为什么值得关注

它独特地结合了聊天模式的 TUI 和共享的提示生成核心，支持超过十个后端及自定义端点，内置拒绝处理和按目标学习功能，能随时间改进生成的提示。

适合谁使用

评估 LLM 安全措施的红队成员和安全研究人员
构建提示工程工作流的开发者
为聊天机器人创建自定义个性的 AI 爱好者
经授权评估 LLM 系统的渗透测试人员

典型使用场景

为新的 GPT 或 Claude 项目定制系统提示
在多个 LLM 上快速迭代角色扮演角色的指令
测试目标模型的拒绝机制的鲁棒性
为本地 Ollama 模型等软目标生成最小化提示

项目优势

实时流式输出和自动复制到剪贴板加快工作流程
支持 12 个内置后端及任意 OpenAI 兼容端点
拒绝级联自动回退到供应商的其他模型
按目标学习记录成功率和用户笔记，改善后续提示

使用前须知

需要 Python 3.9+ 和终端环境，限制非技术用户使用
仅限授权测试使用，滥用可能违反服务条款
学习是磁盘上的累积记忆而非模型微调，改进局限于提示工程启发式方法

README 快速开始

FORGE ⚔

Chat-mode forge for persona-layer system prompts.

State a goal. A permissive generator model drafts a complete, ready-to-paste system prompt. You paste it into any target LLM's system / custom-instructions field (a chat.claude.ai project, a custom GPT, a Gemini Gem, a Grok personality, an OpenRouter system message, Cursor rules…) and the target loads into a compliant, in-character state for your domain.

The draft streams live, lands in a highlighted panel, auto-copies to your clipboard, and auto-saves to disk. Paste the target's refusal back and Forge re-angles it.

⚠ Authorized use only. Forge is a research and red-teaming tool, intended for evaluating and testing systems you own or are explicitly authorized to assess. Use it only within the bounds of a permitted engagement, and in line with the terms of service of any model or provider involved. You are responsible for how you use it.

What it is

Forge is a terminal app (with a one-shot CLI twin) that turns a plain-English goal into a finished, paste-ready system prompt for a target model. The generation logic — architecture styles, the sanitizer, refusal detection — lives in one shared core, so the chat TUI and the CLI can never drift apart. Every model provider is reached through the same OpenAI-compatible interface, so one code path drives all of them.

Capabilities

Chat-mode drafting — state a goal, watch the prompt stream in, iterate by pasting the target's response back. Or one-shot it from the CLI.
Live model picker (Ctrl+P) — one filterable overlay of every backend × model; pick a row and it switches provider and model at once.
Key manager (Ctrl+K) — see every backend's keyed / no-key status and set a key by pasting it. Keys live outside the repo, never committed.
Any provider — 12 built-in backends (OpenRouter, Gemini, Groq, Cerebras, DeepSeek, xAI, Mistral, Together, Fireworks, OpenAI, local LM Studio / Ollama) plus custom endpoints: point Forge at any OpenAI-compatible URL.
Refusal cascade — if the chosen model balks, Forge automatically falls through the backend's fallback chain until one delivers.
Per-target learning — name who you're building for; Forge logs which architectures land vs get refused, takes your notes, and feeds both back into the generator on future drafts, leading with whate

项目描述

Chat-mode forge for persona-layer system prompts — live model picker, per-target learning, any OpenAI-compatible backend. Cross-platform.

forge