LINE Context Relay
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@LINE Context Relaysuggest a reply to the latest message from Alice"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
LINE Context Relay
LINE Context Relay — Read-only AI Chat Advisor for ChatGPT, Codex and MCP Agents LINE Context Relay — 給 ChatGPT、Codex 與 MCP Agent 使用的唯讀 LINE 聊天顧問
繁體中文 · English · Security · Privacy · MIT License
A local-first, read-only LINE conversation assistant for macOS. It connects ChatGPT/Codex to LINE Desktop's local encrypted database through a narrowly allow-listed MCP server, refreshes the target chat using database evidence, builds private relationship context, and suggests whether and how to reply.
It never sends a LINE message.
Unofficial community project. Not affiliated with, endorsed by, or sponsored by LINE Corporation or OpenAI. Use only with your own account and data, and review the relevant product terms before use.
English
What this project does
LINE Context Relay turns a Mac running LINE Desktop and ChatGPT/Codex into a private conversation-advice workflow:
flowchart LR
U["User or ChatGPT Remote"] --> C["ChatGPT / Codex on Mac"]
C --> M["Allow-listed line-readonly MCP"]
M --> S["Stable DB + WAL + SHM snapshot"]
S --> R["Bounded chat history"]
R --> X["Private local relationship context"]
X --> A["One reply decision or suggestion"]
A --> CWith ChatGPT Remote enabled in the user's desktop/mobile setup, a request can start from a phone, run on the paired Mac, read the local LINE context, and return a suggestion to ChatGPT. Remote availability, locked-computer behavior, and pairing depend on the installed ChatGPT version and must be verified on the user's own devices. The Mac must be powered on, online, and signed into a usable graphical session for LINE refresh actions.
The project is intentionally an advisor, not a bot that sends messages. Reply text is displayed in ChatGPT/Codex only.
Core features
Stable copies of LINE's encrypted main DB and present WAL/SHM sidecars
SQLITE_OPEN_READONLYandquery_onlyon the private snapshot onlyLogin Keychain-only database key retrieval
Exact display-name or
chatIdresolution; ambiguous names fail closedBounded history reads with stable timestamp/message-ID cursor pagination
Target-specific latest-message refresh using DB evidence
First-full-then-incremental local relationship context
Optimistic context versions to prevent stale task overwrites
A global
line-chat-advisorCodex skillNo send tool, generic input tool, arbitrary app target, OCR, screenshot, Shell MCP, or AppleScript MCP
Safety architecture
The MCP exposes exactly eight operations:
Tool | Purpose | Writes LINE source DB? |
| Verify DB discovery, Keychain access, decryption, and snapshot state | No |
| List recent exact chat candidates | No |
| Read bounded history and deduplicate it into private local memory | No |
| Passively poll, then activate or launch only LINE if needed | No |
| Read private local semantic context | No |
| Save bounded context to local memory with cursor/version checks | No |
| Optional, constrained older-history backfill; not used for normal reads | No |
| Return redacted diagnostics | No |
read_history and save_relationship_context may write to the ignored local
memory database. They never modify LINE's source DB. See PRIVACY.md
and AUDIT.md for the detailed boundary.
Requirements
macOS with LINE Desktop installed and signed in
ChatGPT desktop with Codex/MCP support
Node.js 20 or later
Homebrew Python 3.14 compatible with the pinned
apsw-sqlite3mcwheelXcode Command Line Tools, Swift, LLDB, and Git
macOS Login Keychain access
Accessibility permission for the pinned local Peekaboo build; Screen Recording may also be requested by Peekaboo even though ordinary chat text comes from the DB, not screenshots
Optional: ChatGPT Remote paired between the phone and Mac
Installation
git clone https://github.com/LEO0047/line-chat-advisor-mcp-ai-assistant.git
cd line-chat-advisor-mcp-ai-assistant
scripts/bootstrap
scripts/build-peekabooscripts/bootstrap clones the three commits in VENDOR_LOCK.md
without executing vendor code, installs hash-pinned Python and lockfile-pinned
Node dependencies, and runs the tests. scripts/build-peekaboo separately
builds only the reviewed Peekaboo commit into the ignored runtime/ directory.
