diff --git a/integrations/qoder/README.md b/integrations/qoder/README.md
index 28305a1d..59bad738 100644
--- a/integrations/qoder/README.md
+++ b/integrations/qoder/README.md
@@ -9,53 +9,116 @@ directory packages ReMe automatic recall, completed-turn recording, MCP memory t
 ## Requirements
 
 - Qoder CLI 1.1.41 or newer with plugin support.
-- Python 3.11 or newer as `python3` in the Qoder environment, with FastMCP 3.1 or newer.
-- A running ReMe service exposing the MCP endpoint and the HTTP jobs `search` and `auto_memory`.
+- Python 3.11 or newer available as `python3` in the environment Qoder uses for plugin hooks and
+  MCP servers.
+- FastMCP 3.1 or newer in that same Python environment. The `reme-ai[core]` install includes it.
+- A separately running ReMe service exposing the MCP endpoint and the HTTP jobs `search` and
+  `auto_memory`.
 
-The default split development setup uses:
+## 1. Prepare ReMe
 
-- MCP: `http://127.0.0.1:2333/mcp`
-- HTTP Job API: `http://127.0.0.1:2334`
+Install ReMe and its Python dependencies from this repository. Use the Python interpreter that
+Qoder can access as `python3`.
 
-## Install
+macOS or Linux:
 
-From this checkout:
+```bash
+cd /path/to/ReMe
+python3 -m pip install -e ".[core]"
+```
+
+Windows PowerShell:
 
 ```powershell
-qodercli plugins marketplace add E:\path\to\ReMe\integrations\qoder
+cd E:\path\to\ReMe
+python -m pip install -e ".[core]"
+```
+
+Automatic memory generation requires model credentials. Configure `LLM_API_KEY` and
+`LLM_BASE_URL` as described in the [Quick Start](../../README.md#environment-variables).
+
+Start ReMe in a separate terminal and leave it running:
+
+```bash
+reme start
+```
+
+The default HTTP service serves both the Job API and streamable HTTP MCP on
+`http://127.0.0.1:2333`. The default Qoder configuration therefore uses:
+
+- MCP: `http://127.0.0.1:2333/mcp`
+- HTTP Job API: derived from `mcp_url` as `http://127.0.0.1:2333`
+
+If the deployment intentionally uses separate ports, set `api_url` explicitly.
+
+## 2. Install the plugin
+
+The plugin is distributed from the repository-local marketplace. Keep the checkout available when
+installing or updating it.
+
+macOS or Linux:
+
+```bash
+cd /path/to/ReMe
+reme_root="$(pwd)"
+qodercli plugins validate "$reme_root/integrations/qoder/reme" --strict
+qodercli plugins marketplace add "$reme_root/integrations/qoder"
 qodercli plugins install reme@reme-marketplace --scope user
 ```
 
-Direct local installation is also supported:
+Windows PowerShell:
 
 ```powershell
-qodercli plugins install E:\path\to\ReMe\integrations\qoder\reme --scope user
+cd E:\path\to\ReMe
+$remeRoot = (Resolve-Path .).Path
+qodercli plugins validate "$remeRoot\integrations\qoder\reme" --strict
+qodercli plugins marketplace add "$remeRoot\integrations\qoder"
+qodercli plugins install reme@reme-marketplace --scope user
 ```
 
-Validate the package before installing:
+Direct installation from the plugin directory is also supported:
 
-```powershell
-qodercli plugins validate E:\path\to\ReMe\integrations\qoder\reme --strict
+```bash
+qodercli plugins install /path/to/ReMe/integrations/qoder/reme --scope user
 ```
 
-## Configure
+## 3. Configure
 
-The plugin reads `%USERPROFILE%\.qoder\reme\config.json`, or
-`${QODER_CONFIG_DIR}/reme/config.json` when `QODER_CONFIG_DIR` is set:
+The plugin reads `~/.qoder/reme/config.json`, or `${QODER_CONFIG_DIR}/reme/config.json` when
+`QODER_CONFIG_DIR` is set.
+
+macOS or Linux:
+
+```bash
+mkdir -p "$HOME/.qoder/reme"
+cp integrations/qoder/reme/config.example.json "$HOME/.qoder/reme/config.json"
+```
+
+Windows PowerShell:
 
