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set -euo pipefail
# Export OpenMemory data from a running Docker container without relying on API endpoints.
# Produces: memories.json + memories.jsonl.gz zipped as memories_export_<USER_ID>.zip
#
# Requirements:
# - docker available locally
# - The target container has Python + SQLAlchemy and access to the same DATABASE_URL it uses in prod
#
# Usage:
# ./export_openmemory.sh --user-id <USER_ID> [--container <NAME_OR_ID>] [--app-id <UUID>] [--from-date <epoch_secs>] [--to-date <epoch_secs>]
#
# Notes:
# - USER_ID is the external user identifier (e.g., "vikramiyer"), not the internal UUID.
# - If --container is omitted, the script uses container name "openmemory-openmemory-mcp-1".
# - The script writes intermediate files to /tmp inside the container, then docker cp's them out and zips locally.
usage() {
echo "Usage: $0 --user-id <USER_ID> [--container <NAME_OR_ID>] [--app-id <UUID>] [--from-date <epoch_secs>] [--to-date <epoch_secs>]"
exit 1
}
USER_ID=""
CONTAINER=""
APP_ID=""
FROM_DATE=""
TO_DATE=""
while [[ $# -gt 0 ]]; do
case "$1" in
--user-id) USER_ID="${2:-}"; shift 2 ;;
--container) CONTAINER="${2:-}"; shift 2 ;;
--app-id) APP_ID="${2:-}"; shift 2 ;;
--from-date) FROM_DATE="${2:-}"; shift 2 ;;
--to-date) TO_DATE="${2:-}"; shift 2 ;;
-h|--help) usage ;;
*) echo "Unknown arg: $1"; usage ;;
esac
done
if [[ -z "${USER_ID}" ]]; then
echo "ERROR: --user-id is required"
usage
fi
if [[ -z "${CONTAINER}" ]]; then
CONTAINER="openmemory-openmemory-mcp-1"
fi
# Verify the container exists and is running
if ! docker ps --format '{{.Names}}' | grep -qx "${CONTAINER}"; then
echo "ERROR: Container '${CONTAINER}' not found/running. Pass --container <NAME_OR_ID> if different."
exit 1
fi
# Verify python is available inside the container
if ! docker exec "${CONTAINER}" sh -lc 'command -v python3 >/dev/null 2>&1 || command -v python >/dev/null 2>&1'; then
echo "ERROR: Python is not available in container ${CONTAINER}"
exit 1
fi
PY_BIN="python3"
if ! docker exec "${CONTAINER}" sh -lc 'command -v python3 >/dev/null 2>&1'; then
PY_BIN="python"
fi
echo "Using container: ${CONTAINER}"
echo "Exporting data for user_id: ${USER_ID}"
# Run Python inside the container to generate memories.json and memories.jsonl.gz in /tmp
set +e
cat <<'PYCODE' | docker exec -i \
-e EXPORT_USER_ID="${USER_ID}" \
-e EXPORT_APP_ID="${APP_ID}" \
-e EXPORT_FROM_DATE="${FROM_DATE}" \
-e EXPORT_TO_DATE="${TO_DATE}" \
"${CONTAINER}" "${PY_BIN}" -
import os
import sys
import json
import gzip
import uuid
import datetime
from typing import Any, Dict, List
try:
from sqlalchemy import create_engine, text
except Exception as e:
print(f"ERROR: SQLAlchemy not available inside the container: {e}", file=sys.stderr)
sys.exit(3)
def _iso(dt):
if dt is None:
return None
try:
if isinstance(dt, str):
try:
dt_obj = datetime.datetime.fromisoformat(dt.replace("Z", "+00:00"))
except Exception:
return dt
else:
dt_obj = dt
if dt_obj.tzinfo is None:
dt_obj = dt_obj.replace(tzinfo=datetime.timezone.utc)
else:
dt_obj = dt_obj.astimezone(datetime.timezone.utc)
return dt_obj.isoformat()
except Exception:
return None
def _json_load_maybe(val):
if isinstance(val, (dict, list)) or val is None:
return val
if isinstance(val, (bytes, bytearray)):
try:
return json.loads(val.decode("utf-8"))
except Exception:
try:
return val.decode("utf-8", "ignore")
except Exception:
return None
if isinstance(val, str):
try:
return json.loads(val)
except Exception:
return val
return val
def _named_in_clause(prefix: str, items: List[Any]):
names = [f":{prefix}{i}" for i in range(len(items))]
params = {f"{prefix}{i}": items[i] for i in range(len(items))}
return ", ".join(names), params
DATABASE_URL = os.getenv("DATABASE_URL", "sqlite:///./openmemory.db")
user_id_str = os.getenv("EXPORT_USER_ID")
