diff --git a/plugins/codex/.codex-plugin/plugin.json b/plugins/codex/.codex-plugin/plugin.json
new file mode 100644
index 00000000..3631e0b1
--- /dev/null
+++ b/plugins/codex/.codex-plugin/plugin.json
@@ -0,0 +1,13 @@
+{
+  "name": "reme",
+  "version": "0.1.0",
+  "description": "File-native long-term memory for Codex, backed by a running ReMe MCP server. A memory skill recalls long-term knowledge on demand; recording is automatic via a Stop hook that records each session in the background.",
+  "author": {
+    "name": "EconML team of Alibaba Tongyi Lab",
+    "email": "jinli.yl@alibaba-inc.com"
+  },
+  "homepage": "https://reme.agentscope.io/",
+  "repository": "https://github.com/agentscope-ai/ReMe",
+  "license": "Apache-2.0",
+  "keywords": ["memory", "reme", "mcp", "long-term-memory", "agent"]
+}
diff --git a/plugins/codex/README.md b/plugins/codex/README.md
new file mode 100644
index 00000000..23bc0a43
--- /dev/null
+++ b/plugins/codex/README.md
@@ -0,0 +1,100 @@
+# ReMe Plugin for Codex
+
+Connect Codex to [ReMe](https://github.com/agentscope-ai/ReMe) — file-native long-term memory for AI agents. The plugin gives Codex **recall** (read long-term memory) and **records every session automatically** via a Stop hook.
+
+## What you get
+
+- **MCP tools** from the `reme` server: `search`, `traverse`, `daily_list`, `frontmatter_read`, `read`, `auto_memory_cc`, and more.
+- **Stop hook** (`hooks/auto_memory.py`) — when a session ends it calls ReMe's server-side `auto_memory_cc` tool in a detached background process. Recording is fully automatic and asynchronous.
+- **Skill** `reme-memory` — recall long-term memory before answering (semantic `search`, topological `traverse`, state `daily_list`/`frontmatter_read`, then `read` with citations), plus a server status check.
+
+## Deployment Model
+
+The plugin **connects to a shared HTTP MCP server you start once** — it does not spawn ReMe. One server means one set of background watchers / dream cron across all your Codex sessions.
+
+## Prerequisites
+
+1. Install ReMe (Python 3.11+):
+
+   ```bash
+   pip install "reme-ai[core]"
+   ```
+
+2. Configure model credentials in a `.env` (see `example.env`):
+
+   ```bash
+   EMBEDDING_API_KEY=sk-xxx
+   EMBEDDING_BASE_URL=https://dashscope.aliyuncs.com/compatible-mode/v1
+   LLM_API_KEY=sk-xxx
+   LLM_BASE_URL=https://dashscope.aliyuncs.com/compatible-mode/v1
+   ```
+
+3. Start the ReMe MCP server (one time, leave it running):
+
+   ```bash
+   reme start service.backend=mcp service.transport=streamable-http
+   ```
+
+   It serves `http://127.0.0.1:2333/mcp`. To use a different port, start with
+   `service.port=<port>` and update the `url` in `.mcp.json` to match.
+
+## Install the Plugin
+
+Copy the `plugins/codex/` directory to your Codex plugins location and install:
+
+```bash
+# Clone or copy the plugin directory
+cp -r plugins/codex/ ~/.codex/plugins/reme/
+
+# Configure MCP connection
+# The .mcp.json is already bundled with the plugin
+```
+
+Restart Codex, then verify the `reme` server and its tools are connected. The `reme-memory` skill can then recall memory and report server health.
+
+## Plugin Structure
+
+```
+plugins/codex/
+├── .codex-plugin/
+│   └── plugin.json          # Codex plugin manifest
+├── hooks/
+│   ├── hooks.json           # Stop hook configuration
+│   └── auto_memory.py       # Session recording hook
+├── skills/
+│   └── reme-memory/
+│       └── SKILL.md         # Memory recall skill
+├── .mcp.json                # MCP server connection
+└── README.md                # This file
+```
+
+## Notes
+
+- The plugin's MCP server URL lives in `plugins/codex/reme/.mcp.json`. Keep it in sync with how you start ReMe (host/port). Override with `REME_HOST` / `REME_PORT` env vars.
