Verbative Memory

io.github.verbative由 GitHub 账号 verbative 发布v1.1.3更新于 Oct 24, 2026

On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt.

发布方自己的服务:Memory.fit

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

面向 AI 编程代理的本地记忆系统,记录命令、编辑与测试结果,并把相关事实召回进每次提示。

可以做什么
记住、召回和搜索已存记忆,通过语义检索与重排序只呈现最相关的事实。针对记忆提问,并列出、获取、固定、修订或遗忘单条记忆。编辑核心记忆,并对召回内容给出反馈。查看记忆之间的关系、历史、时间线以及过去命令、编辑和测试结果的原始事件账本。在 Claude Code CLI 和 Codex 中自动捕获与注入,其他 MCP 客户端需手动调用工具。
适用场景
适合希望编程代理跨会话、跨代理保留决策、约定和失败尝试,并能准确回忆执行过什么、测试何时开始失败,同时不想把代码发送到云端记忆服务的场景。
运行要求
通过 npx 或 pip 以本地 stdio 进程运行。需要 macOS(Apple 芯片)或 Windows 10/11 x64,暂不支持 Linux。需要 Verbative 账户,属于 Code Advanced 套餐并含 14 天免费试用,需用 login 命令登录。首次运行会下载本地引擎和模型,之后召回可完全离线。
安装前请注意
引擎闭源并以封装的编译包形式发布,无法审查其行为。它会把每条命令、编辑和测试结果记录在仓库中,可能包含敏感内容;记忆文件默认留在本地,除非你主动分享。试用期后需付费订阅,账户与授权问题需联系厂商。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Verbative Memory,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

Verbative Memory

On-device memory system for AI coding agents — a dual-layer engine (distilled facts + a lossless event ledger), automatically captured and injected, exposed over MCP. Shared across agents, persistent across sessions; stored as plain, human-readable files in your repo — no memory cloud, no vendor database.

This repository is the public home for docs, install help, and issues. The engine is closed-source and ships as a sealed, compiled package — there is no source code here.

How it works — capture everything, recall selectively

  • Complete capture, in two layers. Underneath sits a lossless ledger: a mechanical, no-model record of every command, edit, and test result, so "what did we run" and "when did this test start failing" are exact, replayable facts. On top, an on-device model distills that stream into atomic, typed memories — decisions, conventions, and dead ends.
  • Selective recall — the two layers fused. A single recall surfaces only the handful of distilled facts that matter (ranked by semantic search and a reranker) and interleaves them, by time, with the exact ledger record around them: what you decided next to what you actually did. One answer, not a dump of the whole history.
  • Self-organizing. New facts reconcile against old ones, importance decays on per-type forgetting curves, frequently-recalled facts strengthen, and recurring specifics distill into higher-level insights.
  • Yours, on-device. Memories live in human-readable files in your project. Recall makes zero cloud calls.

Requirements

  • macOS (Apple silicon) or Windows 10/11 (x64). (Linux is on the roadmap.)
  • A Verbative account — Memory is part of the Code Advanced plan and starts with a 14-day free trial. See the plans and the Terms.

Install

Claude Code CLI — automatic capture and recall:

bash
claude mcp add verbative-memory -- npx -y verbative-memory

pip:

bash
pip install verbative-memoryverbative-memory login      # sign in with your Verbative account

Any MCP client (mcp.json / stdio):

json
{ "mcpServers": { "verbative-memory": { "command": "npx", "args": ["-y", "verbative-memory"] } } }

Automatic capture and injection are built for the Claude Code CLI and Codex; any other Model Context Protocol client can call the tools manually. The first run downloads the on-device engine and models once; after that, recall runs fully offline.

More detail in docs/INSTALL.md and at verbative.de/docs/memory.

Tools

remember · recall · search · ask · list · get · pin · forget · revise · edit_core · feedback · related · history · timeline · events — and more. See the docs.

Privacy

Capture, embeddings, reranking, and the knowledge graph all run locally. Your code and memories are not uploaded; the memory files stay in your project and leave your machine only if you choose to share them.

Links

Issues

Bug reports and feature requests are welcome in the issue tracker — the place for anything about the docs or the tool. For your account, licensing, or a trial, email [email protected].


Verbative is a product of Cramer Digital. Not affiliated with, or endorsed by, Anthropic. Verbative works alongside Anthropic's Claude and the Claude Code CLI; those names belong to Anthropic. See LICENSE.

来源:README.md,提交 44fe9cb

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v1.1.3最新Sep 16, 2026

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其他 Memory 集成