app_id_filter = os.getenv("EXPORT_APP_ID") or None
from_date = os.getenv("EXPORT_FROM_DATE")
to_date = os.getenv("EXPORT_TO_DATE")
if not user_id_str:
print("Missing EXPORT_USER_ID", file=sys.stderr)
sys.exit(2)
from_ts = None
to_ts = None
try:
if from_date:
from_ts = int(from_date)
if to_date:
to_ts = int(to_date)
except Exception:
pass
engine = create_engine(DATABASE_URL)
with engine.connect() as conn:
user_row = conn.execute(
text("SELECT id, user_id, name, email, metadata, created_at, updated_at FROM users WHERE user_id = :uid"),
{"uid": user_id_str}
).mappings().first()
if not user_row:
print(f'User not found for user_id "{user_id_str}"', file=sys.stderr)
sys.exit(1)
user_uuid = user_row["id"]
# Build memories filter
params = {"user_id": user_uuid}
conditions = ["user_id = :user_id"]
if from_ts is not None:
params["from_dt"] = datetime.datetime.fromtimestamp(from_ts, tz=datetime.timezone.utc)
conditions.append("created_at >= :from_dt")
if to_ts is not None:
params["to_dt"] = datetime.datetime.fromtimestamp(to_ts, tz=datetime.timezone.utc)
conditions.append("created_at <= :to_dt")
if app_id_filter:
try:
# Accept UUID or raw DB value
app_uuid = uuid.UUID(app_id_filter)
params["app_id"] = str(app_uuid)
except Exception:
params["app_id"] = app_id_filter
conditions.append("app_id = :app_id")
mem_sql = f"""
SELECT id, user_id, app_id, content, metadata, state, created_at, updated_at, archived_at, deleted_at
FROM memories
WHERE {' AND '.join(conditions)}
"""
mem_rows = list(conn.execute(text(mem_sql), params).mappings())
memory_ids = [r["id"] for r in mem_rows]
app_ids = sorted({r["app_id"] for r in mem_rows if r["app_id"] is not None})
# memory_categories
mc_rows = []
if memory_ids:
names, in_params = _named_in_clause("mid", memory_ids)
mc_rows = list(conn.execute(
text(f"SELECT memory_id, category_id FROM memory_categories WHERE memory_id IN ({names})"),
in_params
).mappings())
# categories for referenced category_ids
cats = []
cat_ids = sorted({r["category_id"] for r in mc_rows})
if cat_ids:
names, in_params = _named_in_clause("cid", cat_ids)
cats = list(conn.execute(
text(f"SELECT id, name, description, created_at, updated_at FROM categories WHERE id IN ({names})"),
in_params
).mappings())
# apps for referenced app_ids
apps = []
if app_ids:
names, in_params = _named_in_clause("aid", app_ids)
apps = list(conn.execute(
text(f"SELECT id, owner_id, name, description, metadata, is_active, created_at, updated_at FROM apps WHERE id IN ({names})"),
in_params
).mappings())
# status history for selected memories
history = []
if memory_ids:
names, in_params = _named_in_clause("hid", memory_ids)
history = list(conn.execute(
text(f"SELECT id, memory_id, changed_by, old_state, new_state, changed_at FROM memory_status_history WHERE memory_id IN ({names})"),
in_params
).mappings())
# access_controls for the apps
acls = []
if app_ids:
names, in_params = _named_in_clause("sid", app_ids)
acls = list(conn.execute(
text(f"""SELECT id, subject_type, subject_id, object_type, object_id, effect, created_at
FROM access_controls
WHERE subject_type = 'app' AND subject_id IN ({names})"""),
in_params
).mappings())
# Build helper maps
app_name_by_id = {r["id"]: r["name"] for r in apps}
app_rec_by_id = {r["id"]: r for r in apps}
cat_name_by_id = {r["id"]: r["name"] for r in cats}
mem_cat_ids_map: Dict[Any, List[Any]] = {}
mem_cat_names_map: Dict[Any, List[str]] = {}
for r in mc_rows:
mem_cat_ids_map.setdefault(r["memory_id"], []).append(r["category_id"])
mem_cat_names_map.setdefault(r["memory_id"], []).append(cat_name_by_id.get(r["category_id"], ""))
# Build sqlite-like payload
sqlite_payload = {
"user": {
"id": str(user_row["id"]),
"user_id": user_row["user_id"],
"name": user_row.get("name"),
"email": user_row.get("email"),
