
rawmem
io.github.Liyuan1992由 GitHub 帳號 Liyuan1992 發布v0.7.1更新於 Oct 25, 2026
Read-only MCP access to a local append-only evidence ledger for AI agent sessions.
概覽
rawmem 是一個本機唯讀 MCP 轉接器,用來查詢記錄 AI 代理工作階段、指令、檔案變更與網頁擷取的附加式證據帳本。
- 可以做什麼
- 讀取本機證據庫中不含路徑的狀態與健康資訊,預設不揭露檔案系統路徑或正文內容。取得有限數量的近期事件,預設只回傳摘要,只有在明確授予 read:full 範圍時才回傳原始文字。列出已封存唯讀歷史帳本的封存中繼資料。帳本本身由獨立背景守護程序寫入,它會追蹤 Claude Code、Codex、Cursor 等工作階段日誌、Shell 歷史、Git 鉤子、檔案監看以及受權杖保護的瀏覽器擷取端點;MCP 伺服器只負責查詢。
- 適用情境
- 適合希望助理回顧先前的程式工作階段、指令或專案變更,而不必重新閱讀原始日誌,且本機已在執行 rawmem 擷取守護程序的情境。它是查詢層,不是記憶提煉或摘要工具。
- 執行需求
- 以本機 stdio 程序在使用者電腦上執行(僅桌面端)。需安裝 MCP 附加元件,例如帶 mcp 附加項的 Python 套件或提供的 MCP 打包檔;README 說明原始碼安裝需要 Python 3.10+ 與 Git。需要有位於預設位置或明確指定路徑的既有帳本才能得到有意義的結果。未宣告 API 金鑰或環境變數。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 rawmem,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
rawmem
rawmem is a tiny local-first evidence ledger for AI and human workflows.
The idea is deliberately small:
Store now, understand later.
AI memory systems often start by summarizing. rawmem starts one layer lower:
append-only raw evidence. A chat turn, a 2px UI tweak, a bug fix, a command run,
a git snapshot, a browser clip, or a coding-agent completion can all become the
same kind of local event.
The hard boundary is simple: capture is not recall. The ledger is a source layer. Review, filtering, MemoryDSL conversion, preference mining, and project rules can be derived later.
Why This Exists
Small facts look noisy alone. Repeated across time and projects, they become patterns:
- "This icon is too small; make it 2px bigger."
- "The AI forgot to update the desktop package again."
- "This project prefers append-only bug records."
- "The same class of boundary bug appeared in three repos."
Disk is cheap. Missing history is expensive.
Install
New to programming? Choose the Windows app (EXE). An EXE is a Windows program you open by double-clicking. Running it requires no Python installation or terminal commands.
Choose one approach; you do not need both. There is currently no downloadable release of the new EXE preview. A developer must build it from source first. Users unfamiliar with programming can wait for an EXE release instead of following the Python commands below.
Windows app (EXE preview)
Once you have a built rawmem.exe, double-click it, choose a storage folder,
decide whether to start at logon, and click to begin recording. Browser saving
requires the optional extension. See Windows recorder
for setup and build instructions. This preview is unsigned and the extension
still requires manual developer-mode installation.
Python CLI (for developers)
EXE users can skip this section. With Python 3.10+ and Git installed, run these commands in PowerShell:
The core runtime has no third-party dependencies. DeepSeek Harness compressed session capture and the MCP server are optional extras:
To install the published v0.7.1 wheel without cloning the repository:
Make sure the user Scripts
directory (e.g. %APPDATA%\Python\Python312\Scripts) is on PATH so rawmem
works from any directory.
One-Time Setup
After this the daemon passively tails Claude Code, Codex, and Cursor sessions,
tails PowerShell history, watches configured directories, and serves the
browser-capture endpoint — with zero per-event action from you. Clipboard
polling is available but disabled by default; enable it explicitly in config
or with rawmem config --include-clipboard.
The guiding principle is passive over self-report: evidence is pulled
from logs other tools already write, not pushed by agents remembering to
report back.
See docs/SETUP.md for the full setup matrix and the browser extension.
For DeepSeek Harness capture plus bounded read-only MCP access, see docs/DEEPSEEK_HARNESS.md.
[rawmem DeepSeek Harness demo]
Commands
Background capture (the primary path):
Preview or remove integrations:
Inspect the ledger:
rawmem export uses the stable rawmem.cursor.v1 contract and never needs to
load the whole ledger. Cursors bind to a ledger identity plus a byte offset and
boundary hash, so truncation, replacement, or rotation is reported explicitly
instead of silently skipping or duplicating evidence. See
docs/LEDGER_PROTOCOL.md.
rawmem verify is strictly read-only: it never creates or refreshes lock/state
sidecars. rawmem seal keeps historical bytes unchanged, records the full
verification report and every accepted previous_hash_mismatch, marks the old
ledger ReadOnly on Windows, and creates a chain-complete active ledger at the
same configured path. Archive reads require --archive; they hash the complete
archive before returning results, default to a body-free metadata projection,
and surface recorded integrity warnings.
Manual and scripted capture:
Current Coverage
Capture preserves complete supported text without a character cap, including
when old configurations still contain max_chars. Source batch sizes are
processing budgets and never split complete records. Browser capture saves
only the loaded document on an explicit click; it does not fetch hidden history.
Storage
By default, events are written to:
Use --local to write to the current project's private ledger:
Use --ledger <path> or RAWMEM_LEDGER for an explicit ledger path.
Capture policy is configured under privacy in ~/.rawmem/config.json.
Optional project/path allowlists fail closed, common secret shapes are redacted
before append, and artifacts default to metadata references rather than
embedded content. Daemon status and rawmem doctor expose source coverage,
skipped events, redactions, and cursor health without printing captured text.
.rawmem/ is ignored by Git because raw evidence can contain private text,
paths, command output, and local work context.
Event Shape
Each line is JSON:
The previous_hash / content_hash chain is a lightweight tamper-evidence
mechanism. It is not a security boundary, but it makes accidental rewrites more
visible.
Adapter Strategy
rawmem should not chase every AI tool with one giant integration. The stable
piece is the ledger. Capture adapters can be small and optional:
- CLI wrappers for Codex, Claude Code, shell commands, and build scripts.
- Generic JSON ingest for tools like WorkBuddy, QWork, or custom scripts.
- Git/file watchers for tools that ultimately change a repo.
- Localhost browser capture, bookmarklets, and later browser extensions for web AI chats, issue pages, docs, and web clips.
- App-specific adapters when a tool exposes logs, exports, plugins, or APIs.
- Manual hotkey/clipboard capture as a low-friction fallback.
All adapters should emit the same event schema.
MCP is a query adapter, not a promotion path. rawmem-mcp exposes only
path-free status, bounded recent events, and archive metadata. Summary access
is the default; raw bodies require an explicit read:full scope.
Privacy Principles
- Local first.
- No upload by default.
- No automatic memory promotion.
- Background capture must be opt-in.
- Clipboard polling is off by default.
- Browser capture requires the local token created in
~/.rawmem/config.json. - The extension options page can test daemon connectivity and token acceptance.
- Machine-wide Git hook setup requires
--yes. rawmem uninstallpreserves captured data unless--remove-home --yesis explicit.- Store raw events separately from reviewed or derived memory.
- Prefer allowlists for browser/app capture.
See PRIVACY.md and SECURITY.md before enabling background capture on a daily driver machine.
Development
來源:README.md,提交 c8351d7
工具
0版本歷史
1- v0.7.1最新Sep 16, 2026
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