Add configurable case-insensitive search

- Add MEM0_CASE_INSENSITIVE config option (default: false)
- When enabled, searches with both original and lowercase query
- Merges results, keeping highest score for each memory
- Fixes case sensitivity issues with Qdrant embeddings
- Generalize after-install.md with placeholders instead of personal values
This commit is contained in:
2026-04-15 18:19:52 +02:00
parent a1240adbb9
commit 32b97bee87
3 changed files with 72 additions and 17 deletions
+39
View File
@@ -65,13 +65,52 @@ class LocalMem0Client:
query: str,
user_id: Optional[str] = None,
limit: int = 5,
case_insensitive: bool = False,
) -> List[Dict]:
"""Search memories by semantic similarity.
API: POST /search
Request: {query, user_id, limit}
Response: {results: [{id, text, user_id, score, metadata}]}
Args:
query: Search query
user_id: User identifier
limit: Max results
case_insensitive: If True, search with both original and lowercase query
"""
if not case_insensitive:
payload = {"query": query, "limit": limit}
if user_id:
payload["user_id"] = user_id
result = self._request("POST", "/search", json=payload)
return result.get("results", [])
# Case-insensitive mode: search with both original and lowercase
# Fetch 2x limit to ensure we get top N after merging
results_original = self._search_with_query(query, user_id, limit * 2)
results_lower = self._search_with_query(query.lower(), user_id, limit * 2)
# Merge and deduplicate, keeping highest score
merged = {}
for result in results_original + results_lower:
mem_id = result.get("id")
if mem_id not in merged or result.get("score", 0) > merged[mem_id].get(
"score", 0
):
merged[mem_id] = result
return sorted(merged.values(), key=lambda x: x.get("score", 0), reverse=True)[
:limit
]
def _search_with_query(
self,
query: str,
user_id: Optional[str] = None,
limit: int = 5,
) -> List[Dict]:
"""Internal search helper for case-insensitive mode."""
payload = {"query": query, "limit": limit}
if user_id:
payload["user_id"] = user_id