+- The Stop hook needs `python3` on `PATH`. It logs to `plugins/codex/hooks/auto_memory_hook.log`.
+- The MCP tool-name prefix may include the server segment depending on your Codex version; the skill uses the wildcard pattern so it works either way.
+- Recording is best-effort: if the server is down, the hook logs and gives up silently without blocking the session.
+
+## Troubleshooting
+
+### Tools not showing up
+
+1. Verify ReMe is running: `curl -s http://127.0.0.1:2333/health_check`
+2. Check the MCP server URL in `.mcp.json` matches your ReMe port
+3. Restart Codex after installing the plugin
+
+### Stop hook not recording
+
+1. Check the log: `cat plugins/codex/hooks/auto_memory_hook.log`
+2. Verify `python3` is on PATH
+3. Ensure the ReMe server is running when you end a session
+
+### Connection refused
+
+The MCP server may not be running. Start it with:
+
+```bash
+reme start service.backend=mcp service.transport=streamable-http
+```
+
+Then retry.
diff --git a/plugins/codex/reme/.mcp.json b/plugins/codex/reme/.mcp.json
new file mode 100644
index 00000000..b5d271ee
--- /dev/null
+++ b/plugins/codex/reme/.mcp.json
@@ -0,0 +1,8 @@
+{
+  "mcpServers": {
+    "reme": {
+      "type": "http",
+      "url": "http://127.0.0.1:2333/mcp"
+    }
+  }
+}
diff --git a/plugins/codex/reme/hooks/auto_memory.py b/plugins/codex/reme/hooks/auto_memory.py
new file mode 100644
index 00000000..af7a9aba
--- /dev/null
+++ b/plugins/codex/reme/hooks/auto_memory.py
@@ -0,0 +1,167 @@
+#!/usr/bin/env python3
+"""ReMe Stop hook: fire-and-forget auto-memory for the current Codex session.
+
+Codex runs this on the ``Stop`` event and feeds the hook payload as JSON
+on stdin. We read only ``session_id`` from it and hand that to ReMe's
+server-side ``auto_memory_cc`` tool over the (already-running) MCP server —
+the server resolves *this* session's transcript on disk and records the
+durable facts. No messages are sent from here; the agent never has to
+record by hand.
+
+The actual run spins up an inner agent and can take a while, so we detach
+(double-fork) and return immediately: stopping is never blocked. Any failure
+is logged, never surfaced — recording is best-effort.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import sys
+import urllib.error
+import urllib.request
+from datetime import datetime
+
+_CALL_TIMEOUT = 600
+
+
+def _plugin_root() -> str:
+    return os.environ.get("CODEX_PLUGIN_ROOT") or os.path.dirname(
+        os.path.dirname(os.path.abspath(__file__)),
+    )
+
+
+def _server_url() -> str:
+    """ReMe MCP endpoint. Prefer the bundled .mcp.json so it stays in sync."""
+    mcp_json = os.path.join(_plugin_root(), ".mcp.json")
+    try:
+        with open(mcp_json, encoding="utf-8") as f:
+            url = json.load(f)["mcpServers"]["reme"]["url"]
+            if url:
+                return url
+    except Exception:
+        pass
+    host = os.environ.get("REME_HOST", "127.0.0.1")
+    port = os.environ.get("REME_PORT", "2333")
+    return f"http://{host}:{port}/mcp"
+
+
+def _log(session_id: str, status: str, detail: str = "") -> None:
+    try:
+        log_dir = os.path.join(_plugin_root(), "logs")
+        os.makedirs(log_dir, exist_ok=True)
+        stamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+        line = f"{stamp} session={session_id} {status}"
+        if detail:
+            line += f" {detail}"
+        with open(os.path.join(log_dir, "auto_memory_hook.log"), "a", encoding="utf-8") as f:
+            f.write(line + "\n")
+    except Exception:
+        pass
+
+
+def _post(url: str, body: dict, headers: dict) -> "urllib.request.addinfourl":
+    data = json.dumps(body).encode("utf-8")
+    req = urllib.request.Request(url, data=data, headers=headers, method="POST")
+    return urllib.request.urlopen(req, timeout=_CALL_TIMEOUT)
+
+
+def _read_jsonrpc(resp) -> dict | None:
+    """Return the JSON-RPC envelope from a JSON or text/event-stream response."""
