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Prompt library

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

50 of 105 prompts

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

BuilderAny assistantMembers

Build a Regular Expression with Test Cases

Positive and negative examples force precision.

coding

BuilderAny assistantMembers

Change Request Summarizer

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

it-ops

BuilderPerplexityMembers

Cited Answer from a Search Assistant

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

research

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

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

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

BuilderChatGPTMembers

Draft Instructions for a Custom GPT

The sections mirror what makes custom assistants reliable.

agents

BuilderGeminiMembers

Equipment Inventory From Photos

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

it-ops

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

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

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

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

BuilderChatGPTMembers

Messy Spreadsheet Cleanup With a Script

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

data

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

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

BuilderGrokMembers

Public Reaction Summary

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

analysis

BuilderClaudeMembers

Refactor for Readability Without Changing Behavior

The behavior-preservation constraint prevents hidden rewrites.

coding

BuilderGrokMembers

Rumor Check With Caveats

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

research

BuilderPerplexityMembers

Security Advisory Lookup

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

security

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

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

BuilderAny assistantMembers

System Prompt Generator

Clarifying questions surface missing requirements before drafting.

agents

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

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

BuilderDeepSeekMembers

Work Through a Problem and Verify It

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

analysis

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