REPOGEO REPORT · LITE
kevinamiri/Instructgpt-prompts
Default branch master · commit d23290fb · scanned 6/9/2026, 3:28:04 AM
GitHub: 537 stars · 55 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface kevinamiri/Instructgpt-prompts, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README opening to clarify repo's purpose
Why:
CURRENTInstructGPT were the first series of language models that had been trained using supervised fine-tuning on top of the base model.
COPY-PASTE FIX# Instruction-following prompts for GPT-instruct, GPT-3.5 This repository provides a curated collection of instruction-following prompts and strategies specifically designed for GPT-instruct and GPT-3.5 models. It aims to help users optimize language model interactions through zero-shot prompting techniques, addressing common challenges like phrasing and position sensitivity. InstructGPT were the first series of language models that had been trained using supervised fine-tuning on top of the base model.
- mediumtopics#2Add more specific prompt engineering topics
Why:
CURRENTchatgpt, chatgpt-prompts, gpt-3, gpt-3-prompt, gpt-3-prompts, gpt-35, gpt-35-prompts, gpt-4, gpt3, gpt3-instruct, gpt35, gpt4, instruct-gpt, instructgpt, instruction-following, prompt-engineering, prompting, zero-shot-prompts
COPY-PASTE FIXchatgpt, chatgpt-prompts, gpt-3, gpt-3-prompt, gpt-3-prompts, gpt-35, gpt-35-prompts, gpt-4, gpt3, gpt3-instruct, gpt35, gpt4, instruct-gpt, instructgpt, instruction-following, prompt-engineering, prompting, zero-shot-prompts, prompt-optimization, llm-prompts, ai-prompts, prompt-design
- mediumreadme#3Add a section differentiating this collection from general prompt guides
Why:
COPY-PASTE FIX## Why use this collection? While comprehensive resources like OpenAI's Prompt Engineering Guide offer broad principles, this repository provides a focused, curated collection of prompts and strategies specifically tailored for GPT-instruct and GPT-3.5. It emphasizes practical application and deep dives into challenges like phrasing and position sensitivity, offering ready-to-use examples rather than just theoretical advice.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- OpenAI Playground · recommended 1×
- OpenAI API · recommended 1×
- GPT-4 · recommended 1×
- Claude 3 Opus · recommended 1×
- Google Gemini Advanced · recommended 1×
- CATEGORY QUERYHow to write effective prompts for large language models to improve text generation?you: not recommendedAI recommended (in order):
- OpenAI Playground
- OpenAI API
- GPT-4
- Claude 3 Opus
- Google Gemini Advanced
- GPT-3.5 Turbo
- Claude 3 Sonnet
- Llama 3
- Anthropic API
- Google AI Studio
AI recommended 10 alternatives but never named kevinamiri/Instructgpt-prompts. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking strategies to improve language model accuracy by optimizing prompt phrasing and position.you: not recommendedAI recommended (in order):
- OpenAI's Prompt Engineering Guide
- Google's Prompt Design Guide
- LearnPrompting.org
- Awesome Prompt Engineering
- LangChain
- LlamaIndex
- Weights & Biases (W&B Prompts)
- Humanloop
AI recommended 8 alternatives but never named kevinamiri/Instructgpt-prompts. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of kevinamiri/Instructgpt-prompts?passAI named kevinamiri/Instructgpt-prompts explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts kevinamiri/Instructgpt-prompts in production, what risks or prerequisites should they evaluate first?passAI named kevinamiri/Instructgpt-prompts explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo kevinamiri/Instructgpt-prompts solve, and who is the primary audience?passAI named kevinamiri/Instructgpt-prompts explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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kevinamiri/Instructgpt-prompts — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite