The best prompt-optimizer alternatives

ChatGPT-Shortcut

rockbenben/ChatGPT-Shortcut

Stop writing prompts from scratch — a searchable prompt library for ChatGPT, Claude, Gemini and Cursor · Русский 한국어 العربية हिन्दी ไทย ｜ 别再从头写提示词：现成的拿来就用，好用的收进自己的库

Choose ChatGPT-Shortcut if…

• you need a detected license — this one reports MIT License
• you want something your agent can install directly rather than a library to wire up yourself
• you prefer a smaller, narrower project to a large one
• you specifically need ai-prompt or aigc

Shares ai-prompts, ai-tools, prompt, prompt-engineering with prompt-optimizer.

zcf

UfoMiao/zcf

Zero-Config Code Flow for Claude code & Codex

Choose zcf if…

• you need a detected license — this one reports MIT License
• you prefer a smaller, narrower project to a large one
• you specifically need agent or ai

Shares llm, prompt with prompt-optimizer.

langfuse

langfuse/langfuse

🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.

Choose langfuse if…

• you specifically need analytics or autogen

Shares llm, prompt-engineering with prompt-optimizer.

loop-engineering

cobusgreyling/loop-engineering

Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit, loop-init, loop-cost.

Choose loop-engineering if…

• you need a detected license — this one reports MIT License
• you prefer a smaller, narrower project to a large one
• you specifically need agentic-ai or ai-agents

Shares llm, prompt-engineering with prompt-optimizer.

prompts.chat

f/prompts.chat

f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.

Choose prompts.chat if…

• you would rather work in HTML than TypeScript
• you want the more widely starred option (175.7k)
• you specifically need ai or artificial-intelligence

Shares llm, prompt-engineering with prompt-optimizer.

opencodex

lidge-jun/opencodex

Universal provider proxy for OpenAI Codex & Claude Code — use any LLM (Claude, Gemini, Grok, DeepSeek, Ollama…) with Codex CLI, App, SDK, and Claude Code

Choose opencodex if…

• you need a detected license — this one reports MIT License
• you prefer a smaller, narrower project to a large one
• you specifically need ai-gateway or anthropic

Shares ai-tools, llm with prompt-optimizer.

Prompt_Engineering

NirDiamant/Prompt_Engineering

22 prompt engineering techniques with hands-on Jupyter Notebook tutorials, from fundamental concepts to advanced strategies for leveraging LLMs.

Choose Prompt_Engineering if…

• you would rather work in Jupyter Notebook than TypeScript
• you prefer a smaller, narrower project to a large one
• you specifically need ai or chain-of-thought

Shares llm, prompt-engineering with prompt-optimizer.

claude-devtools

matt1398/claude-devtools

The missing DevTools for Claude Code — inspect session logs, tool calls, token usage, subagents, and context window in a visual UI. Free, open source.

Choose claude-devtools if…

• you need a detected license — this one reports MIT License
• you prefer a smaller, narrower project to a large one
• you specifically need ai or ai-agent

Shares ai-tools, llm with prompt-optimizer.

ponytail

DietrichGebert/ponytail

Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

Choose ponytail if…

• you would rather work in JavaScript than TypeScript
• you need a detected license — this one reports MIT License
• you want something your agent can install directly rather than a library to wire up yourself
• you want the more widely starred option (183.4k)

Shares llm, prompt-engineering with prompt-optimizer.

caveman

JuliusBrussee/caveman

🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman

Choose caveman if…

• you would rather work in Go than TypeScript
• you want something your agent can install directly rather than a library to wire up yourself
• you want the more widely starred option (117.1k)
• you specifically need ai or anthropic

Shares llm, prompt-engineering with prompt-optimizer.

headroom

headroomlabs-ai/headroom

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

Choose headroom if…

• you would rather work in Python than TypeScript
• you need a detected license — this one reports Apache License 2.0
• you want something your agent can install directly rather than a library to wire up yourself
• you want the more widely starred option (78.7k)

Shares llm, prompt-engineering with prompt-optimizer.

agency-agents-zh

jnMetaCode/agency-agents-zh

🎭 277 个即插即用的 AI 专家角色 — 支持 Claude Code/Cursor/Copilot 等 20 种工具，覆盖工程/设计/营销/金融等 20 个部门。含 64 个中国市场原创智能体（小红书/抖音/微信/飞书/钉钉/Qt 上位机/机械设计）。搭配编排器 agency-orchestrator，一句话即可让多位专家按 DAG 自动协作。

Choose agency-agents-zh if…

• you would rather work in Shell than TypeScript
• you need a detected license — this one reports MIT License
• you specifically need agency-orchestrator or agent-definitions

Shares llm, prompt-engineering with prompt-optimizer.