Collection
Text prompts
3,657 prompts for ChatGPT, Claude and Gemini: roles, writing and analysis prompts, and ready-made agent prompts for Claude Code and Gemini CLI.
0781Code Review AssistantCode Review Assistant. Review the provided code and return findingsChatGPT / Structured / developer0782Database Cloud Optimization Database Architect agentExpert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.Claude / Agent0783Summarize PaperSummarizes an academic paper by detailing its title, authors, technical approach, distinctive features, experimental setup, results, advantages, limitations, and conclusion in a clear, structured format using human-readable Markdown.Any model / Text0784Data TransformerData Transformer. Transform the input data according to the output schemaChatGPT / Structured / developer0785Database Cloud Optimization Database Optimizer agentExpert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1 resolution, multi-tier caching, partitioning strategies, and cloud database optimization. Handles complex query analysis, migration strategies, and performance monitoring. Use PROACTIVELY for database optimization, performance issues, or scalability challenges.Claude / Agent0786Summarize PromptSummarizes AI chat prompts by describing the primary function, unique approach, and expected output in a concise paragraph. The summary is focused on the prompt's purpose without unnecessary details or formatting.Any model / Text0787Story GeneratorStory Generator. ${Genre:fantasy, sci-fi, mystery, romance, horror}. ${Length:short, medium, long}. ${Tone:dark, humorous, inspirational}. string…ChatGPT / Structured0788SQL Pro agent #2Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and hybrid analytical systems. Use PROACTIVELY for database optimization or complex analysis.Claude / Agent0789Summarize Pull RequestsIDENTITY and PURPOSE You are an expert at summarizing pull requests to a given coding project. STEPS 1. Create a section called SUMMARY: and place a…Any model / Text0790Decision FilterI want you to act as a Decision Filter. Whenever I’m stuck between choices, your role is to remove noise, clarify what actually matters, and lead me…ChatGPT / Text0791Database Admin agentExpert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP/OCI database services, Infrastructure as Code, high availability, disaster recovery, performance optimization, and compliance. Handles multi-cloud strategies, container databases, and cost optimization. Use PROACTIVELY for database architecture, operations, or reliability engineering.Claude / Agent0792Summarize Rpg SessionSummarizes a role-playing game session by extracting key events, combat stats, character changes, quotes, and more.Any model / Text0793Break Down CostsCreate a transparent breakdown of how sponsor funds will be used (e.g., server costs, development tools, conference attendance, dedicated coding…ChatGPT / Text0794Debugging Toolkit Debugger agentDebugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues.Claude / Agent0795T Analyze Challenge HandlingProvides 8-16 word bullet points evaluating how well challenges are being addressed, calling out any lack of effort.Any model / Text0796Sponsor Hall of FameDesign a 'Sponsor Hall of Fame' section for my README and Sponsors page that creatively showcases and thanks all contributors at different tiers.ChatGPT / Text0797Debugging Toolkit DX Optimizer agentDeveloper Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.Claude / Agent0798To FlashcardsCreate Anki flashcards from a given text, focusing on concise, optimized questions and answers without external context.Any model / Text0799Show Direct ImpactWrite a paragraph that shows sponsors the direct impact their funding will have on my projects and the wider community.ChatGPT / Text0800Monorepo Architect agentExpert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development. Use PROACTIVELY for monorepo setup, build optimization, or scaling development workflows across teams.Claude / Agent0801Transcribe MinutesExtracts (from meeting transcription) meeting minutes, identifying actionables, insightful ideas, decisions, challenges, and next steps in a structured format.Any model / Text0802Tell Your StoryWrite a personal story about why I started contributing to open source, what drives me, and how sponsorship helps me continue this journey in…ChatGPT / Text0803Dgx Spark Ops Engineer agentNVIDIA DGX Spark environment doctor for GB10/aarch64/CUDA-13 systems. Diagnoses and fixes ML stack setup, unified-memory, and thermal issues. Use PROACTIVELY when preparing or debugging any training or inference workload on DGX Spark hardware.Claude / Agent0804TranslateTranslates sentences or documentation into the specified language code while maintaining the original formatting and tone.Any model / Text0805Monthly UpdatesCreate a template for monthly sponsor updates that includes progress, challenges, wins, and upcoming features for [project].ChatGPT / Text0806Distributed Debugging Error Detective agentSearch logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors.Claude / Agent0807TweetProvides a step-by-step guide on crafting engaging tweets with emojis, covering Twitter basics, account creation, features, and audience targeting.Any model / Text0808Success StoriesWrite 3-5 brief success stories or testimonials from users who have benefited from [project name], showing real-world impact.ChatGPT / Text0809Mermaid Expert agentCreate Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling. Use PROACTIVELY for visual documentation, system diagrams, or process flows.Claude / Agent0810Ultimate Law SafetyEvaluates actions, policies, or systems against the Ultimate Law framework — a minimal, falsifiable ethical constraint that prohibits creating unwilling victims.Any model / Text0811Announce MilestoneWrite an announcement for my Sponsors page about a new milestone or feature in [project], encouraging new and existing sponsors to get involved.ChatGPT / Text0812Reference Builder agentCreates exhaustive technical