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AI Prompt Library

Every prompt in the collection, filed by category. Copy anything. The goblin does not charge.

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Prompts: 74
Prompt Engineering
Turns a rough idea of what you want an AI to do into a complete, production ready system prompt.
system promptmeta promptagent designllm
Coding
A senior engineer review pass that cites specific lines, explains the risk, and proposes the fix.
code reviewsecurityrefactoringpull request
Web Development
Audits an interface against Nielsen's 10 usability heuristics and ranks the fixes by severity.
uxusabilityauditaccessibilitydesign review
Prompt Engineering
Turns a table of numbers into a narrative an audience will remember, without overclaiming causation.
dataanalysisnarrativepresentationcommunication
Image Generation
Upscales a reference photo to 4K while holding identity, pose, lighting, and background exactly as they were.
upscalephotorealisticidentity preservationretouching
Image Generation
Repairs an old or damaged photo, scratches, fading, and blur included, without inventing faces that were never there.
restorationold photorepaircolorizationarchival
Image Generation
Generates a multi angle character turnaround from one reference image, holding face, outfit, and art style consistent.
character sheetturnaroundconsistencyreferenceconcept art
Image Generation
Lays out a clean product sheet with hero render, feature callouts, specs, and colorways from your own product details.
infographicproductmarketinglayoutecommerce
Image Generation
Produces a batch of stock ready image concepts with the generation prompt, title, and keyword set for each.
stock photographykeywordsbatchcommercialmetadata
Image Generation
Expands a one line scene idea into a full pixel art prompt with era, palette, dithering, and readability constraints.
pixel artgame artspriteretropalette
Image Generation
Renders a badly taken photo of a phone screen showing a messaging thread, imperfections and glare included.
mockupphonemessagingamateur photoui
Image Generation
A bold screen printed poster look built from repeated motifs, halftone grit, and neon on black.
posterpunkscreen printhalftonegraphic design
Image Generation
Builds an editorial travel poster collage of a traveler in a named country, with layered paper texture and a headline.
travelpostercollageeditorialtypography
Image Generation
A worked example of a JSON structured image prompt, specifying subject, wardrobe, scene, and camera separately.
json promptportraitlifestylestructuredcamera
Coding
Walks an unfamiliar TypeScript codebase and produces the structured map a new developer actually needs.
onboardingdocumentationtypescriptcodebase analysisagent role
Coding
A full review pass across correctness, performance, security, tests, and docs, in any language.
code reviewsecuritytestingqualityagent role
Coding
Deep analysis of a Git repository into a knowledge base covering architecture, data flow, tests, and deploys.
architectureonboardingdocumentationdata flowdeployment
Coding
A heavyweight framework for building production prompts that cite their sources and state their own failure modes.
prompt engineeringframeworkresearchreliabilitymeta prompt
Coding
Audits a TypeScript codebase for weak typing: escaped anys, loose generics, and inference you are fighting.
typescripttypesgenericsstrict moderefactoring
Coding
Scores a change for blast radius, test coverage, dependency risk, and backward compatibility before you merge it.
riskpull requestdeploymentblast radiuscompatibility
Coding
A structured template for stating a plan's direction of effect, then hunting its loopholes until none survive.
planningstrategyvalidationframeworkreview
Coding
Reviews a requirement from seven separate roles in turn, so the gaps one perspective misses another one catches.
requirementsanalysisqasecuritymulti perspective
Coding
Specifies match 3 grid logic properly: detection, cascades, scoring, and special piece rules that do not conflict.
game devalgorithmsmatch 3gridgame logic
Coding
Builds 2D vector space combat with momentum, collision, and weapons that behave consistently at any frame rate.
game devphysicsvectorscollision2d
Coding
A reproduce, isolate, hypothesize, prove loop that finds the actual cause instead of the first plausible one.
debuggingroot causemethodologytroubleshootingverification
Coding
Writes tests that could actually fail, covering the boundaries and error paths rather than restating the code.
testingunit testsedge casescoveragequality
Coding
Restructures code in verifiable steps, with an explicit account of what behavior must not change.
refactoringsafetyincrementallegacy codeverification
Coding
Explains what unfamiliar code does, why it is shaped that way, and which oddities are load bearing.
legacy codeonboardingdocumentationarchaeologymaintenance
Vibe Coding
A thirteen domain forensic review protocol for TypeScript apps and packages, with a severity ranked report at the end.
typescriptcode reviewsecurityperformanceaudit
Vibe Coding
Refactors an existing component onto shadcn/ui structure and styling without touching its logic or props.
shadcnreactrefactoringcomponentsdesign system
Vibe Coding
Forces the agent to explain the whole system flow before it is allowed to change a line, then fix minimally.
debuggingguardrailminimal changeagentroot cause
Vibe Coding
The explain before you fix debugging discipline, specialized for Flutter map and GIS layer rendering bugs.
fluttergismapsdebuggingarcgis
Vibe Coding
A short instruction block to append to any coding request that pushes back on overengineering.
suffixsimplicityqualityguardrailreusable
Vibe Coding
Attacks a plan for loopholes and unstated assumptions, then loops until a pass turns up nothing new.
planningvalidationloopholesguardrailreview
Vibe Coding
Turns your own recent history with a coding agent into five specific workflow changes, ranked by payoff.
workflowagentsproductivityretrospectivetooling
Vibe Coding
A fill in the blanks brief for implementing a feature, with styling, error handling, tests, and docs built in.
