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The complete, free PromptCorrectly library — research-backed prompts and skills for ChatGPT, Claude, and Grok. Every prompt opens to a full, copy-ready page you can fork into the visual Studio. Page 11 of 38.

Code Review & Debugging

Pull Request Review With Severity TriageReviews a pull request diff and returns issues bucketed by blocking, major, minor, and nit severity with concr…
Root-Cause Analysis From a Stack TraceWalks a stack trace and surrounding code step by step to isolate the true root cause and propose a minimal ver…
Security-Focused Code AuditAudits a code module against the OWASP Top 10 and common weakness patterns, reporting exploitability and remed…
Concurrency And Race Condition HunterInspects multithreaded or async code for races, deadlocks, and visibility bugs and proposes safe synchronizati…
Performance Bottleneck DiagnosisAnalyzes slow code for algorithmic and I/O hotspots, estimates complexity, and proposes measurable optimizatio…
Memory Leak And Resource Exhaustion InvestigationTracks down growing memory, unclosed handles, and unbounded structures, then recommends bounded, leak-free pat…
Flaky Test StabilizerDiagnoses why an intermittently failing test is flaky and rewrites it to be deterministic and reliable.
Null And Edge-Case Defensive ReviewHunts for null/undefined dereferences, boundary errors, and unhandled edge cases across a function's input spa…
API Contract And Backward-Compatibility ReviewReviews API changes for breaking-change risk, versioning, and contract clarity before they ship to consumers.
Heisenbug Reproduction StrategyBuilds a systematic plan to reliably reproduce a rare, hard-to-trigger intermittent bug before attempting a fi…
Git Bisect And Regression Localization PlanDesigns a bisect-driven strategy to pinpoint the commit that introduced a regression and confirm the culprit.
Log And Telemetry ForensicsReconstructs an incident timeline from logs and metrics, separating cause from cascading effects.
Refactoring Safety ReviewVerifies that a refactor preserves behavior, flagging hidden semantic changes and gaps in test coverage.
Database Query And Index ReviewReviews SQL and ORM usage for slow queries, missing indexes, N+1 problems, and correctness under concurrency.
Off-By-One And Boundary Bug LocalizerPinpoints index, loop bound, and slicing errors by exhaustively reasoning through boundary inputs.
Error Handling And Resilience ReviewEvaluates how code handles failures, retries, and partial outages, recommending robust failure semantics.
Type System And Generics Soundness ReviewReviews typed code for unsound casts, any-leaks, weak generics, and runtime/compile-time type mismatches.
Configuration And Environment Drift DebugDiagnoses 'works on my machine' bugs by isolating config, dependency, and environment differences.
Readability And Maintainability CritiqueCritiques code for clarity, naming, structure, and cognitive load, then proposes a cleaner version.
Dependency And Supply-Chain Risk ReviewReviews added or updated dependencies for security, licensing, maintenance, and bloat risks before merge.
Async/Await And Promise Pitfall ReviewFinds unawaited promises, swallowed rejections, and sequential-vs-parallel mistakes in async JavaScript or Typ…
Rubber-Duck Guided Debugging SessionRuns an interactive Socratic debugging dialogue that guides the developer to the root cause instead of just ha…
Floating-Point And Numeric Precision Bug ReviewDetects precision loss, comparison errors, and rounding bugs in numeric and financial code.
Diff Self-Critique Before CommitHas the model critique its own proposed change adversarially, surfacing bugs and weaknesses before you commit …
Cross-Language Bug Translation ReviewReviews code ported between languages for semantic mistranslations in types, errors, and standard-library beha…
Test Coverage Gap And Test Quality ReviewEvaluates existing tests for meaningful coverage, weak assertions, and missing scenarios, then proposes new te…
Microservice Distributed Failure DebugDiagnoses failures that span services, focusing on timeouts, retries, idempotency, and partial-failure consist…
Legacy Code Comprehension And Bug HuntExplains an unfamiliar legacy file and surfaces latent bugs and risky areas before you change it.
Commit-Ready Review Checklist PassRuns a structured pre-commit checklist across correctness, tests, security, and docs and returns a go/no-go de…

