
Verbative Memory
io.github.verbative由 GitHub 帳號 verbative 發布v1.1.3更新於 Oct 24, 2026
On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt.
發布方自己的服務:Memory.fit
概覽
面向 AI 程式開發代理的本地記憶系統,記錄指令、編輯與測試結果,並把相關事實召回進每次提示。
- 可以做什麼
- 記住、召回與搜尋已存記憶,透過語意檢索與重排序只呈現最相關的事實。針對記憶提問,並列出、取得、固定、修訂或遺忘單筆記憶。編輯核心記憶,並對召回內容提供回饋。檢視記憶之間的關聯、歷史、時間軸,以及過去指令、編輯與測試結果的原始事件帳本。在 Claude Code CLI 與 Codex 中自動擷取與注入,其他 MCP 用戶端需手動呼叫工具。
- 適用情境
- 適合希望程式開發代理跨工作階段、跨代理保留決策、慣例與失敗嘗試,並能準確回想執行過什麼、測試何時開始失敗,同時不想把程式碼送到雲端記憶服務的情境。
- 執行需求
- 透過 npx 或 pip 以本機 stdio 程序執行。需要 macOS(Apple 晶片)或 Windows 10/11 x64,暫不支援 Linux。需要 Verbative 帳號,屬於 Code Advanced 方案並含 14 天免費試用,需以 login 指令登入。首次執行會下載本機引擎與模型,之後召回可完全離線。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Verbative Memory,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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:
pip:
Any MCP client (mcp.json / stdio):
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
- Overview — https://verbative.de/memory
- Docs — https://verbative.de/docs/memory
- Plans — https://verbative.de/pricing
- Terms — https://verbative.de/legal/terms
- Impressum — https://verbative.de/legal/impressum
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.
來源:README.md,提交 44fe9cb
工具
0版本歷史
1- v1.1.3最新Sep 16, 2026
評分
已滿足適用檢查項的 40%
該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。
- 近 30 天內可連通25 分
請保持端點能夠回應 MCP 握手;SourceWeft 每 30 天探測一次。
- 已宣告認證方式10 分
請在註冊中心條目中宣告憑證請求標頭,或保持端點能夠回應探測,以便判定其認證方式。
- 已列出工具15 分
請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。
- 描述必需15 分
- 圖示10 分
- 文件15 分
- 授權條款10 分
請在儲存庫或註冊中心條目中宣告授權條款。
其他 Memory 整合

Memory.fit
fit.memory官方發布者
託管式 Memory.fit 伺服器,讓 AI 讀取你的訓練、睡眠、恢復與飲食資料,並寫回每週計畫、每日目標和飲食計畫。
pg.ddx.io: the PostgreSQL community's memory
io.ddx.pg官方發布者
pg.ddx.io: the PostgreSQL community's memory 的託管 MCP 服務,由 pg.ddx.io 發布;無需登入;Streamable HTTP;29 個工具。
var.gg Naming Memory
gg.var官方發布者
遠端 MCP 伺服器,可依領域概念推薦並檢索韓、日、中、越、英多語言的程式識別字名稱,並提供 ERD 結構查詢。

Counterparts
ai.counterparts
為 Claude Code 與 Claude Desktop 提供的本地優先長期記憶:助理自行寫下關於你與專案的筆記,並在之後的對話中回想起來。

LAHZE - Persian AI Memory Platform
由 GitHub 帳號 pedramgholizadeh 發布
以波斯語為先的地理記憶平臺:發現地點,起草併發布僅限波斯語的記憶。AI 翻譯