fix: _decay_edges — handle string updated_at from Qdrant and add TableShim delete/update

The Qdrant _TableShim returned updated_at as ISO strings (not datetime
objects), causing str.replace(tzinfo=...) to fail with
"str.replace() takes no keyword arguments". Parse strings via
datetime.fromisoformat() before timezone handling.

Also add missing delete(where) and update(where=, values=) methods to
_TableShim so the LanceDB-compatible shim works with Qdrant's payload
collection, plus a _parse_where() helper to convert where clauses to
Qdrant Filters.

src/iai_mcp/qdrant_store.py

@@ -1363,6 +1363,136 @@ class QdrantStore:
                     return pd.DataFrame()
                 return pd.DataFrame()
 
+            def delete(self, where: str) -> None:
+                """Delete rows from the table matching the where clause.
+
+                LanceDB-compatible shim: ``table.delete("src = 'x' AND dst = 'y'")``.
+                """
+                if self._name != EDGES_TABLE:
+                    return
+                try:
+                    cond = self._parse_where(where)
+                    scroll_filter = Filter(must=[
+                        FieldCondition(key="table", match=MatchValue(value=self._name)),
+                    ])
+                    if cond:
+                        scroll_filter.must.append(cond)
+                    point_ids = []
+                    offset = None
+                    while True:
+                        points, next_offset = self._store._client.scroll(
+                            collection_name=METADATA_TABLE,
+                            limit=1000,
+                            offset=offset,
+                            scroll_filter=scroll_filter,
+                            with_payload=False,
+                            with_vectors=False,
+                        )
+                        for pt in points:
+                            point_ids.append(pt.id)
+                        if next_offset is None:
+                            break
+                        offset = next_offset
+                    if point_ids:
+                        self._store._client.delete(
+                            collection_name=METADATA_TABLE,
+                            points_selector=models.PointIdsList(
+                                points=point_ids,
+                            ),
+                        )
+                except Exception:
+                    pass
+
+            def update(
+                self,
+                where: str | None = None,
+                values: dict | None = None,
+            ) -> None:
+                """Update rows in the table matching the where clause.
+
+                LanceDB-compatible shim:
+                ``table.update(where="src = 'x'", values={"weight": 0.5})``.
+                """
+                if self._name != EDGES_TABLE:
+                    return
+                if not values:
+                    return
+                try:
+                    cond = self._parse_where(where) if where else None
+                    scroll_filter = Filter(must=[
+                        FieldCondition(key="table", match=MatchValue(value=self._name)),
+                    ])
+                    if cond:
+                        scroll_filter.must.append(cond)
+                    # Build updated payload from values dict.
+                    updated_payload: dict = {}
+                    for k, v in values.items():
+                        if k == "updated_at" and isinstance(v, datetime):
+                            updated_payload[k] = v.isoformat()
+                        else:
+                            updated_payload[k] = v
+                    # Scroll matching points and upsert with updated payload.
+                    point_ids = []
+                    offset = None
+                    while True:
+                        points, next_offset = self._store._client.scroll(
+                            collection_name=METADATA_TABLE,
+                            limit=1000,
+                            offset=offset,
+                            scroll_filter=scroll_filter,
+                            with_payload=True,
+                            with_vectors=False,
+                        )
+                        for pt in points:
+                            point_ids.append(pt.id)
+                        if next_offset is None:
+                            break
+                        offset = next_offset
+                    if point_ids:
+                        for pid in point_ids:
+                            existing = self._store._client.retrieve(
+                                collection_name=METADATA_TABLE,
+                                ids=[pid],
+                                with_payload=True,
+                                with_vectors=False,
+                            )
+                            if existing:
+                                base_payload = existing[0].payload or {}
+                                base_payload.update(updated_payload)
+                                self._store._client.upsert(
+                                    collection_name=METADATA_TABLE,
+                                    points=[PointStruct(id=pid, vector={}, payload=base_payload)],
+                                )
+                except Exception:
+                    pass
+
+            @staticmethod
+            def _parse_where(where: str | None) -> Filter | None:
+                """Parse a LanceDB-style where clause into a Qdrant Filter.
+
+                Supported format: ``"key = 'value' AND key2 = 'value2'"``.
+                Each ``key = 'value'`` segment becomes a ``FieldCondition``
+                combined with ``must`` (AND semantics).
+
+                Returns None if the clause is empty or cannot be parsed.
+                """
+                if not where:
+                    return None
+                # Find all key = 'value' or key = "value" patterns.
+                pairs = re.findall(
+                    r"""([a-z_]+)\s*=\s*['"]([^'"]+)['"]""",
+                    where,
+                )
+                if not pairs:
+                    return None
+                conditions = [
+                    FieldCondition(key=key, match=MatchValue(value=val))
+                    for key, val in pairs
+                ]
+                if len(conditions) == 1:
+                    return Filter(must=conditions)
+                return Filter(must=conditions)
+
     @property
     def db(self) -> "QdrantStore._DbShim":
         """LanceDB-compatible shim for store.db.open_table()."""

src/iai_mcp/sleep.py

@@ -185,10 +185,13 @@ def _decay_edges(
             last = row["updated_at"]
             if last is None:
                 continue
-            # Coerce naive -> UTC; pandas may drop tz on some backends.
+            # Coerce to datetime: pandas Timestamp -> pydatetime, ISO string -> datetime,
-            try:
+            # or already a datetime object.
-                py = last.to_pydatetime() if hasattr(last, "to_pydatetime") else last
+            if hasattr(last, "to_pydatetime"):
-            except Exception:
+                py = last.to_pydatetime()
+            elif isinstance(last, str):
+                py = datetime.fromisoformat(last)
+            else:
                 py = last
             if getattr(py, "tzinfo", None) is None:
                 py = py.replace(tzinfo=timezone.utc)