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Prompt library

Prompts that work, with the reasoning behind each so you can adapt them.

105 of 105 prompts

StarterAny assistantMembers

Adaptive Quiz Coach

One question at a time keeps you engaged.

learning

ProAny assistantMembers

Add a Self-Check Step to an Agent

A separate review pass catches errors the first pass missed.

agents

ProAny assistantMembers

Agent Evaluation Test Case Generator

Mixing typical, edge and out-of-scope cases tests behavior where agents usually break.

agents

ProAny assistantMembers

Agent Red-Team Checklist

Describing the agent's tools and data lets the checklist target real risks instead of generic ones.

agents

ProClaudeMembers

Agent System Prompt Reviewer

Reviewing the prompt together with the tool list exposes mismatches between what the agent is told and what it can do.

agents

BuilderAny assistantMembers

Agent Task Planner

It separates judgment from fixed steps, which keeps agents cheap and predictable.

agents

BuilderDeepSeekMembers

Algorithm Reasoning Walkthrough

Tracing a small example by hand is a practical way to catch logic errors in reasoning-focused models.

coding

BuilderAny assistantMembers

Backup and Restore Plan Builder

Starting from recovery targets rather than tools produces a plan that fits the business.

it-ops

BuilderAny assistantMembers

Bash Script Safety Review

It asks about the specific classic shell hazards, so the review is concrete rather than a vague "looks fine".

it-ops

StarterMistralMembers

Bilingual Business Email

The note on tone differences teaches you what you are sending in a language you may not read well.

writing

StarterAny assistantMembers

Blog Post Outline Builder

Defining the reader's question keeps the outline focused on usefulness.

writing

BuilderAny assistantMembers

Build a Regular Expression with Test Cases

Positive and negative examples force precision.

coding

StarterMistralMembers

Careful Translation with Notes

Specifying audience and setting guides register, such as formal versus casual.

writing

BuilderAny assistantMembers

Change Request Summarizer

It mirrors what approvers actually look for, so the request gets fewer follow-up questions.

it-ops

StarterChatGPTMembers

Choose and Build the Right Chart

Starting with the message, not the data, leads to a chart with a purpose.

data

BuilderPerplexityMembers

Cited Answer from a Search Assistant

Specific scope focuses the search and the source preferences push it toward better pages.

research

StarterAny assistantMembers

Clarify First, Answer Second

It prevents long answers built on wrong guesses.

productivity

BuilderClaudeMembers

Claude Project Instructions Starter

Project instructions work best when they explain how to treat uploaded material, including what to do when the answer is missing.

productivity

BuilderClaudeMembers

Codebase Onboarding Guide

Tracing one concrete flow teaches architecture better than a list of folders.

coding

StarterAny assistantMembers

Compare Options with a Decision Matrix

Ranked criteria reflect your priorities instead of generic ones.

analysis

ProClaudeMembers

Compare Several Documents

Extracting quotes before drawing conclusions grounds the answer in the text and cuts down on invented details.

analysis

BuilderDeepSeekMembers

Complexity and Bug Check

Requiring a triggering input for each bug filters out false alarms, which are a common problem in automated reviews.

coding

BuilderClaudeMembers

Contract Summary for Non-Lawyers

Asking for section references lets you verify each point against the source, which is the main safeguard with long documents.

analysis

BuilderGrokMembers

Cross-Check a Trending Claim with Grok

Separating confirmed from unconfirmed fits fast-moving stories where early posts are often wrong.

research

StarterChatGPTMembers

CSV Analysis Walkthrough

If your plan includes data analysis with file uploads, the assistant can run calculations rather than only describe them, and staged checkpoints let you catch cleaning mistakes early.

data

StarterAny assistantMembers

Customer Complaint Reply Drafter

Giving the policy keeps promises realistic.

business

BuilderAny assistantMembers

Debug an Error Step by Step

It supplies the same facts a human helper would ask for.

coding

BuilderAny assistantMembers

Debug My Prompt

Showing the gap between wanted and received output gives the model a concrete target.

productivity

BuilderAny assistantMembers

Decision Pre-Mortem

Assuming failure has already happened frees the model to name risks it would otherwise soften.

business

BuilderAny assistantMembers

Defensive Security Review Checklist

Declaring scope and authorization up front keeps the output defensive and focused.

security

StarterAny assistantMembers

Difficult Email Reply Helper

Reading the sender's likely intent before drafting leads to replies that address the real issue.

writing

BuilderChatGPTMembers

Draft Instructions for a Custom GPT

The sections mirror what makes custom assistants reliable.

agents

StarterMicrosoft CopilotMembers

Email Thread Summary and Reply

Working inside your mailbox, Copilot-style tools can read the whole thread, so asking for decisions and open questions beats a vague summary.

productivity

BuilderGeminiMembers

Equipment Inventory From Photos

A confidence column and an explicit unreadable marker keep the inventory honest.

it-ops

StarterMicrosoft CopilotMembers

Excel Data Cleaning Steps

Ordering methods from built-in features to formulas steers beginners to the easiest working option.

