Streamlines and simplifies prompt design for both developers and non-technical users with a low code approach.
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Feb 12, 2026 - Python
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prompt-design
Prompt engineering is the practice of designing and optimizing prompts to effectively guide large language models (LLMs) and generative AI systems. It improves AI responses by using clear instructions, relevant context, examples, and constraints to achieve accurate and reliable outputs.
Here are 64 public repositories matching this topic...
Top 10 Claude Prompt Optimization Frameworks 2026
claude ai-tools llm prompt-engineering chain-of-thought generative-ai ai-prompts anthropic prompt-design few-shot-prompting claude-ai prompt-framework prompt-optimization ai-productivity claude-opus system-prompts meta-prompt xml-prompt claude-opus-4-6
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Aug 12, 2026 - HTML
Best Prompt Engineering Tools for 2026 AI Workflow Optimization
claude ai-tools llm prompt-engineering chain-of-thought generative-ai ai-prompts anthropic prompt-design few-shot-prompting claude-ai prompt-framework prompt-optimization ai-productivity meta-prompting claude-opus system-prompts meta-prompt xml-prompt claude-opus-4-8
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Aug 12, 2026 - HTML
A meta-prompting system that transforms raw prompts into production-ready, XML-structured prompts optimized for Claude Opus 4.6. 10 codified rules, 10-component framework, complexity-based routing — based on Anthropic's official best practices.
claude ai-tools llm prompt-engineering chain-of-thought generative-ai ai-prompts anthropic prompt-design few-shot-prompting claude-ai prompt-framework prompt-optimization ai-productivity claude-opus system-prompts meta-prompt xml-prompt claude-opus-4-6
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May 28, 2026
Universal Prompt Generator — prompt-engineering system for text-to-image models. Spectrum of 1–5 calibrated prompts per theme, with safety/drift/cliche enforcement built into the pipeline.
flux gemini image-generation text-to-image claude llm midjourney prompt-engineering stable-diffusion generative-ai chatgpt ai-prompts prompt-design system-prompt
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Jul 12, 2026 - Python
SoftPrompt-IR is a low-level symbolic annotation layer for LLM prompts, making intent strength, direction, and priority explicit. It is not a DSL or framework, but a minimal, composable way to reduce ambiguity, improve safety, and structure prompts.
low-level intermediate-representation ai-safety interpretability creative-writing ai-alignment symbolic-representation human-ai-interaction llm prompt-engineering generative-ai prompt-design safety-research llm-research intent-annotation
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Feb 11, 2026
Timeless principles and best practices for working with language models - tooling-agnostic, future-proof, and clear.
python python3 openai language-models zero-shot few-shot-learning llm prompt-engineering generative-ai chatgpt langchain anthropic prompt-design context-management llm-engineering system-prompts ai-patterns ai-cheatsheet ai-best-practices ai-reference
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May 10, 2026
A prompt that makes an LLM self-audit its recommendation bias toward a specific thing / 让大模型自检对某事物推荐倾向的提示词
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Jun 6, 2026
Live-updating tracker of prompt engineering tools, libraries, and techniques — refreshed every 15 mi
machine-learning awesome-list live-data few-shot-learning ai-tools auto-updated ai-development prompt-engineering generative-ai ai-prompts prompt-design prompt-management llm-tools prompt-library awesome-prompts prompt-optimization llm-engineering prompt-templates llm-prompts
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Aug 12, 2026 - Python
PromptWeaver: RAG Edition helps design effective prompts for Traditional, Hybrid, and Agentic RAG systems. It offers templates, system prompts, and best practices to improve accuracy, context use, and LLM reasoning.
project-management openai context-aware semantic-search ai-agents rag vector-search cost-analysis ethical-ai llm prompt-engineering langchain prompt-design llamaindex retrieval-augmented-generation llm-evaluation knowledge-retrieval agentic-rag ai-architecture hybrid-rag
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Jul 25, 2026
Turn any raw prompt into a production-ready, XML-structured prompt optimized for Claude Opus 4.8 - 11 rules, complexity-based routing, hard prompt: trigger.
claude ai-tools llm prompt-engineering chain-of-thought generative-ai ai-prompts anthropic prompt-design few-shot-prompting claude-ai prompt-framework prompt-optimization ai-productivity meta-prompting claude-opus system-prompts meta-prompt xml-prompt claude-opus-4-8
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May 28, 2026
Spec-first protocol for rule-ordered depth routing and bounded epistemic output in AI chat.
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Jun 9, 2026
Редакторский инструмент для естественного делового письма на русском без нейрояза, канцелярита, карьерных штампов и выдуманных деталей.
skill gemini editing russian editorial codex promt russian-language ai-writing llm prompt-engineering business-writing chatgpt prompt-design claude-code claude-skills codex-skills prompt-spec russian-writing
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Jul 10, 2026 - Python
A meta-prompt that refactors any LLM prompt into a clearer, more structured, and higher-performing version using proven prompt engineering techniques.
prompt few-shot-learning ai-tools prompt-tuning llm prompt-engineering chain-of-thought generative-ai prompt-design llm-prompting prompt-template prompt-optimization prompt-refinement meta-prompt
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May 2, 2026
A framework for shaping identity-aware cognition in language models using behavioral prompt layering, recursive interpretive constraints, and modular cognitive modes.
reinforcement-learning cognitive-science human-computer-interaction ai-framework system-design habit-formation behavior-modeling adaptive-systems prompt-engineering prompt-design ai-behavior workflow-optimization behavioral-architecture behavioral-psychology
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May 13, 2025
Example dataset and prompt design of Korean Offensive language Machine Generation (K-OMG), published at IJCNLP-AACL 2023.
prompt dataset data-generation korean auto-generated offensive-language hate-speech low-resource-languages offensive-language-detection prompt-tuning machine-generated-text prompting prompt-design offensive-language-dataset
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Feb 6, 2024 - Python
Object-Oriented Prompt Design (OOPD): オブジェクト指向型汎用プロンプト用語定義 (Object-Oriented Terminology for Prompt Design)
definition natural-language-processing framework ai object-oriented terminology object-oriented-programming oopd llm prompt-engineering prompt-design prompt-framework instruction-design structured-prompting ai-interaction object-oriented-prompt-design programmatic-prompting
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Apr 10, 2025 - Python
A practical kit for creating, improving, and generalizing system instructions for AI agents, with extra image and video prompting guides.
openai image-generation ai-agents video-generation json-output llm prompt-engineering prompt-design instruction-design system-instructions
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Jun 6, 2026
Make AI agents pursue the actual goal, not an easy-to-game proxy.
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Aug 9, 2026 - Roff
🛠️ Optimize any raw prompt into a best-practice, production-ready prompt for Claude Opus 4.6 in seconds, enhancing clarity and effectiveness.
developer-tools ai-tools llm chain-of-thought generative-ai ai-prompts anthropic prompt-design few-shot-prompting prompt-framework prompt-optimization ai-productivity claude-opus system-prompts claude-code meta-prompt
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Aug 11, 2026
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