REPOGEO REPORT · LITE
AGI-Edgerunners/Plan-and-Solve-Prompting
Default branch main · commit 9d5a176f · scanned 6/3/2026, 3:58:08 PM
GitHub: 728 stars · 64 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 AGI-Edgerunners/Plan-and-Solve-Prompting, 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
2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the README's opening statement to clarify the project's purpose as a technique
Why:
CURRENT# Plan-and-Solve-Prompting Code for our ACL 2023 Paper "Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models".
COPY-PASTE FIX# Plan-and-Solve-Prompting: A Zero-Shot Chain-of-Thought Reasoning Technique for LLMs This repository provides the official code for "Plan-and-Solve Prompting," an ACL 2023 paper that introduces a novel technique to improve zero-shot chain-of-thought reasoning in Large Language Models. It enables LLMs to first generate a detailed plan and then execute it, leading to more reliable and accurate problem-solving.
- highlicense#2Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
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.
- LangChain · recommended 1×
- LlamaIndex · recommended 1×
- FLAN-T5 · recommended 1×
- Alpaca · recommended 1×
- Vicuna · recommended 1×
- CATEGORY QUERYWhat techniques improve zero-shot chain-of-thought reasoning in large language models?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- FLAN-T5
- Alpaca
- Vicuna
- Llama 2 Chat
- CoT-Hub
AI recommended 7 alternatives but never named AGI-Edgerunners/Plan-and-Solve-Prompting. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat strategies help large language models plan their thought process for better problem-solving?you: not recommendedAI recommended (in order):
- Chain-of-Thought Prompting
- GPT-3.5
- GPT-4
- Zero-shot CoT
- Tree-of-Thought Prompting
- Claude 3 Opus
- Self-Refine
- Reflexion
- Program-Aided Language Models (PAL)
- Python
- Code Interpreter
- ChatGPT Plus
- Google's Gemini
- Toolformer
- Retrieval-Augmented Generation (RAG)
- Pinecone
- Weaviate
- ChromaDB
- Llama 2
- Mistral
- Atlas
- Decomposition Prompting
- Least-to-Most Prompting
- RLHF
- ChatGPT
- RLAIF
- Claude
AI recommended 27 alternatives but never named AGI-Edgerunners/Plan-and-Solve-Prompting. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- 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 AGI-Edgerunners/Plan-and-Solve-Prompting?passAI did not name AGI-Edgerunners/Plan-and-Solve-Prompting — 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 AGI-Edgerunners/Plan-and-Solve-Prompting in production, what risks or prerequisites should they evaluate first?passAI named AGI-Edgerunners/Plan-and-Solve-Prompting 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 AGI-Edgerunners/Plan-and-Solve-Prompting solve, and who is the primary audience?passAI did not name AGI-Edgerunners/Plan-and-Solve-Prompting — 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
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AGI-Edgerunners/Plan-and-Solve-Prompting — 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