data

StarterAny assistantMembers

Explain a Concept at My Level

Analogy plus example gives two ways in. Naming a common misunderstanding heads off bad mental models, and the quiz turns reading into active learning.

learning

BuilderGeminiMembers

Explain a Diagram Image

Listing components and connections explicitly lets you check what the model saw before you rely on its explanation.

it-ops

StarterGeminiMembers

Explain a Document or Image with Gemini

The description step is a quick check that the file was read properly.

analysis

StarterAny assistantMembers

Explain This Code to Me

A summary first gives you the big picture before the details.

coding

StarterAny assistantMembers

Explain This Error Code

Asking for causes by frequency and fixes by risk gives you a safe order of operations.

it-ops

BuilderAny assistantMembers

Extract Fields to JSON

Naming allowed values and the null rule removes the usual ambiguities.

coding

BuilderAny assistantMembers

Fact-Check Checklist for My Draft

It uses the model to find what to check, not to certify truth, which respects its weaknesses.

research

BuilderAny assistantMembers

Find the Weak Points in My Argument

Assigning the role of a skeptic overrides the model's tendency to agree.

analysis

BuilderAny assistantMembers

First-Pass Data Analysis from a Table

It starts with understanding and cleaning, which is where most analysis problems begin.

analysis

BuilderAny assistantMembers

Generate Unit Tests for a Function

Naming the categories of cases pushes beyond happy-path tests.

coding

BuilderChatGPTMembers

Helpdesk Assistant Custom GPT Instructions

Spelling out what the GPT must not do and when it escalates is what makes a support bot safe to use.

it-ops

StarterAny assistantMembers

Helpdesk Ticket Reply Drafter

Leading with status respects the reader's time, and the two-length output lets you choose a tone for the situation.

it-ops

BuilderAny assistantMembers

Incident Post-Incident Report Writer

The [ASSUMED] tag separates facts from filler, which is the biggest risk when a model writes an incident report.

it-ops

ProClaudeMembers

Incident Timeline From Mixed Sources

Merging sources into one sorted timeline is a task long-context assistants handle well, and the timestamp confidence column keeps you alert to sloppy data.

it-ops

StarterChatGPTMembers

Language or Skills Conversation Practice

Short turns keep you talking, and delayed feedback preserves the flow of real conversation.

learning

BuilderLlamaMembers

Log Line Classifier

A closed label set and a fixed output format suit local models and make results easy to scan or paste into a spreadsheet.

it-ops

BuilderAny assistantMembers

Log Triage Assistant

It separates pattern-finding from guessing by forcing the answer to cite specific lines.

it-ops

BuilderAny assistantMembers

Match My Writing Voice

Real samples teach style better than adjectives like "casual".

writing

StarterAny assistantMembers

Meeting Notes to Action Items

The table structure is directly usable. The explicit rule for missing owners and dates prevents the common failure of an assistant inventing assignments.

productivity

BuilderChatGPTMembers

Messy Spreadsheet Cleanup With a Script

A change log and flagged rows mean you can audit the cleaning rather than trust it.

data

StarterAny assistantMembers

Mock Job Interview Coach

Interactive turns feel like a real interview.

business

BuilderAny assistantMembers

Negotiation Preparation Partner

Interests and a walk-away point move preparation from positions to trades.

business

BuilderAny assistantMembers

Network Description Explainer

The ASCII diagram lets you verify the model understood your network before you trust its advice.

it-ops

StarterAny assistantMembers

Personalized Study Plan

Time, level and goal shape a plan that fits your life.

learning

StarterMicrosoft CopilotMembers

Pivot Table Guide for My Data

Naming your columns and question lets the answer map directly onto your data rather than a generic example.

data

StarterAny assistantMembers

Plain-English Reading of Policy Text

The structured breakdown focuses on obligations and risks instead of a vague summary.

learning

StarterAny assistantMembers

Plain-Language Email Rewriter

It names the audience, the goal and the tone, so the edit serves a purpose instead of just swapping words.

writing

BuilderMicrosoft CopilotMembers

Policy Draft in Word

Numbered, testable rules make a policy enforceable and easier to audit.

writing

BuilderAny assistantMembers

PowerShell Script Review

Naming where and how the script runs lets the model check version and permission problems instead of giving generic advice.

it-ops

BuilderAny assistantMembers

Pre-Merge Code Review

A defined checklist and table make the review consistent and scannable.

coding

StarterMicrosoft CopilotMembers

Presentation Outline Builder

Slide titles written as takeaways make the deck skimmable and force a clear argument.

business

StarterAny assistantMembers

Prioritize My Week

Real constraints, such as hours and energy, make the plan realistic.

productivity

StarterLlamaMembers

Private Document Summary on Your Own Machine

Running a model locally can keep sensitive text on your own computer, though you should confirm your setup does not send data elsewhere.

productivity

StarterAny assistantMembers

Product Description Writer

Limiting the model to supplied facts prevents invented specifications.

business

StarterAny assistantMembers

Prompt Improver

It turns the assistant into a prompt coach and teaches you in the process.