Data Analysis & SQL

Translate Business Questions Into SQLTurns a plain-English stakeholder question into a correct, well-commented SQL query against a known schema.
Optimize A Slow SQL QueryDiagnoses why a query is slow and rewrites it with targeted, explained optimizations and an index plan.
Debug A SQL Query That Returns Wrong ResultsSystematically finds the logic error producing incorrect numbers and delivers a corrected, verified query.
Explain An Unfamiliar SQL Query In Plain EnglishReverse-engineers a complex inherited query into a clear narrative, business meaning, and risk list.
Design A Star Schema For AnalyticsProduces a dimensional model with fact and dimension tables, grain, keys, and SCD strategy for a reporting nee…
Build A Cohort Retention AnalysisGenerates SQL and interpretation for a cohort retention matrix from event or subscription data.
Funnel Conversion Analysis With SQLConstructs a stepwise conversion funnel with drop-off rates and time-to-convert from event data.
Window Function Mastery For Ranking And TrendsSolves ranking, running totals, and period-over-period problems with the right window function and framing.
Exploratory Data Analysis Plan And CodeProduces a structured EDA plan plus pandas/SQL code to profile a new dataset before modeling.
Translate Pandas To SQL And BackConverts a data transformation faithfully between pandas and SQL while preserving exact semantics.
Define A Metric Precisely For The Whole OrgTurns a fuzzy KPI into a rigorous, unambiguous metric definition with SQL and edge-case rules.
Root-Cause A Metric Spike Or DropDrives a systematic decomposition to explain why a metric moved, with SQL to test each hypothesis.
Design An A/B Test AnalysisSpecifies the statistical analysis for an experiment, including SQL for metrics and significance interpretatio…
Data Quality Audit Query SuiteGenerates a battery of SQL checks to surface nulls, duplicates, referential breaks, and anomalies in a table.
Build An Incremental dbt ModelWrites an incremental dbt model with correct unique key, late-arriving handling, and backfill strategy.
Time-Series Aggregation With Gap FillingProduces a continuous, gap-filled time series with zeros for empty buckets and correct period boundaries.
RFM Customer SegmentationScores customers by Recency, Frequency, and Monetary value into actionable segments with SQL.
Pivot And Unpivot Data In SQLReshapes data between long and wide formats with conditional aggregation or native PIVOT, including dynamic ca…
Refactor Nested Subqueries Into Clean CTEsRestructures a tangled query into readable, named CTEs without changing results, and documents each step.
Write An Executive Summary From A DatasetTurns analytical findings into a crisp, decision-oriented executive summary with caveats and next steps.
Detect Anomalies In A Time SeriesFlags statistical outliers in a metric over time using rolling baselines and explains likely causes.
Design Indexes For A Query WorkloadRecommends a minimal, high-impact index set for a set of queries with column order and covering rationale.
Compute Sessionization From Raw EventsGroups raw event logs into sessions using an inactivity gap and derives per-session metrics in SQL.
SQL Interview Coaching With Worked SolutionsSolves a SQL challenge as a teaching session, showing the thought process, solution, and common traps.
Currency And Unit Normalization For ReportingBuilds SQL to convert multi-currency or mixed-unit transactions to a single reporting basis with correct rates…
Deduplicate Records With Confidence RulesIdentifies and collapses duplicate or near-duplicate rows using deterministic and fuzzy rules in SQL.
Build A Slowly Changing Dimension Type 2Implements SCD Type 2 history tracking with effective dates, current flags, and a correct merge in SQL.
Correlation And Driver Analysis On A TablePlans a sound correlation/driver analysis, computes it in SQL or pandas, and guards against spurious conclusio…
Generate Realistic Synthetic Test DataDesigns schema-aware synthetic data with realistic distributions and referential integrity for testing analyti…

