LangGPT: Empowering everyone to become a prompt expert! 🚀 📌 结构化提示词（Structured Prompt）提出者 📌 元提示词（Meta-Prompt）发起者 📌 最流行的提示词落地范式 | Language of GPT The pioneering framework for structured & meta-prompt design 10,000+ ⭐ | Battle-tested by thousands of users worldwide Created by 云中江树

Automatic Prompt Optimization Framework

Type-safe AI agents for Go. Suricata combines LLM intelligence with Go’s strong typing, declarative YAML specs, and code generation to build safe, maintainable, and production-ready AI agents.

📝 Structured Prompt Skill - A Claude Code skill with 395+ AI prompt templates. Create professional AI prompts, personas & system prompts. | 结构化提示词技能 - 内置395+提示词模板的Claude Code技能

A modular, self-contained file format for executable AI prompts, logic, and data.

PPS — Prompt Protocol Specification v1.0 | Open 8-dimension structured instruction framework for Human-AI Interaction (5W3H)

Aura-Frog Cursor provides a structured, command-based workflow for AI-assisted development in Cursor IDE. It replaces ad-hoc prompting with clear workflows, embedded instructions, and guided steps to improve analysis, implementation, and documentation quality.

Prompt library for AI models with tags, examples, and a structured folder organization

vidlytics extracts text from multimedia, generates domain-specific summaries & insights from prompts, enabling quick understanding without direct video processing.

Multi-agent AI skill orchestration — 13 skills, 7 lifecycle phases, from idea to post-release. Works with Claude Code, Codex, Gemini CLI, Cursor, Windsurf, OpenCode, and any agent that reads Markdown or speaks MCP.

A new package is designed to facilitate structured evaluation of a system's performance comparison between optimistic and pessimistic approaches. It takes a textual description or data snippet as inpu

Production-grade prompt frameworks for frontier LLMs. Structured: Context → Constraints → Output Schema → Examples. Newsletter-tested on GPT, Claude, Grok, Gemini. Deterministic results. JSON/MD. Double and triple-checked. Copy-paste ready. MIT.

Structured prompting convention to optimize reasoning precision, execution consistency, and token efficiency

✍️ Write effective AI prompts with this structured prompt engineering library and Claude Code skill, featuring 300+ curated examples for high-quality results.

Finalized prompt system for Minnie Basic. Minnie is a lightweight assistant designed to support task initiation, focus recovery, and overwhelm relief. It is built for flexibility, not pressure.

R++ A structured specification language for LLMs

MindScript Ledger is the temporal memory and pattern-recall layer of the MindScript ecosystem. It stores normalized prompts, logic states, patterns, and threads as a structured ledger, enabling deterministic recall and reconstruction of long-running AI interactions.

Short form modular prompt for identifying recruiting agencies aligned with user selected job fields and preferences; part of the Atlas Suite.

Cross-AI external memory system using structured Denbun Macros.

A modular prompt assistant for researching value-aligned companies and remote friendly roles. This supports structured targeting by location, flexibility, and priorities. Part of the Atlas Suite.