REPOGEO REPORT · LITE
timqian/openprompt.co
Default branch main · commit 53e2f185 · scanned 5/14/2026, 3:33:14 AM
GitHub: 1,220 stars · 59 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 timqian/openprompt.co, 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 the README's opening to describe the OpenPrompt platform
Why:
CURRENT# OpenPrompt This is a list of the most starred prompts on OpenPrompt.co. The list is updated every 24 hours.
COPY-PASTE FIX# OpenPrompt OpenPrompt is an open-source platform for creating, using, and sharing effective AI prompts. It provides a community-driven space to discover, manage, and contribute prompts for various AI models like ChatGPT and Midjourney. This repository contains the source code for the OpenPrompt.co platform, and also includes a regularly updated list of the most starred prompts.
- mediumreadme#2Explicitly state the open-source and self-hostable nature of the platform
Why:
COPY-PASTE FIXOpenPrompt is built as an open-source project, allowing users to self-host the platform and contribute to its development. This fosters a transparent and community-driven approach to prompt engineering.
- lowreadme#3Add a 'Features' section to detail platform capabilities
Why:
COPY-PASTE FIX## Features - **Create & Share:** Easily create and publish your own AI prompts. - **Discover:** Browse a curated and community-ranked collection of prompts. - **Manage:** Organize your favorite prompts and track their performance. - **Community:** Engage with other prompt engineers and contribute to the ecosystem. - **Open Source:** Full transparency and extensibility for developers.
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.
- Prompt Engineering Guide · recommended 1×
- Awesome-Prompts · recommended 1×
- FlowGPT · recommended 1×
- PromptBase · recommended 1×
- LearnPrompting.org · recommended 1×
- CATEGORY QUERYWhere can I find a collection of popular and effective prompts for AI chatbots?you: not recommendedAI recommended (in order):
- Prompt Engineering Guide
- Awesome-Prompts
- FlowGPT
- PromptBase
- LearnPrompting.org
- OpenAI Cookbook
AI recommended 7 alternatives but never named timqian/openprompt.co. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for a platform to create, manage, and share custom prompts for LLMs.you: not recommendedAI recommended (in order):
- PromptLayer
- LangChain Hub
- Weights & Biases Prompts
- Humanloop
- Vellum
- GitHub
- GitLab
- Notion
- Confluence
AI recommended 9 alternatives but never named timqian/openprompt.co. 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 timqian/openprompt.co?passAI did not name timqian/openprompt.co — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts timqian/openprompt.co in production, what risks or prerequisites should they evaluate first?passAI named timqian/openprompt.co 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 timqian/openprompt.co solve, and who is the primary audience?passAI did not name timqian/openprompt.co — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of timqian/openprompt.co. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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timqian/openprompt.co — 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