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Creates a ready to run Python script for exploratory data analysis that covers missing value detection, univariate and bivariate exploration, and automatic chart generation. Source
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Generate spec compliant Conventional Commit messages with strict formatting and no filler. Enforce consistent commit standards across your team without deviation. Source: https://a
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Walks an LLM through a full hypothesis test: checking assumptions, choosing the right test, computing effect size, and explaining the result in plain language, with runnable code i
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Generates a SQL query that builds a cohort by month offset retention matrix, with clear metric definitions and commented CTEs. Useful for product and data teams tracking how user c
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Scans your codebase for swallowed exceptions, unchecked error returns, and misleading log and continue paths, then scores overall error handling quality. Use it before a release or
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Generates a risk ordered refactoring plan that sequences changes from least to most invasive, with a verification test after each step. Use it when you need to modernize or restruc
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Converts plain language data questions into structured SQL using CTEs, null safe logic, and readable column aliases. Use it when you want queries that run clean and stay readable f
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Generates a modular Python DataCleaner class where each data issue gets its own method, all steps chain together, and every run logs what changed alongside before/after row counts.
chain-of-thoughttemplatedata-extractioncode-generationdata-analyticsGPT-4Claude 3.5 SonnetGemini 1.5 Pro
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Generates a weekly cohort retention query with a full date spine so zero activity users appear as 0% retention rather than being dropped as NULL. Use this when building retention d
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From the Anthropic prompt engineering guide section on agentic systems. A concrete system prompt snippet that tells Claude Opus 4.7 when to spawn subagents counter balancing its de
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Opening section of the v0 production system prompt. Notable for its strict rules about how AskUserQuestions interacts with parallel tool calls, image asset handling, and a project
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Opening of the Bolt.new system prompt. Documents WebContainer's browser bound Node.js runtime, the lack of native binaries, pip, and git, and the bolt file modifications diff forma
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From the Anthropic prompt engineering guide. Counter acts the 'AI slop' look in generated UI by forcing Claude to present multiple distinct design directions before writing code. P