Prompt engineering tools for managing, optimizing, and versioning prompts and system instructions for LLMs.
9 tools
Prompt and context engineering tools help you write, organise and optimise the instructions and context you give AI models and coding agents. They include reusable prompt templates, apps that assemble the right files into a prompt, and MCP servers that manage prompt libraries or reduce token usage through caching and compression.
This is a small category in the directory, and many related tools live under Code Assistant and Memory & Context. When evaluating, check whether templates are versioned and testable, whether the tool works with the agents you already use, and, for token optimisers, whether savings hold up on your real tasks without hurting answer quality.
| Name | Tagline | Category | Stars | License | Updated |
|---|
| prompt-in-context-learningTrendingEssential | Awesome resources for in-context learning and prompt engineering: Mastery of the LLMs such as ChatGPT, GPT-3, and FlanT5, with up-to-date and cutting-edge updates. | Prompt Engineering | ★ 2.2k | — | 2026-05-29 |
| DecryptPromptTrending | 总结Prompt&LLM论文,开源数据&模型,AIGC应用 | Prompt Engineering | ★ 3.4k | — | 2026-10-06 |
| ai-promptsTrending | Curated AI Prompts for Cursor Rules, Cline, Windsurf and Github Copilot | Prompt Engineering | ★ 1.1k | — | 2026-05-13 |
| vibe-coding-prompt-templateTrending | Templates and workflow for generating PRDs, Tech Designs, and MVP and more using LLMs for AI IDEs | Prompt Engineering | ★ 3.1k | MIT | 2026-10-04 |
| token-optimizer-mcpHidden Gem | Intelligent token optimization for Claude Code - achieving 95%+ token reduction through caching, compression, and smart tool intelligence | Prompt Engineering | ★ 541 | MIT | 2026-10-08 |
| repoprompt-ceHidden Gem | Community edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI. | Prompt Engineering | ★ 943 | Apache-2.0 | 2026-10-08 |
| claude-prompts-mcpEssentialHidden Gem | 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. | Prompt Engineering | ★ 188 | MIT | 2026-10-08 |
| claude-architectTrendingWorkflow Automation··· | Study materials, code examples, and practice scenarios for Anthropic's Claude Certified Architect: Foundations (CCA-F) certification exam. Covers all five exam domains: agentic architecture, MCP integration, Claude Code workflows, prompt engineering, and context management. | Prompt Engineering | ★ 93 | MIT | 2026-09-19 |
| cap-mcp-pluginHidden GemAPI Integration··· | MCP (Model Context Protocol) server plugin for CAP NodeJS | Prompt Engineering | ★ 61 | NOASSERTION | 2026-07-17 |