Prompts Hub
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Core prompt patterns
Clarity
Task and audience
Constraints
Tone, length, format
Steps
Ask for process
Checks
Validation or tests
Rewrite and paraphrase the following :
List the steps you will take. After the result, give two checks to verify it.
Return a markdown table with columns which include name, reason, and score.
For the following task, Ask three clarifying questions before you start and give me their answers as options so i can select from them. Job to be done :.
General prompts
Summarise this in six bullets with one key takeaway at the top.
Turn these notes into action items which include owner, due date, and next step.
Create a two week study plan with daily tasks and a short quiz at the end of each week.
Translate to British English with a polite, concise style.
Draft a three section outline with two bullets per section.
Writing and editing prompts
Rewrite this paragraph so that it is clearer and more concise. Keep the facts.
Change the tone to friendly but professional. Keep all factual details.
Shorten to 100 words without losing meaning. List any information that was removed.
Expand into a blog outline which includes a title, H2s, and notes for each section.
Give three alternative headlines which include a curiosity gap.
Research prompts
List five credible sources on the following topic and explain why each source is relevant. The topic :
Create a comparison table for these approaches which includes strengths, risks, cost, and time to try.
Write interview questions for <persona> about <topic> which include probes.
Extract entities into a table which includes entity, attribute, value, units, source, and confidence.
Draft a six week research plan with aims, methods, and risks.
Coding prompts
Refactor this function for clarity and test coverage. Return only the unified diff.
Explain what this code does in three bullets then suggest a clearer version.
Write unit tests for this function. Cover edge cases and errors.
Suggest a safer SQL version and explain the changes which reduce risk.
Turn this bug report into the smallest reproducible example.
Personalisation prompts
You are my writing assistant. When I paste text, you will suggest edits which improve clarity and British English spelling.
Adapt this message for <stakeholder>. Include one benefit and one clear ask.
Act as a tutor for for the following topic. Ask a question, wait for my answer, then continue. The topic :
Create a polite follow up email which references our last message and proposes two options.
Review and critique prompts
Critique this design using clarity, contrast, spacing, affordance, consistency, error states, empty states, and a11y. Provide three fixes.
Review this document. List three strengths and three risks with suggestions that are specific and testable.
Score these ideas from zero to five on impact and effort. Return a matrix and a pick.
Prompts library
24 shown
Universal: result first then how
Produce the result first which solves the task. Then add a short “How I got here” section. If information is missing, state the assumption in [brackets] and continue. Use British English. Job to be done:
Universal: plan, result, checks
Plan first. List three to five steps you will take. Produce the result. Then list two checks that show the result meets the request. Use British English. Job to be done:
Universal: three candidates and a pick
Give three candidate solutions that take different approaches. For each, include a one-line idea, pros, cons, cost to try, and a next step. End with your pick and why. Use British English. Job to be done:
Universal: decision table + recommendation
Create a decision table. Columns include option, benefits, risks, cost, confidence, verdict. End with a concise recommendation. Use British English. Job to be done:
Universal: extract structured table + synthesis
Extract a structured table. Columns include entity, attribute, value, units, source, confidence. Then write one paragraph that synthesises the table into an insight. Use British English. Job to be done:
Universal: rewrite for clarity and brevity
Rewrite for clarity and brevity while preserving meaning. Keep within the word limit given in the job. List three specific edits you made. Use British English. Job to be done:
Universal: three realistic examples
Generate three realistic examples that show how to apply the idea. Vary by context and difficulty. Use British English. Job to be done:
Universal: teach and test flow
Create a teach-and-test flow for a beginner. Explain briefly, ask one question, wait for my answer, then continue. Finish with a three-question quiz. Use British English. Job to be done:
Universal: risk review table
Run a risk review. List security, privacy, and operational risks with severity and a practical mitigation for each. Return a concise table. Use British English. Job to be done:
Universal: edge cases and failure modes
Find edge cases and failure modes. Return eight cases that include trigger, expected behaviour, and how to test. Use British English. Job to be done:
Universal: policy-aware rewrite
Write a policy-aware rewrite that complies with the policy named in the job. Replace risky claims with factual statements and add a short disclaimer if needed. Use British English. Job to be done:
Universal: acceptance criteria (Gherkin)
Create acceptance criteria that are testable. Use Given, When, Then. Include at least one negative case. Use British English. Job to be done:
Universal: one-page brief
Write a one-page brief for the topic and audience described in the job. Include executive summary, five key facts, risks, open questions, and a recommendation. Use British English. Job to be done:
Universal: six-bullet synthesis
Turn multiple notes into a single synthesis. Return six bullets and one must-know takeaway at the top in bold. Use British English. Job to be done:
Universal: 30-minute mini-curriculum
Prepare a mini-curriculum for a 30-minute sprint. Provide three links or actions and a target outcome. Use British English. Job to be done:
Universal: action items table + summary
Turn notes into action items. Return a table that includes item, owner, due date, and next step. Add a one-paragraph summary. Use British English. Job to be done:
Universal: follow-up email
Write a polite follow-up that recaps decisions, confirms owners and dates, and offers two time options for a quick check-in. Keep it concise. Use British English. Job to be done:
Universal: 30-minute agenda
Create a 30-minute meeting agenda. Include goals, three timed sections, and a closing action review. Use British English. Job to be done:
Universal: KPIs by AARRR
Suggest sensible KPIs and group them into acquisition, activation, retention, referral, and revenue. Provide a one-line rationale and a simple way to measure each. Use British English. Job to be done:
Universal: 30-60-90 plan
Draft a 30-60-90 plan. Each phase includes three outcomes, the main risks, and one metric. Use British English. Job to be done:
Universal: one-pager for a feature
Write a one-pager for a feature. Include problem, goals, non-goals, user stories, success metrics, and open questions. Limit to 350 words. Use British English. Job to be done:
Universal: refactor with tests (diff)
Refactor code for clarity and testability. Return only a unified diff. Then propose three unit tests that cover edge cases. Use British English. Job to be done:
Universal: explain and improve a snippet
Explain what this query or script does in three bullets. Propose an equivalent version that is clearer. State any change in performance risk. Use British English. Job to be done:
Universal: safe one-liner or script
Create a safe one-liner or small script that performs the task. Explain the flags. Provide a dry-run version if applicable. Use British English. Job to be done:
Prompting tips
- State the audience and the goal which sets the context.
- Add constraints which include tone, length, format, and time.
- Ask for structure which includes tables or bullet points.
- Request checks which include tests or a short validation step.
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