prompt-engineering

MCP server for reusable prompt templates, multi-step workflow chains, and quality gates. Compose agentic workflows with an operator syntax; export as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI.

An 'additional system' prompt for the Augment Code extension in attempt to improve output quality.

GPT4Vis: What Can GPT-4 Do for Zero-shot Visual Recognition?

让 Codex 根据最终结果生成标题、注释、commit 和 PR，减少被否决方案在交付中的残留。

Open, MIT context format for AI coding agents: centralized .aigx/ rules + a per-file boundary index that targets the right rules, forbidden imports, and gotchas to each file. The only context format validated in a controlled benchmark. Tool-agnostic; nothing injected into your source.

Build LLM agents that explain why, not just what. Attribution-driven agent requirements engineering framework. Based on the 4D-ARE Paper - https://arxiv.org/abs/2601.04556

A curated collection of system prompts and tool definitions from production AI coding agents

Prompt Shelf is a lightweight prompt management system designed for developers and AI engineers.

ChatData 🔍 📖 brings RAG to real applications with FREE✨ knowledge bases. Now enjoy your chat with 6 million wikipedia pages and 2 million arxiv papers.

Whistleblower is a offensive security tool for testing against system prompt leakage and capability discovery of an AI application exposed through API. Built for AI engineers, security researchers and folks who want to know what's going on inside the LLM-based app they use daily

Comprehensive AI prompt engineering skills for Claude Code, ChatGPT (GPTs & Codex CLI plugin), and Gemini Gems. Model-specific patterns for Claude Fable 5 / Opus 4.8, GPT-5.6 Sol (5.5/5.4 legacy), Gemini 3.1, Veo 3.1, Nano Banana 2, and gpt-image-2.

Awesome QA Skills — a bilingual (zh/en) AI testing Agent Skills library for Codex, Cursor, Claude Code, Kiro, OpenCode, and Trae. Ships 4 testing workflows and 25 testing-type skills (58 skill folders with language parity): independently installable, composable, and eval-ready with skill-up. Covers requirements, strategy, cases, API/performance/sec

Open survey and evidence map for AI agent evolution, self-evolving agents, memory, skills, harnesses, benchmarks, and agent-swarm systems.

Instantly create video clips from LLM prompts

🧱 AI 产品经理入门知识库:面试题库 · AI 基础 · 案例拆解 · 学习路线 | 无论是零基础转行还是持续进步,一个仓库就够了

We introduce new zero-shot prompting magic words that improves the reasoning ability of language models: panel discussion!

Real-time guardrail that shows token spend & kills runaway LLM/agent loops.

Prompt packs that make any AI agent a LaTeX expert — fix errors, polish writing, format for venues, read papers, recover source

Boring Is All You Need: a Codex Desktop workflow replacement with transactional migration, audit-only managed hooks, risk-based review, scoped checkpoint commits, and release evidence.

一个可以帮你快速反推出网页上图片的提示词，并快速生图测试提示词效果的插件。A Chrome extension to reverse-engineer prompts from web images and instantly validate them via live generation.