Product Management

Pressure-Tested Product Requirements DocumentDrafts a complete, engineering-ready PRD with problem framing, scope boundaries, success metrics, and explicit…
RICE Prioritization Scoring EngineScores and ranks a backlog using RICE with transparent assumptions, sensitivity flags, and a defensible recomm…
Jobs-To-Be-Done Interview SynthesisTurns raw user interview notes into JTBD job statements, forces of progress, and prioritized opportunity areas…
Quarterly Product Roadmap NarrativeBuilds an outcome-driven quarterly roadmap organized by themes and bets, with confidence levels and dependenci…
North Star Metric And Input TreeDefines a defensible north-star metric and decomposes it into a tree of controllable input metrics teams can m…
Feature Kill Or Keep Decision MemoEvaluates a low-performing feature against usage, cost, and strategy to recommend keep, fix, or sunset with a …
Competitive Teardown And Positioning Gap MapProduces a structured competitor teardown and maps whitespace where your product can win on a differentiated j…
Experiment Design And Hypothesis CardDesigns a rigorous A/B or feature experiment with a falsifiable hypothesis, sample sizing logic, and a decisio…
User Story Mapping Workshop BuilderGenerates a user story map across the end-to-end journey and slices it into a walking-skeleton first release.
Stakeholder Alignment And Pre-Mortem MemoSurfaces stakeholder positions, maps a RACI, and runs a pre-mortem to expose failure modes before a major laun…
Product Discovery Assumption MappingExtracts and prioritizes the riskiest assumptions behind an idea, then designs the cheapest test for each.
Go-To-Market Launch Plan And TieringBuilds a tiered GTM launch plan with audience, messaging, channel sequencing, readiness gates, and success cri…
Customer Feedback Triage And Theme ExtractionClusters raw feedback into themes, weighs by segment and frequency, and converts the top signals into actionab…
OKR Drafting With Leading IndicatorsDrafts ambitious-but-measurable product OKRs with outcome key results, leading indicators, and anti-sandbaggin…
Pricing And Packaging Decision FrameworkStructures a pricing and packaging decision using value metrics, tier design, willingness-to-pay logic, and fe…
Technical Trade-Off Brief For Build Vs BuyEvaluates build-vs-buy-vs-partner across cost, speed, control, and risk to produce a defensible recommendation…
Onboarding And Activation Funnel DiagnosisDiagnoses where new users drop in the activation funnel and prescribes targeted interventions tied to the aha …
Churn Root-Cause Analysis And Save PlanDiagnoses churn drivers by segment and lifecycle stage, then designs prevention and win-back interventions.
Persona And Segment Definition PackBuilds evidence-based personas and a segmentation that ties behaviors and jobs to product and GTM decisions.
Sprint Planning And Capacity AllocationPlans a realistic sprint with capacity-aware scope, clear goals, dependency checks, and a buffer for the unexp…
Product Vision And Strategy NarrativeCrafts a compelling product vision and the strategic logic connecting it to today's bets via a clear strategy …
Incident Retrospective And Product HardeningRuns a blameless retro on a product incident and converts learnings into prioritized prevention and resilience…
Beta Program Design And Feedback LoopDesigns a closed or open beta with the right cohort, success criteria, feedback instrumentation, and graduatio…
Cross-Functional Spec Review ChecklistReviews a draft spec against a rigorous checklist spanning UX, data, edge cases, accessibility, and rollout sa…
Voice-Of-Customer Executive SummarySynthesizes multi-source customer evidence into a board-ready VOC summary with themes, quotes, and recommended…
Dependency And Risk Register For A ReleaseBuilds a release risk register mapping dependencies, likelihood, impact, owners, and contingency triggers.
Platform And API Productization BriefFrames an internal capability as a productized API or platform with developer personas, contracts, and adoptio…
Product Analytics Instrumentation PlanDesigns an event-tracking and instrumentation plan tied to key questions, with event taxonomy, properties, and…
Executive Status Update And Decision AskWrites a crisp executive status update that leads with the decision needed, status, risks, and a clear ask.

AI Engineering

RAG vs Fine-tune Decision Memo**Role:** You are a senior AI engineer who has shipped both RAG-based and fine-tuned LLM products at productio…
Evals Harness Design for [Domain]**Role:** AI engineer who has built evals suites that have caught 30+ production regressions before they shipp…
System Prompt Audit**Role:** Senior prompt engineer who has audited 100+ production system prompts. You read prompts the way an e…
Agent Loop Halt-Condition Design**Role:** Applied AI engineer who has shipped agents that completed millions of tool-calling iterations in pro…
Vector DB Schema Migration Plan**Role:** Database architect specializing in vector stores at production scale. **Context:** Team is migratin…
Token Budget Audit**Role:** AI engineer focused on cost optimization. You've cut LLM bills 50-70% at multiple companies by ident…
Synthetic Test Set Generator**Role:** AI engineer specialized in evals. You generate synthetic test sets for products with no ground-truth…
Regression Suite Design**Role:** AI engineer who has watched 5+ companies regress quality silently when model versions rotated. You b…
LangSmith Trace Analyzer**Role:** Applied AI engineer who reads LangSmith traces for a living. You've debugged 200+ production agent r…
LangGraph State Design**Role:** AI engineer specialized in LangGraph / state-machine agent architectures. **Context:** Building an …
Multi-tenant Prompt Isolation**Role:** AI infrastructure engineer. You've built multi-tenant LLM systems serving 1000+ customers without cr…
Per-Customer Fine-tune ROI Analysis**Role:** AI ops lead. You've fine-tuned 20+ customer-specific models and learned that 60% of them weren't wor…
Model Upgrade Migration Plan**Role:** AI ops engineer. You've migrated production traffic across model versions 6 times. **Context:** A m…