"metadata": _json_load_maybe(user_row.get("metadata")),
"created_at": _iso(user_row.get("created_at")),
"updated_at": _iso(user_row.get("updated_at")),
},
"apps": [
{
"id": str(a["id"]),
"owner_id": str(a["owner_id"]) if a.get("owner_id") else None,
"name": a["name"],
"description": a.get("description"),
"metadata": _json_load_maybe(a.get("metadata")),
"is_active": bool(a.get("is_active")),
"created_at": _iso(a.get("created_at")),
"updated_at": _iso(a.get("updated_at")),
}
for a in apps
],
"categories": [
{
"id": str(c["id"]),
"name": c["name"],
"description": c.get("description"),
"created_at": _iso(c.get("created_at")),
"updated_at": _iso(c.get("updated_at")),
}
for c in cats
],
"memories": [
{
"id": str(m["id"]),
"user_id": str(m["user_id"]),
"app_id": str(m["app_id"]) if m.get("app_id") else None,
"content": m.get("content") or "",
"metadata": _json_load_maybe(m.get("metadata")) or {},
"state": m.get("state"),
"created_at": _iso(m.get("created_at")),
"updated_at": _iso(m.get("updated_at")),
"archived_at": _iso(m.get("archived_at")),
"deleted_at": _iso(m.get("deleted_at")),
"category_ids": [str(cid) for cid in mem_cat_ids_map.get(m["id"], [])],
}
for m in mem_rows
],
"memory_categories": [
{"memory_id": str(r["memory_id"]), "category_id": str(r["category_id"])}
for r in mc_rows
],
"status_history": [
{
"id": str(h["id"]),
"memory_id": str(h["memory_id"]),
"changed_by": str(h["changed_by"]),
"old_state": h.get("old_state"),
"new_state": h.get("new_state"),
"changed_at": _iso(h.get("changed_at")),
}
for h in history
],
"access_controls": [
{
"id": str(ac["id"]),
"subject_type": ac.get("subject_type"),
"subject_id": str(ac["subject_id"]) if ac.get("subject_id") else None,
"object_type": ac.get("object_type"),
"object_id": str(ac["object_id"]) if ac.get("object_id") else None,
"effect": ac.get("effect"),
"created_at": _iso(ac.get("created_at")),
}
for ac in acls
],
"export_meta": {
"app_id_filter": str(app_id_filter) if app_id_filter else None,
"from_date": from_ts,
"to_date": to_ts,
"version": "1",
"generated_at": datetime.datetime.now(datetime.timezone.utc).isoformat(),
},
}
# Write memories.json
out_json = "/tmp/memories.json"
with open(out_json, "w", encoding="utf-8") as f:
json.dump(sqlite_payload, f, indent=2, ensure_ascii=False)
# Write logical jsonl.gz
out_jsonl_gz = "/tmp/memories.jsonl.gz"
with gzip.open(out_jsonl_gz, "wb") as gz:
for m in mem_rows:
record = {
"id": str(m["id"]),
"content": m.get("content") or "",
"metadata": _json_load_maybe(m.get("metadata")) or {},
"created_at": _iso(m.get("created_at")),
"updated_at": _iso(m.get("updated_at")),
"state": m.get("state"),
"app": app_name_by_id.get(m.get("app_id")) if m.get("app_id") else None,
"categories": [c for c in mem_cat_names_map.get(m["id"], []) if c],
}
gz.write((json.dumps(record, ensure_ascii=False) + "\n").encode("utf-8"))
print(out_json)
print(out_jsonl_gz)
PYCODE
PY_EXIT=$?
set -e
if [[ $PY_EXIT -ne 0 ]]; then
echo "ERROR: Export failed inside container (exit code $PY_EXIT)"
exit $PY_EXIT
fi
# Copy files out of the container
TMPDIR="$(mktemp -d)"
docker cp "${CONTAINER}:/tmp/memories.json" "${TMPDIR}/memories.json"
docker cp "${CONTAINER}:/tmp/memories.jsonl.gz" "${TMPDIR}/memories.jsonl.gz"
# Create zip on host
ZIP_NAME="memories_export_${USER_ID}.zip"
if command -v zip >/dev/null 2>&1; then
(cd "${TMPDIR}" && zip -q -r "../${ZIP_NAME}" "memories.json" "memories.jsonl.gz")
mv "${TMPDIR}/../${ZIP_NAME}" "./${ZIP_NAME}"
else
# Fallback: use Python zipfile
python3 - <<PYFALLBACK
import sys, zipfile
zf = zipfile.ZipFile("${ZIP_NAME}", "w", compression=zipfile.ZIP_DEFLATED)
zf.write("${TMPDIR}/memories.json", arcname="memories.json")
zf.write("${TMPDIR}/memories.jsonl.gz", arcname="memories.jsonl.gz")
zf.close()
print("${ZIP_NAME}")
PYFALLBACK
fi
echo "Wrote ./${ZIP_NAME}"
echo "Done." |