productivity

BuilderGrokMembers

Public Reaction Summary

Treating social reaction as a biased sample, not a poll, prevents overconfident conclusions.

analysis

StarterAny assistantMembers

Redaction Checklist Before Sharing a Document

It uses the assistant as a second pair of eyes without spreading values around.

productivity

BuilderClaudeMembers

Refactor for Readability Without Changing Behavior

The behavior-preservation constraint prevents hidden rewrites.

coding

ProClaudeMembers

Research Literature Synthesis

Keeping outside knowledge in a separate list prevents blending your sources with unverified memory.

research

StarterAny assistantMembers

Resume Bullet Rewriter

The [ADD NUMBER] placeholder prompts you to find real metrics rather than inventing them.

writing

BuilderGrokMembers

Rumor Check With Caveats

A fixed verdict scale with a "cannot determine" option stops the model from forcing certainty.

research

StarterAny assistantMembers

Runbook Drafter

Giving the expected result for each step lets the reader notice when something is off.

it-ops

StarterAny assistantMembers

Scheduled Task Explainer

Translating the schedule into concrete run times removes the usual confusion around cron fields.

it-ops

StarterGeminiMembers

Screenshot Error Explainer

Asking the model to transcribe the text first exposes misreads before they turn into bad advice.

it-ops

BuilderPerplexityMembers

Security Advisory Lookup

Pointing the search at official advisories first reduces reliance on rumor.

security

StarterLlamaMembers

Short Commit Message Writer

Short, tightly constrained prompts like this work well with smaller local models that can lose focus in long instructions.

coding

BuilderMistralMembers

Short JSON Extraction

Defining fields, types and the null rule gives a predictable output that other programs can parse.

data

BuilderAny assistantMembers

Short Proposal Writer

Anchoring the proposal in the client's own words keeps it about them rather than you.

business

StarterPerplexityMembers

Sourced Timeline of a Topic

The rule that every event needs a citation gives you a trail to follow.

research

StarterMicrosoft CopilotMembers

Spreadsheet Formula Helper

Describing the column layout lets the answer use real references.

productivity

ProDeepSeekMembers

SQL Performance Reasoning

Asking for step-by-step reasoning about where the time goes encourages the model to work from the schema and plan rather than apply generic tips.

data

BuilderAny assistantMembers

Stress-Test a Business Idea

Focusing on assumptions and cheap tests turns a vague plan into experiments.

business

BuilderClaudeMembers

Structured Prompt With Tagged Sections

Tagged sections keep different kinds of information clearly separated, which helps most assistants avoid mixing instructions with source text.

productivity

BuilderAny assistantMembers

Structured Research Brief

The structure demands disagreement and open questions, not just a tidy summary.

research

StarterAny assistantMembers

Summarize a Long Document for a Busy Reader

A bottom line plus limited points forces prioritization.

productivity

StarterAny assistantMembers

Support Ticket Triage

Supplying your own priority definitions makes the output match your process rather than a generic one.

it-ops

BuilderAny assistantMembers

System Prompt Generator

Clarifying questions surface missing requirements before drafting.

agents

StarterMicrosoft CopilotMembers

Teams Meeting Recap and Follow-Ups

Flagging action items with no owner or date turns the recap into a tool for accountability.

productivity

BuilderAny assistantMembers

Technical Interview Prep Coach

One question at a time makes it feel like a real interview and gives you time to think.

business

BuilderLlamaMembers

Test a Local Open Model Fairly

Five small tasks that you can judge yourself reveal summary quality, format discipline, coding, explanation and reasoning.

learning

BuilderClaudeMembers

Tough but Fair Editor Feedback

A fixed order of feedback stops a vague "looks good".

writing

StarterClaudeMembers

Transcript to Meeting Minutes

Quoting decisions and refusing to invent owners or dates keeps minutes trustworthy.

productivity

StarterGrokMembers

Trending Topic Explainer

For fast-moving topics, the key skill is separating verified facts from claims and rumor.

research

BuilderPerplexityMembers

Vendor Comparison With Sources

Requiring a citation for every cell lets you click through and verify the claim instead of trusting a summary.

research

StarterGeminiMembers

Video Lesson Summary and Quiz

Video-capable assistants can turn long lessons into structured study material, and the quiz converts passive watching into active recall.

learning

StarterChatGPTMembers

Weekly Status Report From Raw Notes

Leading with a one-line status and a clear ask-for-help section is what busy readers want from a status report.

productivity

StarterGeminiMembers

Whiteboard Photo to Clean Notes

A transcription pass before organizing keeps the raw content separate from your interpretation.

productivity

BuilderDeepSeekMembers

Work Through a Problem and Verify It

A second method catches slips that a single pass can hide.

analysis

StarterAny assistantMembers

Write and Explain a SQL Query

The schema removes guesswork about column names.

coding

ProAny assistantMembers

Write Clear Tool Descriptions for an Agent

Models choose tools mostly from their descriptions, so clear "when to use and when not to" text improves decisions.

agents

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