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 42 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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Dec 10, 2025 - 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
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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Jan 23, 2026 - Python
SCOPE: Self-evolving Context Optimization via Prompt Evolution - A framework for automatic prompt optimization
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Dec 18, 2025 - 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
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 artificial-intelligence openai few-shot-learning dspy large-language-models llm prompt-engineering prompt-optimization meta-prompting
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Jun 23, 2025 - Python
Claude Code for DSPy: Comprehensive CLI to Optimize Your DSPy Code. our AI-Powered DSPy Development Assistant
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Feb 8, 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
🚀 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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Dec 23, 2025 - Python
A framework for pitting LLMs against each other in an evolving library of games ⚔
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Apr 17, 2025 - Python
Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically
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Jan 23, 2026 - Python
Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies
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Jun 23, 2025 - 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
Unofficial langchain implementation of "Large Language Models as Optimizers".
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Jun 15, 2024 - Python
Official implementation for "GLaPE: Gold Label-agnostic Prompt Evaluation and Optimization for Large Language Models" (stay tuned & more will be updated)
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Feb 6, 2024 - Python
Type-safe prompt management with automatic optimization for LLMs. DSPy-style optimization, A/B testing, multimodal support, and more.
agent ai openai prompt-toolkit pydantic llm prompt-engineering anthropic litellm prompt-optimization
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Feb 6, 2026 - Python
Biological code organization system with 1,029+ production-ready snippets - 95% token reduction for Claude/GPT with AI-powered discovery & offline packs
developer-tools code-snippets code-organization cost-reduction token-reduction prompt-optimization context-management ai-assisted-coding context-compression rag-optimization chain-of-draft token-optimization llm-efficiency claude-optimization context-engineering context-pruning repository-aware gpt-optimization infinite-retrieval llm-context-window
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Nov 10, 2025 - Python
Prompt Optimization With Textual Gradient
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Dec 23, 2025 - Python
KSI Ξ Agent Improving Ecosystem. A graph-based orchestration system for evolving AI agents through collaborative improvement and meta-optimization
event-driven multi-agent-systems ai-agents graph-based agent-framework dspy claude-ai prompt-optimization context-management llm-orchestration
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Sep 7, 2025 - Python
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