ohad6k/ditto - 仓库详情

AI 仓库情报摘要

FR-AI / ANALYSIS

为什么值得关注

它通过从真实的会话证据中提取行为模式，而非依赖手动编写的规则，解决了 AI 代理的冷启动问题；同时支持多种代理平台，并采用以本地隐私优先的架构。

适合谁使用

日常使用 AI 编码代理并希望获得一致、个性化交互的开发者
拥有大量代理会话历史、希望挖掘自己工作模式的独立开发者
使用 Claude Code、Codex、Cursor 或 Gemini 等工具、寻求统一代理行为的团队
关注开源、可审计、本地优先的代理定制工具的高级用户

典型使用场景

个性化 AI 编码代理，使其遵循你的编码标准、‘完成’定义和调试方式
创建可分享的档案卡，在不暴露完整会话日志的情况下总结你的工作风格
通过加载挖掘出的档案来提升代理输出质量，然后开始新任务
使用内置的 `emulo verify` 命令验证代理档案是否基于真实会话引用

项目优势

零依赖、单文件 CLI（仅标准库），默认不进行任何网络调用
从真实的用户编写消息中挖掘证据，而非规则文件或记忆，并需要多个会话才能推断规则
原生支持多种代理平台（Claude Code、Codex、Cursor、Gemini、OpenCode 等），提供明确的插件和适配器
内置验证工具，可检查每个引用是否来自原始会话日志，防止幻觉规则

使用前须知

Emulo 档案只建模你的工作方式，并不能使底层模型更智能；效果取决于代理的能力
稀疏或重复的会话历史可能导致设计或写作档案不完整，快速预览模式的召回率较低
提供商令牌计量不在 Emulo 的测量范围内，基准测试和排行榜计划在未来版本中发布

README 快速开始

Emulo

Your AI agents act like they just met you. Emulo fixes that.

Your real coding-agent sessions already contain the rules you never wrote down: what “done” means, what you reject on sight, how you debug, how you design UI, and how you write when you are actually working.

Emulo mines selected evidence from those sessions — Claude Code, Codex, Copilot CLI, OpenCode, and Google Antigravity logs out of the box — into a private working profile your agent reads before every task. Separate layers for work, design, writing, and video mean the right part of you loads for the right task.

The mined profile loads where your agents already live: Claude Code and Codex natively, Cursor, Gemini, and OpenCode through explicit adapters, and OpenClaw and Hermes Agent as a standard skill (guide).

The Emulo Proof v1 methodology is an unexecuted methodology until a separately approved evidence release exists.

Open source and Emulo Pro

Emulo's local engine stays MIT licensed and useful without an account. Your session extraction, redaction, caches, profile, and agent adapters remain on your machine unless you explicitly choose a model provider for mining.

Emulo Pro is the optional hosted layer for client-encrypted approved-generation continuity across up to five devices, managed pairing and revocation, conflict-preserving history, and a bounded encrypted recovery/export window. Raw session evidence, decryption keys, and model-provider tokens do not enter the hosted service. Ending Pro access never disables local Emulo, its history, or rollback.

The hosted Worker source is public so its authentication, checkout, webhook, and entitlement rules can be audited. Production credentials and customer records are held by Cloudflare and Polar and are never stored in Git. Public source code is not public access to the hosted service or its data.

Not memory

Memory is what you explicitly told the model.

Emulo mines what your work already proved about you: what you reject, what "done" means, when you ask for proof, how you talk when you're actually working, and the agent behaviors that make you stop the task.

That's why it reads raw session logs, not your CLAUDE.md or rules file.

A real run

One line to the same agent, twice: "help me post emulo on reddit." Once cold,

项目描述

Mine your Claude Code and Codex logs into a local you.md agent profile.

ditto