+    ctype = resp.headers.get("content-type", "")
+    body = resp.read().decode("utf-8", "replace")
+    if "text/event-stream" in ctype:
+        result = None
+        for line in body.splitlines():
+            line = line.strip()
+            if not line.startswith("data:"):
+                continue
+            try:
+                obj = json.loads(line[len("data:") :].strip())
+            except json.JSONDecodeError:
+                continue
+            if isinstance(obj, dict) and ("result" in obj or "error" in obj):
+                result = obj
+        return result
+    try:
+        return json.loads(body)
+    except json.JSONDecodeError:
+        return None
+
+
+def _mcp_call(url: str, tool: str, arguments: dict) -> dict | None:
+    """Minimal MCP streamable-http client: initialize -> initialized -> tools/call."""
+    base = {"Content-Type": "application/json", "Accept": "application/json, text/event-stream"}
+
+    init = {
+        "jsonrpc": "2.0",
+        "id": 1,
+        "method": "initialize",
+        "params": {
+            "protocolVersion": "2025-06-18",
+            "capabilities": {},
+            "clientInfo": {"name": "reme-codex-hook", "version": "1.0"},
+        },
+    }
+    with _post(url, init, base) as resp:
+        mcp_session = resp.headers.get("mcp-session-id")
+        _read_jsonrpc(resp)
+
+    headers = dict(base)
+    if mcp_session:
+        headers["mcp-session-id"] = mcp_session
+
+    try:
+        with _post(url, {"jsonrpc": "2.0", "method": "notifications/initialized", "params": {}}, headers) as resp:
+            resp.read()
+    except urllib.error.HTTPError:
+        pass
+
+    call = {"jsonrpc": "2.0", "id": 2, "method": "tools/call", "params": {"name": tool, "arguments": arguments}}
+    with _post(url, call, headers) as resp:
+        return _read_jsonrpc(resp)
+
+
+def _daemonize() -> None:
+    """Double-fork + setsid so the (slow) call outlives the hook and is reaped by init."""
+    if os.fork() > 0:
+        os._exit(0)
+    os.setsid()
+    if os.fork() > 0:
+        os._exit(0)
+    devnull = os.open(os.devnull, os.O_RDWR)
+    for fd in (0, 1, 2):
+        os.dup2(devnull, fd)
+
+
+def main() -> None:
+    """Entry point: read the hook payload from stdin and record the session."""