Register the MCP in ~/.codex/config.toml, replacing the placeholder with the
absolute clone path:
[mcp_servers.line-readonly]
command = "/opt/homebrew/bin/node"
args = ["<absolute-project-path>/src/line-readonly-mcp/server.mjs"]Install the global skill without copying private state:
mkdir -p "$HOME/.codex/skills"
ln -s "$(pwd)/skills/line-chat-advisor" "$HOME/.codex/skills/line-chat-advisor"Do not overwrite an existing skill path without reviewing it. Restart/reload ChatGPT/Codex after changing MCP or skill configuration.
One-time key capture
LINE's local DB is encrypted. The project includes a deliberately isolated, user-assisted capture path that stores the validated key directly in Login Keychain and removes temporary artifacts:
scripts/prepare-key-capture
# Sign in only to the visible temporary LINE copy.
scripts/capture-key
scripts/cleanup-key-capture # safe to run again if cleanup is neededRead SECURITY.md and AUDIT.md first. Never paste the
key into a terminal command, .env, issue, log, prompt, or repository. The
technique may break after LINE/macOS updates and may be subject to LINE's terms;
use it only on your own Mac and account.
Verify and run
npm run test
scripts/doctor
npm startAfter reloading Codex, prompts such as these trigger the global skill:
Read the latest LINE messages from <exact contact name>, use the full
relationship context, tell me whether I should reply, and if so give me only
one reply in my style. Do not send it.The skill requires this sequence:
line_status → refresh_latest → get_relationship_context → read_history
→ save_relationship_contextIf freshness cannot be proven, it stops instead of presenting stale content as
current. If a reply is needed, it returns only one sentence. Otherwise it
returns 現在不用回。
Repository contents
src/line-readonly-mcp/— Python DB bridge and Node MCP serversrc/key-capture/— isolated Keychain/key-validation helpersskills/line-chat-advisor/— global Codex skill sourcescripts/— bootstrap, build, doctor, capture, and cleanup commandstests/— Python and real stdio MCP testsAUDIT.md— upstream security reviewVENDOR_LOCK.md— source URLs and reviewed commitsACCEPTANCE.md— sanitized verification status
Dependencies, vendor working copies, build outputs, databases, snapshots, screenshots, logs, keys, local memory, and contact material are intentionally excluded from Git. They are recreated locally or remain private.
Development
npm run test
scripts/doctor
git diff --checkBefore changing a vendor pin, repeat the security audit. Never add a message send path or a generic GUI/keyboard tool to the MCP allow-list.
License
Original code in this repository is released under the MIT License. Fetched upstream projects remain under their own licenses. Their source, license, and reviewed commit are listed in VENDOR_LOCK.md.
