| Method |
Description |
add(text, user_id, agent_id, run_id, on_clarification) |
Extract and store memories. Returns AddResult. |
add_batch(texts, user_id, agent_id, run_id) |
Process multiple texts. Returns List[AddResult]. |
search(query, user_id, agent_id, top_k, time_after, time_before, tier, mode) |
Search memories. Returns SearchResult (list-compatible, with .confidence). |
pin(text, user_id, agent_id, importance=9.0) |
Store memory with elevated importance. For facts that must not be forgotten. |
get(memory_id) |
Get a single memory by ID. Returns Memory or None. |
delete(memory_id) |
Delete a memory by ID. |
get_history(memory_id) |
Get audit trail for a memory. Returns List[HistoryEntry]. |
summarize(user_id, agent_id, force) |
Trigger hierarchical summarization. Returns List[Memory]. |
count(user_id, agent_id, tier) |
Count memories with optional filters. Returns int. |
export_json(user_id, agent_id) |
Export memories as JSON string. |
import_json(data) |
Import memories from JSON string. Returns count imported. |
close() |
Close connections (called automatically when used as context manager). |
| Field |
Type |
Description |
memories |
List[Memory] |
Newly created or updated memories |
clarifications |
List[Clarification] |
Any detected conflicts |
has_clarifications |
bool |
Whether conflicts were detected |
SearchResult behaves like a list (backward compatible) and also exposes confidence metadata.
| Attribute |
Type |
Description |
results |
List[MemorySearchResult] |
Ranked search results |
confidence |
RetrievalConfidence |
HIGH, MODERATE, LOW, or NONE |
has_relevant |
bool |
True if confidence is not NONE |
Standard list operations (len(), for, [idx], bool()) work as expected.
| Field |
Type |
Description |
memory |
Memory |
The memory object |
similarity_score |
float |
Vector similarity (0-1) |
temporal_score |
float |
Recency score after decay (0-1) |
importance_score |
float |
Normalized importance (0-1) |
final_score |
float |
Combined weighted score |
| Field |
Type |
Description |
id |
str |
UUID4 |
content |
str |
Memory text |
user_id |
Optional[str] |
Owner of the memory |
agent_id |
Optional[str] |
Agent that wrote the memory |
run_id |
Optional[str] |
Optional run/session identifier |
tier |
MemoryTier |
FACT, SUMMARY, or THEME |
importance |
float |
0.0 to 10.0 |
content_hash |
str |
Used for dedup |
ymyl_category |
Optional[str] |
Set when YMYL classification fires |
metadata |
dict |
Provider-specific extras |
created_at |
datetime |
UTC creation time |
updated_at |
datetime |
UTC last-update time |
| Field |
Type |
Description |
id |
str |
UUID4 |
memory_id |
str |
Memory this entry refers to |
action |
MemoryAction |
ADD, UPDATE, DELETE, NONE |
old_content |
Optional[str] |
Previous content (for UPDATE/DELETE) |
new_content |
Optional[str] |
New content (for ADD/UPDATE) |
timestamp |
datetime |
UTC time of the action |
| Enum |
Values |
MemoryTier |
FACT, SUMMARY, THEME |
MemoryAction |
ADD, UPDATE, DELETE, NONE |
RetrievalMode |
FAST, BALANCED, DEEP |
RetrievalConfidence |
HIGH, MODERATE, LOW, NONE |
UncertaintyMode |
STRICT, HELPFUL, CREATIVE |
DecayFunction |
EXPONENTIAL, LINEAR, STEP, NONE |