 ```powershell
 New-Item -ItemType Directory -Force "$HOME\.qoder\reme"
-Copy-Item integrations\qoder\reme\config.example.json "$HOME\.qoder\reme\config.json"
+Copy-Item .\integrations\qoder\reme\config.example.json "$HOME\.qoder\reme\config.json"
 ```
 
-`mcp_url` controls the MCP tool connection. `api_url` controls the HTTP job API used by lifecycle
-hooks. The two must not be conflated when the ReMe deployment uses separate ports.
+The relevant defaults are:
 
-Set `memory_interval` to `1` for immediate per-turn writes. The remaining keys and limits match the
-Claude Code integration:
+```json
+{
+  "mcp_url": "http://127.0.0.1:2333/mcp",
+  "api_url": "",
+  "memory_interval": 1
+}
+```
+
+An empty `api_url` is derived from `mcp_url` when that URL ends in `/mcp`. Set `api_url` only for a
+split-port or reverse-proxy deployment. The shipped example sets `memory_interval` to `1` for
+immediate per-turn writes; the code default is `5`.
 
 | Option | Default | Meaning |
 | --- | --- | --- |
+| `mcp_url` | `http://127.0.0.1:2333/mcp` | ReMe MCP endpoint |
+| `api_url` | `""` | Optional HTTP Job API override; derived from `mcp_url` when empty |
 | `auto_recall` | `true` | Search before a user prompt |
 | `auto_memory` | `true` | Capture and submit completed turns |
 | `recall_limit` | `5` | Search result limit |
@@ -67,6 +130,9 @@ Claude Code integration:
 | `context_max_chars` | `8000` | Maximum recalled context |
 | `timezone` | `Asia/Shanghai` | Daily batch timezone |
 
+Restart Qoder after installation, or run `/plugins reload`. Reconnect MCP after changing
+`mcp_url`; hook configuration changes apply on the next invocation.
+
 ## Lifecycle
 
 `UserPromptSubmit` performs bounded recall and injects results as untrusted historical evidence.
@@ -77,7 +143,8 @@ endpoint and protected by per-session locks. Stable message IDs make repeated St
 
 Qoder transcript records use Claude-style `user` and `assistant` JSONL rows. Tool calls, tool
 results, reasoning blocks, metadata messages, subagents, and injected `<reme-context>` are excluded.
-The hook accepts complete final JSONL rows while Qoder finishes materializing the transcript.
+The hook waits for the current final JSONL row instead of treating an older identical reply as the
+new turn.
 
 ## Migration from manual hooks
 
@@ -88,16 +155,25 @@ memory-gate hooks should remain untouched.
 
 ## Verify
 
-```powershell
-qodercli plugins list
-qodercli mcp list
+First verify that Qoder discovered the plugin resources:
+
+```bash
+qodercli plugins list --json
 ```
 
-Open a new Qoder conversation through CodexHost or directly. Success requires:
+The `reme` entry should be enabled and report one skill, one `reme` MCP server, and five hook
+registrations. `qodercli mcp list` does not report servers bundled by plugins, so it is not a valid
+connection test.
 
-1. a `memory_saved` row in `%USERPROFILE%\.qoder\reme\hooks.log`;
-2. the corresponding queue `.done` receipt;
-3. one new `session/dialog/qoder-*.jsonl` file with a user and final-assistant row.
+Open a fresh Qoder session and ask it to call the ReMe `health_check` and `version` MCP tools. Then
+finish one memory-worthy turn with `memory_interval` set to `1` and verify all three signals:
+
+1. a content-free `memory_saved` row in `~/.qoder/reme/hooks.log`;
+2. the corresponding queue `.done` receipt under `~/.qoder/reme/queue/`;
+3. a new `session/dialog/qoder-*.jsonl` file containing the user and final-assistant rows.
+
+Open a second Qoder session and ask for the fact from the first session. Confirm that recall returns
+it before considering the installation complete.
 