Related MCP server: line-cua-mcp
繁體中文
這是什麼
LINE Context Relay 是 macOS 上的本機優先、唯讀 LINE 聊天輔助機器人。 它透過受限 MCP 讓 ChatGPT/Codex 讀取 LINE Desktop 的本機加密資料庫,先用 DB 證據刷新精確目標聊天室,再結合完整關係脈絡,判斷現在該不該回;需要回覆 時只提供一句最像使用者的版本。
本專案永遠不會傳送 LINE 訊息。 建議只顯示在 ChatGPT/Codex。
若使用者的 ChatGPT 桌面版與手機已啟用並配對 ChatGPT Remote,可以由手機送出 任務,讓配對的 Mac 執行本機 LINE 讀取,再把建議帶回 ChatGPT。Remote、Locked Use 與鎖定畫面下的實際可用性會隨版本與裝置狀態改變,必須在自己的設備實測; Mac 仍需開機、連網,且已登入可用的圖形工作階段。
主要能力
對 LINE 主 DB、WAL、SHM 建立穩定私人副本
只用
SQLITE_OPEN_READONLY與query_only開啟副本解密金鑰只從 macOS Login Keychain 取得
精確名稱/
chatId解析,重名就停止而不是猜測有上限的歷史讀取與 timestamp/message-ID cursor 分頁
以目標聊天室 DB 前進證據判定最新同步
第一次完整讀取,之後依 cursor 增量更新關係脈絡
context version 防止不同 Codex task 互相覆蓋新版摘要
全域
line-chat-advisorskill沒有
send_message、通用輸入、任意 app、OCR、截圖、Shell MCP 或 AppleScript MCP
安全資料流
一般讀取固定依序執行:
line_status → refresh_latest → get_relationship_context → read_history
→ save_relationship_contextrefresh_latest 只有在目標聊天室的 timestamp/message ID 前進時才成功;若無法
證明資料已刷新,skill 會停止,不會拿舊訊息假裝最新。read_history 與
save_relationship_context 只會寫入被 Git 忽略、權限為 0600 的本機記憶,
永遠不會修改 LINE 來源 DB。
安裝
git clone https://github.com/LEO0047/line-chat-advisor-mcp-ai-assistant.git
cd line-chat-advisor-mcp-ai-assistant
scripts/bootstrap
scripts/build-peekabooscripts/bootstrap 會依 VENDOR_LOCK.md 下載三個經審查的固定
commit,不執行 vendor 程式,接著安裝 lockfile/hash 鎖定依賴並跑測試。
Peekaboo 必須用獨立指令明確建置,產物只放在被忽略的 runtime/。
在 ~/.codex/config.toml 註冊 MCP:
[mcp_servers.line-readonly]
command = "/opt/homebrew/bin/node"
args = ["<專案絕對路徑>/src/line-readonly-mcp/server.mjs"]安裝全域 skill:
mkdir -p "$HOME/.codex/skills"
ln -s "$(pwd)/skills/line-chat-advisor" "$HOME/.codex/skills/line-chat-advisor"修改 MCP 或 skill 後必須重新載入 ChatGPT/Codex,已開啟的 task 不會自動更新 啟動時載入的工具清單。
一次性金鑰擷取
LINE 本機 DB 有加密。專案提供隔離、需要使用者配合的一次性流程,驗證後直接 把金鑰寫入 Login Keychain,並刪除暫存檔:
scripts/prepare-key-capture
# 只登入畫面上可見的暫時 LINE 副本
scripts/capture-key
scripts/cleanup-key-capture執行前請完整閱讀 SECURITY.md 與 AUDIT.md。金鑰不可
放入命令列、.env、Issue、log、prompt 或 Git。這項技術可能因 LINE/macOS 更新
失效,也可能受到 LINE 使用條款限制;只能用於自己的 Mac、帳號與資料。
驗證與使用
npm run test
scripts/doctor
npm start重新載入 Codex 後,可使用:
讀取 LINE:<聯絡人精確名稱> 的最近訊息,結合完整關係脈絡,告訴我現在該不該回;
需要回覆時只給我一句最像我的版本,不要傳送。需要回覆時只會輸出一句建議;不需要時只輸出 現在不用回。;刷新或安全條件
不成立時只回報阻塞原因,不會改用 Computer Use、OCR 或舊快照。
隱私與公開範圍
以下內容永遠不進 Git:LINE DB/WAL/SHM、Keychain 金鑰、擷取候選值、聊天內容、 chatId、聯絡人名稱、截圖、OCR、log、本機 memory、dependency tree、vendor working copy、binary 與 build artifacts。詳細規則見 PRIVACY.md。
授權
本 repo 的原創程式採 MIT License。透過 bootstrap 下載的第三方專案 仍使用各自授權;來源、license 與固定 commit 請見 VENDOR_LOCK.md。
本專案是非官方社群工具,與 LINE Corporation、OpenAI 無隸屬、贊助或背書關係。
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