TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients. Published in Nature.
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Jul 25, 2025 - Python
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prompt-optimization
Here are 153 public repositories matching this topic...
End-to-end Generative Optimization for AI Agents
python machine-learning ai optimization end-to-end optimizer agents autodiff large-language-models llm prompt-optimization agentic-agi agentic-workflow compound-systems generative-optimization
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Jun 17, 2026 - Python
A very fast, very minimal prompt optimizer
genetic-algorithm evolutionary-algorithm prompt-learning prompt-tuning prompt-engineering prompt-optimization
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Jan 5, 2025 - Python
Claude Code skill that transforms vague prompts into structured, expert-level prompts using 7 research-backed frameworks (CO-STAR, RISEN, RISE, TIDD-EC, RTF, CoT, CoD)
vscode cursor windsurf ai-tools github-copilot openai-codex prompt-engineering chain-of-thought chatgpt prompt-optimization gemini-cli agent-skills roo-code llm-prompts claude-code prompt-improvement ai-coding-agents claude-skill prompt-frameworks
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Jun 4, 2026 - Python
A unified, modular framework for prompt optimization
prompt prompt-tuning llm prompt-engineering prompt-optimization automated-prompt-engineering automated-prompt-optimization
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May 28, 2026 - Python
Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically
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Jun 23, 2026 - Python
AI agent that turns your rough ideas into perfect image generation prompts. 7-component formula, 70+ creative techniques, 9 domain modes.
gemini text-to-image claude creative-ai ai-art ai-agent prompt-engineering ai-image-generation anthropic prompt-optimization google-gemini prompt-templates claude-code image-prompts nano-banana
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Mar 25, 2026 - Python
SCOPE: Self-evolving Context Optimization via Prompt Evolution - A framework for automatic prompt optimization
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Mar 26, 2026 - Python
Claude Code for DSPy: Comprehensive CLI to Optimize Your DSPy Code. our AI-Powered DSPy Development Assistant
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Mar 2, 2026 - Python
Turn Claude Code into its own Meta-Harness — a skill that evolves the scaffolding around a fixed model (memory, retrieval, context, prompts) via a native propose→score→Pareto loop. Native reimplementation of Meta-Harness (Lee et al. 2026).
agents llm prompt-optimization agent-skills pareto-optimization claude-code claude-skill meta-harness
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Jun 14, 2026 - Python
State-of-the-art prompting techniques implementation with DSpy - Manager-style prompts, role personas, meta-prompting, and more
python nlp machine-learning natural-language-processing ai experimental artificial-intelligence openai few-shot-learning dspy large-language-models llm prompt-engineering prompt-optimization meta-prompting
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Apr 11, 2026 - Python
A lightweight implementation of the GEPA (Genetic-Pareto) prompt optimization method for large language models.
open-source gemini google-summer-of-code gemma gemini-api prompt-tuning large-language-models student-vscode ollama prompt-optimization fortheloveofcode
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Aug 12, 2025 - Python
Claude Code skill that forces AI to understand before executing. Three disciplines: cognition check, requirement understanding, method search.
claude ai-tools ai-agent prompt-engineering prompt-optimization agent-skills claude-code context-engineering claude-code-hooks claude-code-plugin claude-code-skill openclaw
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Jun 29, 2026 - Python
MCP server integrating GEPA (Genetic-Evolutionary Prompt Architecture) for automatic prompt optimization with Claude Desktop
python ai mcp evolutionary-algorithms genetic-algorithms prompt-optimization gemini-ai claude-desktop
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Nov 10, 2025 - Python
Make your agents learn from experience. One protocol for weights, harness and routing.
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Jun 12, 2026 - Python
CLI text optimizer built on GEPA. Uses Agentic Coding CLI's as mutator and observer -- no api keys required
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May 20, 2026 - Python
🚀 Lightweight Python library for building production LLM applications with smart context management and automatic token optimization. Save 10-20% on API costs while fitting RAG docs, chat history, and prompts into your token budget.
python machine-learning openai ai-agents cost-optimization rag llm prompt-engineering langchain anthropic function-calling prompt-optimization token-optimization
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Apr 12, 2026 - Python
A framework for pitting LLMs against each other in an evolving library of games ⚔
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Apr 17, 2025 - Python
RHO: Evolving Agents in the Dark — Retrospective Harness Optimization via Self-Preference. Improving LLM agents from unlabeled past trajectories (arXiv:2606.05922).
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Jun 12, 2026 - Python
PromptCraft is a prompt perturbation toolkit from the character, word, and sentence levels for prompt robustness analysis. PyPI Package: pypi.org/project/promptcraft
prompt prompt-toolkit sentence-paraphrasing natural-language-prompts large-language-models llm prompt-engineering prompt-generator llms prompt-optimization prompt-perturbation prompt-robustness llm-robustness llms-adversarial-attack character-editing word-manipulation
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Jan 3, 2024 - Python
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