Prompts
Reusable prompt templates for development, writing, analysis, and creative tasks.
If AI feels random or disappointing, start with the playbooks first. Most weak results come from vague goals, thin context, missing constraints, missing examples, or unclear evaluation criteria rather than from the model being incapable.
View all prompt examples Prompting Playbooks
Practical guidance for people who get poor results from vague prompts, weak context, and unfocused iteration.
Prompting Playbooks
Practical guidance for people who get poor results from vague prompts, weak context, and unfocused iteration.
From Vague Ask to Clear Prompt
Learn the minimum structure that turns fuzzy asks into usable prompts
Context, Constraints, and Examples
Add the background and boundaries that stop models from guessing
How to Iterate After a Bad AI Answer
Debug weak outputs instead of repeating the same prompt with different words
Fix Your Prompt
A practical repair path for weak prompting: clarify the ask, assemble context, teach with examples, then evaluate the result instead of blindly retrying.
Fix Your Prompt
A practical repair path for weak prompting: clarify the ask, assemble context, teach with examples, then evaluate the result instead of blindly retrying.
Vague Request to Clear Brief
Turn a fuzzy ask into a clearer brief before handing it to any AI tool
Prompt Critic and Rewrite Coach
Diagnose why a prompt failed and rewrite it into a stronger version
Context Pack Builder for AI Tasks
Assemble the minimum useful context so the model stops filling gaps with guesses
Few-Shot Example Builder
Teach the model with compact input-output examples when instructions alone are not enough
Output Quality Evaluator and Follow-Up Questions
Decide whether to retry, reframe, or gather better context after a weak answer
Beginner Development Starters
Practical prompts for early debugging, clearer requirements, and easier review communication before you move into deeper engineering workflows.
Beginner Development Starters
Practical prompts for early debugging, clearer requirements, and easier review communication before you move into deeper engineering workflows.
Bug Report to Reproduction Plan
Turn a messy bug ticket into a usable reproduction path and evidence checklist
Error Message to Debugging Checklist
Translate a scary error into an ordered investigation checklist before editing code
Feature Request to Technical Acceptance Checklist
Convert a vague feature ask into pass/fail technical acceptance criteria
PR Diff to Plain-English Summary
Explain a code change clearly for reviewers, teammates, or non-author stakeholders
Filters available
Filter by topic and difficulty.
Difficulty
Prompt Template Starters
Repair vague asks, start from reusable templates, and move into deeper workflow prompts only when the task is clear enough.
Coding Agent Task Brief
Turn a vague request into a CLI, IDE, or app-ready execution brief
Safe Refactor Planner
Plan phased refactors with guardrails, checkpoints, and validation commands
Thorough Code Review
Review human or agent-generated diffs for correctness and scope drift
Root Cause Debugging Assistant
Drive hypothesis-first debugging across logs, diffs, tests, and environments
Test Suite Generator from Source Code
Generate high-signal tests that fit your repo and verification loop
Workflow Stack Planner
Design an approval-safe, connector-driven AI stack for your workflow
Release and Change Gating Toolchain Planner
Build approval-safe release and change control across issue, docs, and comms.
Cross-Tool Automation Readiness Audit
Evaluate what can be safely automated across your tool ecosystem
MCP Writeback Governance Prompt
Build safe draft->approval->write MCP action pipelines
Support & Finance Ops Integration Plan
Unify support and finance workflows with controlled AI assistance
Media Production Toolchain Designer
Plan multi-format creative production with governed AI handoffs
Meeting Notes to Next Actions
Turn notes into accountable actions
Policy to Plain-Language Translator
Rewrite policy and technical text for broader audiences
Campaign Message Variant Lab
Generate campaign variants without losing strategy
Game Prototype Brief Builder
Turn a loose game idea into a small playable prototype brief
Game Loop to Playable Spec
Convert the core loop into a coding-agent-ready implementation spec
Playtest Feedback to Iteration Plan
Rank prototype feedback into fixes, cheap improvements, and stop-or-continue calls
Image Brief to Generation Batch
Turn creative briefs into repeatable image generation sets
Audio Voiceover Direction Pack
Create narratable direction variants from one script
Video Script to Voiceover Variants
Rewrite scripts into spoken-ready voiceover options
Business
Cross-Functional Project Kickoff Pack
Works with: claude-sonnet, gpt, gemini-pro
Invoice and Exception Governance Pipeline
Works with: gpt, claude-opus
Job Description Critic & Rewrite
Works with: claude-sonnet, gpt
Meeting Agenda Architect
Works with: claude-sonnet, gpt, gemini-pro
