Honest Feedback Prompt (No Sugarcoating)
Gives hard, fair feedback on your plan or habit using your own words. Why it matters: nice answers don't fix the real problem.
Productivity prompt series
Prompt engineering (meta) prompts
Prompts that write, critique, compress, test, and improve other prompts: few-shot builders, eval rubrics, guardrails, output schemas, and system prompt builders.
37 prompts in this series. Each prompt page shows the full prompt, the variables to fill in, the models it was tested with, and example output.
All prompts in this series
37 prompt engineering (meta) prompts
Adversarial Prompt Tester — ChatGPT Prompt
Stress-test a prompt with adversarial inputs. Why it matters: a small system beats a messy pile.
Agent Skill Spec — ChatGPT Prompt
Specify an agent skill: inputs, tools, success criteria, failure modes. Why it matters: one brain misses things, and roles catch more.
AIPM Prompt Packager — ChatGPT Prompt
Package a raw prompt into AIPM PromptInput fields. Why it matters: a small system beats a messy pile.
Ambiguity Detector — ChatGPT Prompt
Detect ambiguous user asks before answering. Why it matters: a small system beats a messy pile.
Chain-of-Density Summarizer Builder — ChatGPT Prompt
Build a chain-of-density summarization prompt for long docs. Why it matters: a small system beats a messy pile.
Citation Enforcer Prompt — ChatGPT Prompt
Force grounded answers with citation slots. Why it matters: a small system beats a messy pile.
Cost-Aware Prompt Rewriter — ChatGPT Prompt
Rewrite prompts to reduce tokens safely. Why it matters: a small system beats a messy pile.
CoT vs Direct Prompt Chooser — ChatGPT Prompt
Choose when to use chain-of-thought. Why it matters: a small system beats a messy pile.
Synthetic Eval Dataset Builder — ChatGPT Prompt
Build a synthetic eval set for a prompt. Why it matters: a small system beats a messy pile.
Prompt Eval Rubric — ChatGPT Prompt
Makes an evaluation rubric and test cases for a prompt. Why it matters: a small system beats a messy pile.
Few-Shot Example Builder — ChatGPT Prompt
Makes diverse few-shot examples for a classification or writing task. Why it matters: a small system beats a messy pile.
Guardrail Policy Draft — ChatGPT Prompt
Draft content guardrails for an assistant. Why it matters: a small system beats a messy pile.
Locale Adapter for Prompts — ChatGPT Prompt
Adapt a prompt for a locale without losing meaning. Why it matters: a small system beats a messy pile.
Midjourney Prompt Generator — ChatGPT Prompt
Generate Midjourney prompts with parameters from a creative brief. Why it matters: a small system beats a messy pile.
Multimodal Prompt Brief — ChatGPT Prompt
Brief a multimodal prompt with input roles. Why it matters: a small system beats a messy pile.
Output Critic Prompt — ChatGPT Prompt
Makes a critic that scores outputs vs criteria. Why it matters: a small system beats a messy pile.
JSON Output Schema Designer — ChatGPT Prompt
Design a strict JSON output schema and validation rules for a prompt. Why it matters: a small system beats a messy pile.
Persona Boundary Spec — ChatGPT Prompt
Specify persona boundaries and refusals. Why it matters: a small system beats a messy pile.
Prompt Compression Pass — ChatGPT Prompt
Compress a verbose prompt without losing constraints. Why it matters: a small system beats a messy pile.
Prompt Diff Explainer — ChatGPT Prompt
Explain diffs between two prompt versions. Why it matters: a small system beats a messy pile.
ChatGPT Prompt Generator for Any Task
Interview the user then generate a high-quality task prompt with variables. Why it matters: clear stories beat memorized buzzwords.
Prompt Improver — ChatGPT Prompt
Critique and rewrite a weak prompt into a stronger, testable version. Why it matters: a small system beats a messy pile.
Prompt Library Taxonomer — ChatGPT Prompt
Taxonomize a prompt library for SEO hubs. Why it matters: a small system beats a messy pile.
Prompt Regression Suite — ChatGPT Prompt
Design regression tests for prompt changes. Why it matters: a small system beats a messy pile.
Retrieval Query Rewriter — ChatGPT Prompt
Rewrite user questions into retrieval queries. Why it matters: a small system beats a messy pile.
Rubric-Then-Rewrite Loop — ChatGPT Prompt
Build a rubric then rewrite until it passes. Why it matters: a small system beats a messy pile.
SEO Title from Prompt Spec — ChatGPT Prompt
Generate SEO titles/slugs from a prompt spec. Why it matters: a small system beats a messy pile.
Skill Router Prompt — ChatGPT Prompt
Route tasks to the right skill/prompt. Why it matters: a small system beats a messy pile.
Style Transfer Prompt Builder — ChatGPT Prompt
Build a writing style-transfer prompt from samples. Why it matters: a small system beats a messy pile.
Custom GPT System Prompt — ChatGPT Prompt
Build a Custom GPT / Claude Project system prompt with tools and boundaries. Why it matters: a small system beats a messy pile.
Sampling Settings Guide — ChatGPT Prompt
Guide temperature/top-p choices for a task. Why it matters: a small system beats a messy pile.
Tool JSON Schema Writer — ChatGPT Prompt
Writes tool schemas for function calling. Why it matters: a small system beats a messy pile.
Tool-Use Planner — ChatGPT Prompt
Plan which tools an agent should call for a multi-step task. Why it matters: one brain misses things, and roles catch more.
Variable Extractor for Prompts — ChatGPT Prompt
Extract variables from a freeform prompt. Why it matters: a small system beats a messy pile.
Prompt That Argues With You Until You Show Proof
Won't agree just to be nice. Every big claim needs evidence. Why it matters: agreement without proof feels good and changes nothing.
Shrink This Prompt Without Losing the Rules
Shortens a long prompt but keeps the important rules. Why it matters: shorter prompts are easier to reuse and cheaper to run.
Productivity prompts
More productivity prompt series
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Role and persona system prompts
20 prompts · System prompts that set an AI up as a specific expert: editor, staff engineer reviewer, career coach, negotiation coach, QA lead, and more.
Personal finance prompts
11 prompts · Budget, debt paydown, emergency fund, subscription audit, and tax checklist prompts for households and freelancers.
Multi-agent prompts
4 prompts · Prompts that run several AI roles against each other, such as debaters, researchers and an editor, or a startup war room, so the final answer is stress-tested.