 The service-owned `auto_dream` consolidation job remains enabled according to the ReMe service
 configuration; the plugin does not start another scheduler.
diff --git a/integrations/qoder/README_ZH.md b/integrations/qoder/README_ZH.md
index 327415c4..65f2c8cb 100644
--- a/integrations/qoder/README_ZH.md
+++ b/integrations/qoder/README_ZH.md
@@ -3,47 +3,139 @@
 [English](./README.md)
 
 Qoder 支持把 Skills、MCP、Hooks 和配置打包成插件。本目录提供 ReMe 的 Qoder 整包集成：
-自动召回、每轮完成的对话采集、MCP 记忆工具，以及 `reme-memory` Skill。
+自动召回、完成轮次记录、MCP 记忆工具，以及 `reme-memory` Skill。
 
-## 安装
+## 环境要求
+
+- Qoder CLI 1.1.41 或更新版本，并支持插件。
+- Qoder 执行 Hook 和 MCP Server 的环境中可以调用 `python3`，且 Python 版本为 3.11 或更新版本。
+- 同一个 Python 环境中安装 FastMCP 3.1 或更新版本；`reme-ai[core]` 会一并安装。
+- 单独运行一个 ReMe 服务，提供 MCP endpoint 以及 `search`、`auto_memory` HTTP Job。
+
+## 1. 准备 ReMe
+
+在本仓库中安装 ReMe 和 Python 依赖。请使用 Qoder 能通过 `python3` 调用的同一个解释器。
+
+macOS 或 Linux：
+
+```bash
+cd /path/to/ReMe
+python3 -m pip install -e ".[core]"
+```
+
+Windows PowerShell：
 
 ```powershell
-qodercli plugins marketplace add E:\path\to\ReMe\integrations\qoder
+cd E:\path\to\ReMe
+python -m pip install -e ".[core]"
+```
+
+自动生成记忆需要模型凭据。请按照 [快速开始](../../README_ZH.md#环境变量配置) 配置
+`LLM_API_KEY` 和 `LLM_BASE_URL`。
+
+在另一个终端启动 ReMe，并保持服务运行：
+
+```bash
+reme start
+```
+
+默认 HTTP 服务在同一端口提供 Job API 和 streamable HTTP MCP：
+
+- MCP：`http://127.0.0.1:2333/mcp`
+- HTTP Job API：从 `mcp_url` 推导为 `http://127.0.0.1:2333`
+
+如果确实使用拆分端口部署，才需要显式设置 `api_url`。
+
+## 2. 安装插件
+
+插件从仓库内的本地 marketplace 发布。安装或升级时需要使用这个 ReMe checkout。
+
+macOS 或 Linux：
+
+```bash
+cd /path/to/ReMe
+reme_root="$(pwd)"
+qodercli plugins validate "$reme_root/integrations/qoder/reme" --strict
+qodercli plugins marketplace add "$reme_root/integrations/qoder"
+qodercli plugins install reme@reme-marketplace --scope user
+```
+
+Windows PowerShell：
+
+```powershell
+cd E:\path\to\ReMe
+$remeRoot = (Resolve-Path .).Path
+qodercli plugins validate "$remeRoot\integrations\qoder\reme" --strict
+qodercli plugins marketplace add "$remeRoot\integrations\qoder"
 qodercli plugins install reme@reme-marketplace --scope user
 ```
 
 也可以直接从插件目录安装：
 
-```powershell
-qodercli plugins install E:\path\to\ReMe\integrations\qoder\reme --scope user
+```bash
+qodercli plugins install /path/to/ReMe/integrations/qoder/reme --scope user
 ```
 
-安装前可运行：
+## 3. 配置
 
-```powershell
-qodercli plugins validate E:\path\to\ReMe\integrations\qoder\reme --strict
+用户配置位于 `~/.qoder/reme/config.json`，也可以通过 `QODER_CONFIG_DIR` 改配置根。
+
+macOS 或 Linux：
+
+```bash
+mkdir -p "$HOME/.qoder/reme"
+cp integrations/qoder/reme/config.example.json "$HOME/.qoder/reme/config.json"
 ```
 
-## 配置
+Windows PowerShell：
 
-用户配置位于 `%USERPROFILE%\.qoder\reme\config.json`，也可以通过 `QODER_CONFIG_DIR` 改配置根。
-默认拆分服务为：
+```powershell
+New-Item -ItemType Directory -Force "$HOME\.qoder\reme"
+Copy-Item .\integrations\qoder\reme\config.example.json "$HOME\.qoder\reme\config.json"
+```
 
-- MCP：`http://127.0.0.1:2333/mcp`
-- Hook HTTP Job API：`http://127.0.0.1:2334`
+关键默认配置如下：
 