featureimplementationtemplatetestscommit message
Vibe Coding
Generates a PRD or a technical design doc with the sections stakeholders actually ask about.
prddocumentationproductspecplanning
Vibe Coding
Design direction for modern marketing pages: motion, depth, current palettes, and SEO structure together.
ui designmotionseolanding pagemodern
Vibe Coding
Makes the agent write and get agreement on a spec before it generates any files.
planningscaffoldingspecguardrailgreenfield
Vibe Coding
A standing rule that makes an agent state its intent and blast radius before each change, not after.
guardrailagentstransparencyworkflowreusable
Vibe Coding
Makes an agent review its own work adversarially and report what it is unsure about before you look at it.
reviewqualityagentsverificationpre commit
Vibe Coding
Stops a drifting session, separates the original task from everything that accumulated, and gets you a landable slice.
scoperefocusworkflowrecoveryshipping
Web Development
A React 19 and Next.js App Router specialist that respects the server and client component boundary.
reactnext.jsapp routerserver componentstypescript
Web Development
Writes Storybook stories that cover the variants, states, and edge cases you would have forgotten.
storybookreactcomponentstestingdocumentation
Web Development
Designs a reusable website template system rather than a single page, with tokens, sections, and rules.
architecturedesign systemtemplatestokensweb
Web Development
A combined architecture and UI review that reports at the level of decisions, not line by line nitpicks.
auditarchitectureui reviewfrontendcode quality
Web Development
Strict Astro architecture rules that keep islands, content collections, and rendering modes from drifting.
astroarchitectureislandsstatic siterules
Web Development
A component library architect that designs the API and composition model before anyone writes JSX.
componentsdesign systematomic designapi designui
Web Development
An SEO strategist covering keyword research, on page structure, and the technical work that gates the rest.
seokeywordscontent strategytechnical seoranking
Web Development
A technical and on page SEO audit that returns a prioritized remediation list rather than a score.
seoaudittechnical seoremediationprioritization
Web Development
A frontend implementer that treats responsiveness, accessibility, and performance as requirements, not extras.
frontendreactaccessibilityresponsiveperformance
Web Development
A WCAG 2.1 and 2.2 audit covering screen readers, keyboard paths, contrast, and focus management.
accessibilitywcagscreen readerkeyboardaudit
Web Development
Turns a failing Lighthouse or field data report into a ranked fix list with the mechanism behind each number.
performancecore web vitalslighthouselcpoptimization
Web Development
Diagnoses why a layout breaks at certain widths and fixes the cause rather than adding another breakpoint.
cssresponsivelayoutdebuggingflexbox
Web Development
Reviews an API surface for contract, status codes, validation, authorization, and the failure cases nobody wrote.
apirestvalidationauthorizationdesign review
Web Development
Reviews a form for the validation timing, error copy, and failure handling that decide whether people finish it.
formsvalidationuxaccessibilityerror handling
Agent Skill
Turns a vague request into an implementation plan with scope, risks, and the questions nobody asked yet.
requirementsplanningscopingproductarchitecture
Agent Skill
A skill that pulls a social post apart, verifies its claims, and turns it into usable source material.
researchsocial mediafact checkingcontentagent skill
Agent Skill
Runs a ticket end to end: fetch requirements, design, implement, test, and open the pull request.
automationjirapull requestworkflowagent skill
Agent Skill
A readiness audit that asks whether a feature is genuinely done, including the parts nobody demoed.
readinessauditqualityshippingedge cases
Agent Skill
Traces data lineage across scripts and stored procedures to show where a field actually comes from.
datalineagesqlstored proceduresagent skill
Agent Skill
A disciplined debugging loop that isolates the cause before changing anything, then proves the fix.
debuggingroot causemethodologyverificationagent skill
Agent Skill
Hardens AI chat and completion endpoints against prompt injection, PII leakage, and abuse.
securityprompt injectionpiiapihardening
Agent Skill
Compresses a whole technique into a system prompt under a hard character budget, through scored iterations.
prompt engineeringsystem promptcompressioniterationmeta prompt
Agent Skill
Maintains a PROGRESS.md as durable working memory so an agent survives losing its context window.
memoryprogress trackingagentscontextagent skill
Agent Skill
Wires an agent into Trello to list boards, read lists, and create cards from what it is working on.
trellointegrationapiautomationagent skill
Agent Skill
A skill that gets an agent productive in an unfamiliar repository by reading it in the right order.
onboardingcodebaseconventionsagent skilldocumentation
Agent Skill
Turns a commit range into a changelog written for users, sorted by what they will notice.
changelogreleasedocumentationgitagent skill
Agent Skill
Researches a question and returns a brief that separates what is established from what is contested or unknown.
researchsynthesisdecision makingsourcesagent skill
Agent Skill
Writes a PR description from the actual diff, aimed at whoever has to review it and whoever finds it in a year.
pull requestdocumentationcode reviewgitagent skill
Prompt Engineering
Diagnoses why a prompt is underperforming and rewrites it, showing what changed and why each change matters.
prompt engineeringrewritingdebuggingmeta promptiteration
Prompt Engineering
Designs a small set of examples that teach a model the pattern, including the edge cases it would otherwise miss.
few shotexamplesprompt engineeringconsistencyedge cases
Prompt Engineering
Builds a scoring rubric for LLM output that two different reviewers would apply the same way.
evaluationrubrictestingqualityllm judge
Prompt Engineering
Works out why a model keeps ignoring one specific instruction and gives you fixes ranked by how much they cost.
debuggingprompt engineeringinstruction followingreliabilitytroubleshooting