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I got tired of re-explaining my project to AI agents. Now it lives in 1200 markdown files, and I built a Mac app to work on them together

I had to explain the same things to Claude and Codex too many times. What we decided last week, where things live, what's left to do. I wanted it to remember what we worked on, but also to have full visibility into its memory and keep it in a folder that sits right next to my project. For this one app the folder has about 1200 files now, after 10 months of building it. For example, every bug we hit is a small file, and after a few dozen I can ask it which part of the app keeps

五维评分

付费意愿
35
需求真实度
52
个人可落地
82
竞争空间
42
新鲜度
72

AI 分析

痛点:每次开始新的会话时,都要反复向 Claude、Codex 等 AI agent 说明项目背景、上次的结论和待办事项,缺少一个可查看、可编辑,并且能让 agent 读写的持久记忆层。

目标用户:重度使用 Claude Code、Codex、Cursor 等 AI 编程 agent 的独立开发者与小团队,尤其是同时跨多个项目、需要长期上下文的开发者。

证据:I had to explain the same things to Claude and Codex too many times. What we decided last week, where things live, what's left to do. / For example, every bug we hit is a small file, and after a few dozen I can ask it which part of the app keeps breaking. / It's free. Mac only, macOS 15 or newer. / How do you keep your agents up to speed between sessions right now?

变现:开源 Rust 引擎免费,通过付费的 Mac 桌面客户端或团队版订阅实现变现:跨设备及团队共享的记忆同步、托管索引与语义检索、审计与权限;也可先做免费 CLI 或插件积累用户,再推出 ¥49-99/月 的 Pro 版。

MVP:两周 MVP:写一个 CLI 或者 VS Code/Neovim 插件,将项目的 markdown 笔记目录(bug 记录、决策、TODO)自动组装进 agent 上下文,并支持 agent 回写改动时产生实时的 diff 与单次撤销;再用 SQLite 建立文件索引,支持按字段和反向链接查询,先不做图形界面。

竞品:CLAUDE.md / AGENTS.md 约定式上下文、mem0、basic-memory (MCP)、Cursor Rules / .cursorrules、Obsidian + MCP 插件、Letta (MemGPT)

摘要:作者在10个月里为自己的 Mac 应用积累了约1200个 markdown 笔记文件,用来让 Claude、Codex 记住项目上下文,并据此做了一个免费的原生 Mac 应用 iWe(底层 Rust 引擎在 GitHub 上有约1.8K stars),用于与 agent 实时协作编辑笔记。帖子里没有收入或付费证据,作者只是在验证“跨会话 agent 记忆”这一真实痛点并询问他人做法。机会在于把这一流程产品化,面向使用 AI 编程 agent 的开发者收费。