: the research question, methodology (simplified), key findings, why it matters, and limitations. Avoid jargon. [paste abstract here]

Create a structured weekly plan for achieving [goal]. I have [X hours] available per day. Include: daily task blocks with time estimates, buffer time, review checkpoints, and a prioritization framework.

Help me decide between the following options: [list options]. Create a weighted decision matrix with criteria: [list criteria or let AI suggest]. Score each option 1-5 per criterion and calculate weighted totals.

Break down the following large task into actionable subtasks: "[describe task]". For each subtask, estimate time required, list dependencies, and suggest an order of execution. Flag any tasks that can be done in parallel.

Write a daily standup update based on the following: Yesterday: [what you did] Today: [what you plan] Blockers: [any issues] Format it concisely for a team channel. Keep each section to 1-2 bullet points.

Design a habit tracking system for building [number] new habits: [list habits]. Include: daily schedule integration, trigger/cue for each habit, minimum viable version (2-minute rule), tracking method, and weekly review criteria.

Create an email management system for handling [number] emails per day. Include: folder/label structure, rules for auto-sorting, response templates for common emails, processing schedule, and criteria for delete/delegate/do/defer.

Facilitate a retrospective for [project/sprint]. Generate prompts for: What went well (3 questions), What could improve (3 questions), Action items template, and a creative retrospective format beyond the standard start/stop/continue.

Convert the following vague goal into a SMART goal (Specific, Measurable, Achievable, Relevant, Time-bound): "[vague goal]". Then break it into monthly milestones and weekly actions.

I spend [X hours/week] on [repetitive task]. Suggest ways to automate or streamline it using available tools (Zapier, scripts, templates, etc.). For each suggestion, estimate time saved and difficulty to implement.

Write a project status report based on the following: Project: [name] Period: [dates] Progress: [describe] Risks: [list] Next steps: [list] Format: executive summary (2 sentences), progress details, risk table, and upcoming milestones.

Create a Standard Operating Procedure (SOP) document for [process]. Include: purpose, scope, roles involved, step-by-step instructions with screenshots placeholders, exception handling, and a revision log template.

Plan a [duration]-hour deep work session for [task]. Include: preparation checklist, Pomodoro breakdown (or preferred technique), specific deliverables per block, break activities, and a post-session review prompt.

Write an internal knowledge base article about [topic/process]. Include: title, summary, step-by-step guide, FAQ (5 questions), troubleshooting section, and related articles suggestions. Write for a new team member.