-把 `memory_interval` 设为 `1` 可在每轮结束后立即写入。`auto_recall` 控制提醒前召回，
-`auto_memory` 控制完成轮次采集；超时与上下文上限和 Claude Code 集成一致。
+```json
+{
+  "mcp_url": "http://127.0.0.1:2333/mcp",
+  "api_url": "",
+  "memory_interval": 1
+}
+```
+
+当 `mcp_url` 以 `/mcp` 结尾时，空的 `api_url` 会自动推导为同一服务地址。只有拆分端口或
+反向代理部署才需要设置 `api_url`。仓库中的示例把 `memory_interval` 设为 `1`，用于每轮立即写入；
+代码默认值为 `5`。
+
+| 配置项 | 默认值 | 含义 |
+| --- | --- | --- |
+| `mcp_url` | `http://127.0.0.1:2333/mcp` | ReMe MCP 地址 |
+| `api_url` | `""` | 可选的 HTTP Job API 地址；为空时从 `mcp_url` 推导 |
+| `auto_recall` | `true` | 用户提问前自动召回 |
+| `auto_memory` | `true` | 采集并提交完成轮次 |
+| `recall_limit` | `5` | 召回结果上限 |
+| `recall_min_score` | `0` | 最低召回分数 |
+| `recall_timeout` | `5` | 前台召回超时，最多 10 秒 |
+| `request_timeout` | `600` | 记忆写入超时，最多 600 秒 |
+| `memory_interval` | `5` | 多少轮完成后批量写入 |
+| `shutdown_timeout` | `2` | 会话结束时尽力排空，最多 2 秒 |
+| `context_max_chars` | `8000` | 注入的召回上下文上限 |
+| `timezone` | `Asia/Shanghai` | 按天分批使用的时区 |
+
+安装后重启 Qoder，或执行 `/plugins reload`。修改 `mcp_url` 后需要重新连接 MCP；Hook 配置会在
+下次调用时生效。
 
 ## 工作方式
 
-`UserPromptSubmit` 同步召回并注入不受信任的历史证据；`Stop` 先同步捕获本轮 user/最终
-assistant 文本到本地队列，再由并行异步 Hook 调用 `POST {api_url}/auto_memory`。
-`SessionStart` 重试残留队列，`SessionEnd` 做短时排空。
+`UserPromptSubmit` 执行有上限的召回，并作为不受信任的历史证据注入。`Stop` 先同步捕获本轮
+user/最终 assistant 文本到本地队列，再由并行异步 Hook 调用 `POST {api_url}/auto_memory`。
+`SessionStart` 重试残留队列，`SessionEnd` 做短时排空。队列按服务地址隔离，并带进程锁和
+`.done` 回执；稳定的消息 ID 保证重复 Stop 不会重复写入。
 
-队列按服务地址隔离，带进程锁和 `.done` 回执；工具输出、推理、子代理、注入的
-`<reme-context>` 都会被排除。Qoder 使用 Claude 风格 JSONL transcript，Hook 支持等到最后一行
-完整落盘后再捕获。
+Qoder 使用 Claude 风格 JSONL transcript。工具输出、推理、元数据消息、子代理和注入的
+`<reme-context>` 都会被排除。当连续两轮最终回复相同时，插件会等待当前轮的新 transcript
+行，而不会把上一轮的相同回复当成新轮次。
 