references and API documentation. Generates comprehensive parameter listings, configuration guides, and searchable reference materials. Use PROACTIVELY for API docs, configuration references, or complete technical specifications.Claude / Agent0813Write EssayWrites essays in the style of a specified author, embodying their unique voice, vocabulary, and approach. Uses `author_name` variable.Any model / Text0814Create a Professional BioWrite a GitHub Sponsors bio for my profile that highlights my experience in [your field], the impact of my open source work, and my commitment to…ChatGPT / Text0815.NET Architect agentExpert .NET backend architect specializing in C#, ASP.NET Core, Entity Framework, Dapper, and enterprise application patterns. Masters async/await, dependency injection, caching strategies, and performance optimization. Use PROACTIVELY for .NET API development, code review, or architecture decisions.Claude / Agent0816Write Essay PgWrites concise, clear essays in the style of Paul Graham, focusing on simplicity, clarity, and illumination of the provided topic.Any model / Text0817Time CommitmentExplain how sponsorship would allow me to dedicate [X hours/days] per week/month to open source, comparing current volunteer time vs. potential…ChatGPT / Text0818Frontend Mobile Development Mobile Developer agentDevelop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store optimization. Use PROACTIVELY for mobile features, cross-platform code, or app optimization.Claude / Agent0819Write Hackerone ReportGenerates concise, clear, and reproducible bug bounty reports, detailing vulnerability impact, steps to reproduce, and exploit details for triagers.Any model / Text0820Enterprise SponsorshipDesign enterprise-level sponsorship tiers ($500, $1000, $5000) with benefits like priority support, custom features, and brand visibility for my…ChatGPT / Text0821Frontend Security Coder agentExpert in secure frontend coding practices specializing in XSS prevention, output sanitization, and client-side security patterns. Use PROACTIVELY for frontend security implementations or client-side security code reviews.Claude / Agent0822Write LatexGenerates syntactically correct LaTeX code for a new.tex document, ensuring proper formatting and compatibility with pdflatex.Any model / Text0823Creative PerksSuggest creative perks or acknowledgments for sponsors to foster a sense of belonging and appreciation.ChatGPT / Text0824Mobile Security Coder agentExpert in secure mobile coding practices specializing in input validation, WebView security, and mobile-specific security patterns. Use PROACTIVELY for mobile security implementations or mobile security code reviews.Claude / Agent0825Write Nuclei Template RuleGenerates Nuclei YAML templates for detecting vulnerabilities using HTTP requests, matchers, extractors, and dynamic data extraction.Any model / Text0826Explain Funding ImpactCreate a section for my Sponsors page that explains how funding will help me dedicate more time to [project/topics], support new contributors, and…ChatGPT / Text0827Elixir Pro agentWrite idiomatic Elixir code with OTP patterns, supervision trees, and Phoenix LiveView. Masters concurrency, fault tolerance, and distributed systems. Use PROACTIVELY for Elixir refactoring, OTP design, or complex BEAM optimizations.Claude / Agent0828Write Pull RequestIDENTITY AND PURPOSE You are an experienced software engineer about to open a PR. You are thorough and explain your changes well, you provide…Any model / Text0829Impact MetricsCreate a compelling data-driven section showing the impact of [project name]: downloads, users helped, issues resolved, and community growth…ChatGPT / Text0830Haskell Pro agentExpert Haskell engineer specializing in advanced type systems, pure functional design, and high-reliability software. Use PROACTIVELY for type-level programming, concurrency, and architecture guidance.Claude / Agent0831Write Semgrep RuleCreates accurate and working Semgrep rules based on input, following syntax guidelines and specific language considerations.Any model / Text0832Write Tier DescriptionsWrite descriptions for three GitHub Sponsors tiers ($5, $25, $100) that offer increasing value and recognition to supporters.ChatGPT / Text0833Minecraft Bukkit Pro agentMaster Minecraft server plugin development with Bukkit, Spigot, and Paper APIs. Specializes in event-driven architecture, command systems, world manipulation, player management, and performance optimization. Use PROACTIVELY for plugin architecture, gameplay mechanics, server-side features, or cross-version compatibility.Claude / Agent0834Youtube SummaryCreate concise, timestamped Youtube video summaries that highlight key points.Any model / Text0835Student TierCreate a special $1-2 student sponsorship tier with meaningful benefits that acknowledges their support while respecting their budget.ChatGPT / Text0836Unity Developer agentBuild Unity games with optimized C# scripts, efficient rendering, and proper asset management. Masters Unity 6 LTS, URP/HDRP pipelines, and cross-platform deployment. Handles gameplay systems, UI implementation, and platform optimization. Use PROACTIVELY for Unity performance issues, game mechanics, or cross-platform builds.Claude / Agent0837Prompt Index<!--- AUTO‑GENERATED: do not edit manually. Run scripts/build index.py -- Prompt Index Path Title ------ ------- [creative writing/Dialogue…Any model / Text0838Suggest Pricing TiersSuggest ideas for pricing tiers on GitHub Sponsors, including unique benefits at each level for individuals and companies.ChatGPT / Text0839HR Pro agentProfessional, ethical HR partner for hiring, onboarding/offboarding, PTO and leave, performance, compliant policies, and employee relations. Ask for jurisdiction and company context before advising; produce structured, bias-mitigated, lawful templates.Claude / Agent0840Community Promptsprompts/ ├── programming/ 17 dev & infrastructure prompts ├── writing/ 14 content & language prompts ├── miscellaneous/ 8 creative & red-team prompts…Any model / Text