+    try:
+        payload = json.loads(sys.stdin.read() or "{}")
+    except Exception:
+        payload = {}
+
+    session_id = payload.get("session_id") or ""
+    if not session_id:
+        return
+
+    if hasattr(os, "fork"):
+        _daemonize()
+
+    url = _server_url()
+    try:
+        result = _mcp_call(url, "auto_memory_cc", {"session_id": session_id})
+        if result is None:
+            _log(session_id, "no-response")
+        elif "error" in result:
+            _log(session_id, "error", json.dumps(result["error"], ensure_ascii=False)[:500])
+        else:
+            _log(session_id, "ok")
+    except urllib.error.URLError as exc:
+        _log(session_id, "unreachable", str(exc.reason))
+    except Exception as exc:
+        _log(session_id, "exception", repr(exc)[:500])
+
+
+if __name__ == "__main__":
+    main()
diff --git a/plugins/codex/reme/hooks/hooks.json b/plugins/codex/reme/hooks/hooks.json
new file mode 100644
index 00000000..f83238fb
--- /dev/null
+++ b/plugins/codex/reme/hooks/hooks.json
@@ -0,0 +1,16 @@
+{
+  "description": "On stop, record this Codex session into ReMe long-term memory (background, async).",
+  "hooks": {
+    "Stop": [
+      {
+        "hooks": [
+          {
+            "type": "command",
+            "command": "python3 \"${CODEX_PLUGIN_ROOT}/hooks/auto_memory.py\"",
+            "timeout": 30
+          }
+        ]
+      }
+    ]
+  }
+}
diff --git a/plugins/codex/reme/skills/reme-memory/SKILL.md b/plugins/codex/reme/skills/reme-memory/SKILL.md
new file mode 100644
index 00000000..f43f4f98
--- /dev/null
+++ b/plugins/codex/reme/skills/reme-memory/SKILL.md
@@ -0,0 +1,58 @@
+---
+name: reme-memory
+description: Use ReMe as file-native long-term memory in Codex. RECALL — search ReMe before answering questions about past conversations, preferences, project history, or decisions.
+---
+
+# ReMe Memory
+
+ReMe is the persistent, file-native memory layer for this agent. It stores conversations and
+resources as Markdown files with frontmatter and `[[wikilinks]]`, and consolidates them into
+long-term **digest** knowledge. Your job with this plugin is **recall**.
+
+The recall tools come from the `reme` MCP server (surfaced as tool calls): `search`, `traverse`,
+`daily_list`, `frontmatter_read`, `read`. They are only available when the user has the server
+running:
+
+```
+reme start service.backend=mcp service.transport=streamable-http
+```
+
+If the tools are missing, that server is not running — tell the user the command above instead of
+guessing answers.
+
+## Recall (read long-term memory)
+
+Before answering questions about previous conversations, user preferences, project history,
+decisions, or long-term context, recall from ReMe first. ReMe answers **three independent kinds of
+question** — pick the mode the request needs; don't merge them into one call. Durable knowledge
+lives under `digest/`, daily notes under `daily/`, external materials under `resource/`.
+
+1. **Semantic** (default — "what do we know about X?"): `search` with `query="<question/keywords>"`,
+   `limit=5` (optional `min_score`). Hybrid vector + BM25 with one-hop wikilink expansion.
+2. **Topological** ("what links to this node?"): `traverse` with `path="<node>"`, `depth=1`
+   (raise to 2 only when needed), `direction=both` to walk the `[[wikilink]]` graph.
+3. **State** ("what exists / what was recorded on <date>?"): `daily_list` with `date="YYYY-MM-DD"`
+   (empty = today) to list a day's notes, or `frontmatter_read` with a `path` to inspect one file's
+   frontmatter — structural lookup, no semantic matching.
+
+Then `read` the relevant hits by `path` (optionally `start_line`/`end_line`; prefer `digest/` paths
+for durable knowledge) to pull the content behind a hit. Cite the workspace-relative paths you used.
+If nothing useful comes back, say so plainly rather than guessing.
+
+## Server status
+
+To check ReMe is up: call `version` and `health_check`, then summarize the version and the health
+snapshot (components, workspace). If the tools are not available at all, the server
+is not running — tell the user to start it with the command above. The plugin connects at
+`http://127.0.0.1:2333/mcp`; a different host/port must match the `url` in `plugins/codex/reme/.mcp.json`.
+
+## Workspace model
+
+```
+daily/    lightly-processed memory: daily facts, conversation summaries
+digest/   long-term consolidated knowledge (what recall mainly surfaces)
+resource/ external raw materials
+```
+
+Consolidation of `daily/` into `digest/` and proactive interest extraction run **server-side** in
+the ReMe process (background watchers + dream cron). The plugin does not drive them.