Meeting Notes to Next Actions
Works with: gpt, claude-sonnet, gemini-pro
Monthly Business Review Brief
Works with: claude-sonnet, gpt, gemini-pro
Multi-Workspace Executive Brief and Deck Builder
Works with: gpt, claude-sonnet, gemini-pro
Multimedia Campaign Production Brief
Works with: claude-sonnet, gpt, gemini-pro
Stakeholder Objection Prep
Works with: claude-sonnet, gpt, gemini-pro
Stakeholder Update Writer
Works with: claude-sonnet, gpt, gemini-pro
Standard Operating Procedure Drafter
Works with: gpt, claude-sonnet, gemini-pro
Support & Finance Ops Integration Plan
Works with: gpt, claude-sonnet, gemini-flash
Support Knowledge Loop Bridge Planner
Works with: gpt, claude-sonnet, gemini-pro
Workflow Stack Planner
Works with: gpt, claude-sonnet, gemini-pro
Workshop Facilitation Plan Generator
Works with: claude-sonnet, gpt, gemini-pro
Writing
Email Tone Calibrator
Works with: claude-sonnet, gpt
Grant Application Outline Assistant
Works with: claude-sonnet, gpt, gemini-pro
Long-Form Article Architect
Works with: claude-sonnet, gpt, gemini-pro
Plain-Language Explainer
Works with: claude-sonnet, gpt, gemini-pro
Policy to Plain-Language Translator
Works with: claude-sonnet, gpt, gemini-pro
Video Script to Voiceover Variants
Works with: claude-sonnet, gpt, gemini-pro
Analysis
Argument Steelman
Works with: claude-sonnet, gpt, gemini-pro
Context Pack Builder for AI Tasks
Works with: claude-sonnet, gpt, gemini-pro
Cross-Tool Automation Readiness Audit
Works with: claude-sonnet, gpt, gemini-flash
Data Narrative Writer
Works with: claude-sonnet, gpt, gemini-pro
Decision Framework Builder
Works with: claude-sonnet, gpt, gemini-pro
Feedback-to-Action Portfolio Briefing Orchestrator
Works with: gpt, claude-sonnet
Few-Shot Example Builder
Works with: claude-sonnet, gpt, gemini-pro
Generated Media Quality Scorecard
Works with: gpt, gemini-pro, claude-opus
Output Quality Evaluator and Follow-Up Questions
Works with: claude-sonnet, gpt, gemini-pro
Playtest Feedback to Iteration Plan
Works with: gpt, claude-sonnet, gemini-pro
Prompt Critic and Rewrite Coach
Works with: claude-sonnet, gpt, gemini-pro
Prompt Experiment Readout for Media
Works with: claude-sonnet, gpt, gemini-pro
Proposal Evaluator and Risk Check
Works with: claude-sonnet, gpt, gemini-pro
Runbook to Postmortem Connector Orchestrator
Works with: gpt, claude-opus
Vague Request to Clear Brief
Works with: claude-sonnet, gpt, gemini-pro
Research
Connector Evidence to MCP Action Brief
Works with: gpt, claude-sonnet, gemini-pro
Customer Interview Insight Synthesis
Works with: claude-sonnet, gpt, gemini-pro
Literature Synthesis Assistant
Works with: claude-sonnet, gpt, gemini-pro
Multimedia Audience Signal Miner
Works with: claude-sonnet, gpt, gemini-pro
Personal Learning Plan Builder
Works with: claude-sonnet, gpt, gemini-pro
Reference Style Gap Analysis
Works with: claude-sonnet, gpt, gemini-pro
Research Question Refiner
Works with: claude-sonnet, gpt
Survey Question Designer
Works with: claude-sonnet, gpt, gemini-pro
Creative
Audio Voiceover Direction Pack
Works with: claude-sonnet, gpt, gemini-pro
Campaign Message Variant Lab
Works with: claude-sonnet, gpt, gemini-pro
Character & World-Building Interview
Works with: claude-sonnet, gpt, gemini-pro
Creative Brief Generator
Works with: claude-sonnet, gpt, gemini-pro
Game Prototype Brief Builder
Works with: gpt, claude-sonnet, gemini-pro
Image Brief to Generation Batch
Works with: gpt-image, imagen, grok-imagine
Moodboard to Image Style Bible
Works with: gpt-image, imagen, grok-imagine
Scene Arc to Video Shot Variants
Works with: sora, veo, grok-imagine
Storyboard to Video Shot Plan
Works with: sora, veo, grok-imagine
Style Transfer Writer
Works with: claude-sonnet, gpt
Development
API Endpoint Implementation Blueprint
Works with: claude-sonnet, gpt, gemini-pro
Bug Report to Reproduction Plan
Works with: gpt, claude-sonnet, gemini-flash
Code-to-Documentation Draft
Works with: claude-sonnet, gpt, gemini-pro
Coding Agent Task Brief
Works with: gpt, claude-sonnet, gemini-flash
Connector + MCP Incident Response Commander
Works with: claude-sonnet, claude-opus, gpt
Error Message to Debugging Checklist
Works with: gpt, claude-sonnet, gemini-flash
Feature Request to Technical Acceptance Checklist
Works with: claude-sonnet, gpt, gemini-flash
Game Loop to Playable Spec
Works with: gpt, claude-sonnet, gemini-pro
MCP Writeback Governance Prompt
Works with: claude-sonnet, gpt
Media Production Toolchain Designer
Works with: claude-opus, gpt, grok-imagine
Multimodal Prompt Test Harness Spec
Works with: gpt, gemini-pro, claude-opus
PR Diff to Plain-English Summary
Works with: gpt, claude-sonnet, gemini-flash
Release and Change Gating Toolchain Planner
Works with: gpt, claude-opus
Root Cause Debugging Assistant
Works with: claude-sonnet, gpt, gemini-pro
Safe Refactor Planner
Works with: claude-sonnet, gpt, gemini-flash
Test Suite Generator from Source Code
Works with: claude-sonnet, gpt, gemini-pro
Thorough Code Review
Works with: claude-sonnet, gpt, gemini-flash