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.
An AI prompt optimizer for writing better prompts and getting better AI results.
TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients. Published in Nature.
End-to-end Generative Optimization for AI Agents
Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions.
Awesome-LLM-Prompt-Optimization: a curated list of advanced prompt optimization and tuning methods in Large Language Models
Make your OpenClaw AI agent faster, smarter, and cheaper. Speed optimization, memory architecture, context management, model selection, and one-shot development guide.
A CLI tool for logging and analyzing Claude Code and Cursor ai-driven coding session.
A very fast, very minimal prompt optimizer
Agent skill for analyzing and improving prompts using 31 frameworks across 7 intent categories. Works with Claude Code, Gemini CLI, Cursor, Copilot, and 30+ Agent Skills compatible tools.
可同时输入多个初版提示词，开启多轮自动优化，连续得到高分后得到最终结果。
Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.
A unified, modular framework for prompt optimization
MCP server for AI image generation and editing with automatic prompt optimization and quality presets. Supports Nano Banana (Gemini), OpenAI GPT Image, and BytePlus Seedream.
Open-source, bilingual AI video-prompt skill — rewrite ideas into model-ready text-to-video prompts. A portable Agent Skill (Claude Code, Codex, OpenClaw, Hermes); generate via Atlas Cloud — Seedance 2.0, Kling, Veo, Hailuo, Wan, Vidu, Gemini Omni, Grok Imagine.
Finish-First Autonomous Agent Loop for Claude Opus 4.7 – 2026 Edition
Top 10 Claude Prompt Optimization Frameworks 2026
Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically
Best Prompt Engineering Tools for 2026 AI Workflow Optimization
Deterministic, fail-open tool routing for Hermes Agent with an optional local-model fallback.
AI agent that turns your rough ideas into perfect image generation prompts. 7-component formula, 70+ creative techniques, 9 domain modes.