 ## 从手工 Hook 迁移
 
@@ -53,11 +145,22 @@ Qoder、Orca、记忆库门禁等其他 Hook 不要删除。
 
 ## 验收
 
-```powershell
-qodercli plugins list
-qodercli mcp list
+首先确认 Qoder 发现了插件资源：
+
+```bash
+qodercli plugins list --json
 ```
 
-新开一个 Qoder 会话后，应同时看到 `%USERPROFILE%\.qoder\reme\hooks.log` 中的
-`memory_saved`、队列 `.done` 回执，以及新的 `session/dialog/qoder-*.jsonl` user/assistant 两行。
+`reme` 条目应当已启用，并显示 1 个 Skill、1 个 `reme` MCP Server 和 5 个 Hook 注册项。
+`qodercli mcp list` 不会列出插件内置的 MCP Server，因此不能作为连接是否正常的判断依据。
+
+新开一个 Qoder 会话，让 Agent 实际调用 ReMe 的 `health_check` 和 `version` MCP 工具。然后把
+`memory_interval` 设为 `1`，完成一轮值得记忆的对话，并同时确认：
+
+1. `~/.qoder/reme/hooks.log` 中出现不包含正文的 `memory_saved`；
+2. `~/.qoder/reme/queue/` 下出现对应的 `.done` 回执；
+3. 新的 `session/dialog/qoder-*.jsonl` 中包含该轮 user 和最终 assistant 两行。
+
+最后新开第二个 Qoder 会话，询问第一轮中的事实，确认自动召回成功后再认为安装完成。
+
 `auto_dream` 仍由 ReMe 服务自身调度，插件不会额外启动调度器。
diff --git a/integrations/qoder/reme/config.example.json b/integrations/qoder/reme/config.example.json
index 69618c83..bf5764da 100644
--- a/integrations/qoder/reme/config.example.json
+++ b/integrations/qoder/reme/config.example.json
@@ -1,6 +1,6 @@
 {
   "mcp_url": "http://127.0.0.1:2333/mcp",
-  "api_url": "http://127.0.0.1:2334",
+  "api_url": "",
   "auto_recall": true,
   "auto_memory": true,
   "recall_limit": 5,
diff --git a/integrations/qoder/reme/hooks/auto_memory.py b/integrations/qoder/reme/hooks/auto_memory.py
index b2ce5fbc..e8014610 100644
--- a/integrations/qoder/reme/hooks/auto_memory.py
+++ b/integrations/qoder/reme/hooks/auto_memory.py
@@ -265,9 +265,15 @@ def capture(config: dict, payload: dict) -> Path | None:
     if root is None:
         return None
     deadline = time.monotonic() + CAPTURE_SETTLE_SECONDS
+    messages = []
     while True:
         messages = completed_turn(payload, root.name)
-        if len(messages) == 2 or time.monotonic() >= deadline:
+        if len(messages) == 2:
+            # An identical reply may still resolve to the previous turn while Qoder appends this turn.
+            key = digest(messages[-1]["id"])
+            if not (root / f"{key}.done").exists() and not (root / f"{key}.json").exists():
+                break
+        if time.monotonic() >= deadline:
             break
         time.sleep(0.1)
     if len(messages) != 2:
diff --git a/tests/unit/test_coding_agent_plugins.py b/tests/unit/test_coding_agent_plugins.py
index 8e99562c..87446d9f 100644
--- a/tests/unit/test_coding_agent_plugins.py
+++ b/tests/unit/test_coding_agent_plugins.py
@@ -139,6 +139,44 @@ def test_claude_synchronous_capture_preserves_identical_replies_before_delayed_d
     assert len(list(adapter.queue_root(adapter.load_config()).rglob("*.done"))) == 2
 
 
+def test_qoder_capture_waits_for_delayed_identical_reply(adapter, tmp_path, monkeypatch):
+    require_host(adapter, "qoder")
+    monkeypatch.setattr(adapter, "CAPTURE_SETTLE_SECONDS", 0.5)
+    config = adapter.load_config()
+    path = tmp_path / "transcript.jsonl"
+
+    first = transcript(adapter, path, [("first", "Saved.")])
+    root = adapter.capture(config, first)
+    first_pending = next(root.glob("*.json"))
+    adapter.write_json(first_pending.with_suffix(".done"), {})
+    first_pending.unlink()
+
+    second = transcript(adapter, path, [("first", "Saved."), ("second", "Saved.")])
+    lines = path.read_text(encoding="utf-8").splitlines(keepends=True)
+    delayed_reply = lines[-1]
+    path.write_text("".join(lines[:-1]), encoding="utf-8")
+
+    def append_delayed_reply():
+        with path.open("a", encoding="utf-8") as handle:
+            handle.write(delayed_reply)
+
+    captured = []
+    worker = threading.Thread(target=lambda: captured.append(adapter.capture(config, second)))
+    timer = threading.Timer(0.05, append_delayed_reply)
+    timer.start()
+    worker.start()
+    worker.join(3)
+    timer.join(3)
+
+    assert not worker.is_alive()
+    assert not timer.is_alive()
+    assert captured == [root]
+    pending = list(root.glob("*.json"))
+    assert len(pending) == 1
+    messages = json.loads(pending[0].read_text(encoding="utf-8"))["messages"]
+    assert [message["content"][0]["text"] for message in messages] == ["second", "Saved."]
+
+
 def test_claude_delivery_waits_for_parallel_synchronous_capture(adapter, tmp_path, monkeypatch):
     require_structured_transcript_host(adapter)
     write_config(adapter, {"memory_interval": 1})