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Nalanda Prompts · Where prompts are perfected · Inspired by the ancient university of Nalanda (~427 CE)
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Nalanda Prompts is a closed-beta community for AI prompt engineers. Find production-ready prompts curated from Anthropic, OpenAI, GitHub, and the wider web. Each one links back to its source. Discuss, fork, and refine in the open.

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v0 by Vercel: leaked system prompt - AskUserQuestions discipline and debug log conventions

Opening section of the v0 production system prompt. Notable for its strict rules about how AskUserQuestions interacts with parallel tool calls, image asset handling, and a project

debuggingtool-useleakedcode-generationagentGPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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Anthropic prompting guide: subagent-spawning guidance for Claude Opus 4.7 coding workloads

From the Anthropic prompt engineering guide section on agentic systems. A concrete system prompt snippet that tells Claude Opus 4.7 when to spawn subagents counter balancing its de

anthropicplanningcode-generationsystem-promptagentClaude Opus 4.7
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Sagar Verma1krepasked 6 days ago
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OpenAI Cookbook: GPT-4.1 agentic SWE-bench system prompt (persistence + tool-calling + planning)

The three pillars OpenAI recommends prepending to any GPT 4.1 coding agent. They turn a one shot model into a loop that keeps working until the task is actually finished. Source: h

openaiplanningtool-useagentsystem-promptGPT-4.1GPT-4o
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Debater - two-sided argument and rebuttal generator

Researches both sides of a topic, presents arguments for each, refutes opposing points, and draws conclusions backed by evidence. Source: https://github.com/f/awesome chatgpt promp

role-playanalysisreasoningGPT-4oClaude 3.5 SonnetClaude Opus 4
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: English Translator and Improver - auto-detect, translate, elevate prose

Detects any input language, translates to English, and rewrites at a higher register. Great for non native writers polishing emails or essays. Source: https://github.com/f/awesome

templatewritingtranslationGPT-4oClaude 3.5 SonnetGemini 1.5 Pro
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Sagar Verma1krepasked 6 days ago
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Anthropic Cookbook: evaluator-optimizer loop - code generation that iterates on its own feedback

From patterns/agents/evaluator optimizer.ipynb . Two cooperating prompts: a generator that produces a solution with <thoughts and <response blocks and an evaluator that returns PAS

anthropicreasoningcode-generationxml-structuredagentClaude Opus 4.7Claude Sonnet 4.6
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Motivational Coach - personalized accountability strategist

Designs concrete strategies, affirmations, and actions to help someone reach a stated goal. Source: https://github.com/f/awesome chatgpt prompts

templateplanningrole-playGPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Stand-up Comedian - observational routine writer

Builds stand up routines on current events, blending wit and personal anecdotes. Source: https://github.com/f/awesome chatgpt prompts

templaterole-playwritingGPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: Storyteller - audience-tuned narrative generator

Generates engaging stories with theme and audience awareness. Useful for parents, teachers, or content creators. Source: https://github.com/f/awesome chatgpt prompts

templaterole-playwritingGPT-4oClaude 3.5 SonnetClaude Opus 4
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Sagar Verma1krepasked 6 days ago
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awesome-chatgpt-prompts: JavaScript Console - interactive REPL emulator

Sibling to the Linux Terminal prompt. Useful for teaching JS or quick mental evaluation without opening a browser console. Source: https://github.com/f/awesome chatgpt prompts

educationtemplatecode-generationrole-playGPT-4GPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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Anthropic Legal Q&A with citations - answer questions from compiled legal research

Chapter 9 of Anthropic's interactive prompt engineering tutorial includes this complex legal services prompt that demonstrates retrieval over research with citation formatting, pre

anthropictemplateanalysischain-of-thoughtxml-structuredClaude Opus 4.7Claude Sonnet 4.6Claude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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Prompt Engineering Guide: Chain-of-Thought (CoT) - few-shot odd-number reasoning exemplar

Canonical example from Wei et al. 2022 showing how interleaving worked reasoning into few shot exemplars dramatically improves arithmetic and commonsense tasks. Source: https://git

templatereasoningfew-shotchain-of-thoughtGPT-4GPT-4oClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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Cursor IDE: leaked Agent Prompt v2.0 - codebase_search semantic tool guidance

Opening section of Cursor's leaked production system prompt Agent Prompt 2.0 . Establishes the model's tool palette and gives detailed when to use and when not to use guidance for

agenticleakedtool-useideagentClaude 3.5 SonnetClaude Sonnet 4GPT-4o
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Sagar Verma1krepasked 6 days ago
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Windsurf Cascade: leaked Wave 11 system prompt - agentic pair-programmer in AI Flow paradigm

Opening identity and tool calling section from the leaked Windsurf Cascade prompt. Notable for the AI Flow framing, the strict tool calling discipline, and the unusual instruction

xml-structuredagenticleakedtool-useideGPT-4.1Claude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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OpenAI Cookbook: structured outputs system prompt for math tutoring with step-by-step JSON

Production system prompt from the OpenAI structured outputs cookbook recipe. It instructs the model to emit each solution step as an equation alongside an explanation field, ready

openaichain-of-thoughtjson-outputsystem-promptGPT-4oGPT-4 TurboGPT-4.1
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Sagar Verma1krepasked 6 days ago
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Anthropic Cookbook: PetWorld customer-support bot with native Claude citations

From the cookbook's using citations.ipynb . Pairs the Claude Citations API with a short, focused system prompt to ground answers in help center documents. Cited spans are returned

guardrailsanthropictool-usesystem-promptchatbotClaude Sonnet 4.6Claude Opus 4.7
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Sagar Verma1krepasked 6 days ago
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Midjourney niji 6: Studio Ghibli kitchen scene with hand-painted texture

Anime mode prompt using the niji 6 model. Calling out the studio Ghibli and the medium hand painted texture, soft pastels is what keeps it on style. Source: https://witechpedia.com

midjourneyimage-generationMidjourney niji 6Midjourney v6
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Sagar Verma1krepasked 6 days ago
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LangChain: ReAct agent prompt template (hwchase17/react) with Thought/Action/Observation scaffold

The exact PromptTemplate string shipped with LangChain's ReAct agent. Drop your tools into {tools} and {tool names} and the model follows the loop until it emits a Final Answer . S

langchaintemplatetool-useagentreactGPT-4oGPT-4 TurboClaude 3.5 Sonnet
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Sagar Verma1krepasked 6 days ago
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OpenAI Cookbook: retrieval-augmented QA prompt with a "give the model an out" clause

RAG system prompt from the embeddings QA recipe. The closing sentence is what stops hallucinations on questions outside the retrieved articles. Paired role message: You answer ques

openaianalysisguardrailssystem-promptGPT-4oGPT-4 Turbo
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Sagar Verma1krepasked 6 days ago
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OpenAI Cookbook: structured outputs system prompt for article summarization to a typed schema

OpenAI's recommended pattern for summarizing an article into a fixed schema. Each field is described inline so the model knows exactly what the JSON shape means. Source: https://co

openaidata-extractionsummarizationjson-outputsystem-promptGPT-4oGPT-4.1
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