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Merged
sopaco merged 3 commits into from
Dec 31, 2025
Merged

Dev #20

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fd886bf
docs update
sopaco Dec 30, 2025
e3b3b3d
``` Update README badges and improve Qdrant vector store payload
sopaco Dec 31, 2025
b858cf8
``` Update report styling to dark theme with improved layout
sopaco Dec 31, 2025
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6 changes: 4 additions & 2 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -10,9 +10,11 @@
<p align="center">Built with Rust, Cortex Memory gives your AI agents a high-performance, persistent, and intelligent long-term memory.</p>

<p align="center">
<a href="https://crates.io/crates/cortex-mem-core"><img src="https://img.shields.io/crates/v/cortex-mem-core?color=44a1c9&label=Crates" /></a>
<a href="https://github.com/sopaco/cortex-mem/tree/main/litho.docs"><img alt="Litho Docs" src="https://img.shields.io/badge/Litho-Docs-green?logo=Gitbook&color=%23008a60">
</a>
<a href="https://raw.githubusercontent.com/sopaco/cortex-mem/refs/heads/main/assets/benchmark/cortex_mem_vs_langmem.png"><img alt="Benchmark" src="https://img.shields.io/badge/Benchmark-Perfect-green?logo=speedtest&labelColor=%231150af&color=%2300b89f"></a>
<a href="https://github.com/sopaco/cortex-mem/actions/workflows/rust.yml"><img alt="GitHub Actions Workflow Status" src="https://img.shields.io/github/actions/workflow/status/sopaco/cortex-mem/rust.yml?label=Build"></a>
<a href="./LICENSE"><img src="https://img.shields.io/badge/license-MIT-blue.svg?label=LICENSE" /></a>
<a href="./LICENSE"><img alt="MIT" src="https://img.shields.io/badge/license-MIT-blue.svg?label=LICENSE" /></a>
</p>

<hr />
Expand Down
89 changes: 54 additions & 35 deletions cortex-mem-core/src/vector_store/qdrant.rs
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Original file line number Diff line number Diff line change
Expand Up @@ -202,14 +202,29 @@ impl QdrantVectorStore {

// Store entities and topics as arrays
if !memory.metadata.entities.is_empty() {
let entities_json =
serde_json::to_string(&memory.metadata.entities).unwrap_or_default();
payload.insert("entities".to_string(), entities_json.into());
let entities_values: Vec<qdrant_client::qdrant::Value> =
memory.metadata.entities.iter()
.map(|entity| entity.to_string().into())
.collect();
payload.insert("entities".to_string(), qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::ListValue(
qdrant_client::qdrant::ListValue {
values: entities_values,
})),
});
}

if !memory.metadata.topics.is_empty() {
let topics_json = serde_json::to_string(&memory.metadata.topics).unwrap_or_default();
payload.insert("topics".to_string(), topics_json.into());
let topics_values: Vec<qdrant_client::qdrant::Value> =
memory.metadata.topics.iter()
.map(|topic| topic.to_string().into())
.collect();
payload.insert("topics".to_string(), qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::ListValue(
qdrant_client::qdrant::ListValue {
values: topics_values,
})),
});
}

// Custom metadata
Expand Down Expand Up @@ -278,25 +293,15 @@ impl QdrantVectorStore {
// Filter by topics - check if any of the requested topics are present
if let Some(topics) = &filters.topics {
if !topics.is_empty() {
let topic_conditions: Vec<Condition> = topics
.iter()
.map(|topic| Condition {
for topic in topics {
conditions.push(Condition {
condition_one_of: Some(condition::ConditionOneOf::Field(FieldCondition {
key: "topics".to_string(),
r#match: Some(Match {
match_value: Some(r#match::MatchValue::Text(topic.clone())),
match_value: Some(r#match::MatchValue::Keyword(topic.clone())),
}),
..Default::default()
})),
})
.collect();

if !topic_conditions.is_empty() {
conditions.push(Condition {
condition_one_of: Some(condition::ConditionOneOf::Filter(Filter {
should: topic_conditions,
..Default::default()
})),
});
}
}
Expand All @@ -305,25 +310,15 @@ impl QdrantVectorStore {
// Filter by entities - check if any of the requested entities are present
if let Some(entities) = &filters.entities {
if !entities.is_empty() {
let entity_conditions: Vec<Condition> = entities
.iter()
.map(|entity| Condition {
for entity in entities {
conditions.push(Condition {
condition_one_of: Some(condition::ConditionOneOf::Field(FieldCondition {
key: "entities".to_string(),
r#match: Some(Match {
match_value: Some(r#match::MatchValue::Text(entity.clone())),
match_value: Some(r#match::MatchValue::Keyword(entity.clone())),
}),
..Default::default()
})),
})
.collect();

if !entity_conditions.is_empty() {
conditions.push(Condition {
condition_one_of: Some(condition::ConditionOneOf::Filter(Filter {
should: entity_conditions,
..Default::default()
})),
});
}
}
Expand Down Expand Up @@ -548,22 +543,46 @@ impl QdrantVectorStore {
entities: payload
.get("entities")
.and_then(|v| match v {
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::ListValue(list)),
} => {
Some(list.values.iter().filter_map(|val| match val {
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::StringValue(s)),
} => Some(s.clone()),
_ => None,
}).collect::<Vec<String>>())
},
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::StringValue(s)),
} => Some(s.as_str()),
} => {
// Backward compatibility: parse JSON string format
serde_json::from_str(s).ok()
},
_ => None,
})
.and_then(|s| serde_json::from_str(s).ok())
.unwrap_or_default(),
topics: payload
.get("topics")
.and_then(|v| match v {
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::ListValue(list)),
} => {
Some(list.values.iter().filter_map(|val| match val {
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::StringValue(s)),
} => Some(s.clone()),
_ => None,
}).collect::<Vec<String>>())
},
qdrant_client::qdrant::Value {
kind: Some(qdrant_client::qdrant::value::Kind::StringValue(s)),
} => Some(s.as_str()),
} => {
// Backward compatibility: parse JSON string format
serde_json::from_str(s).ok()
},
_ => None,
})
.and_then(|s| serde_json::from_str(s).ok())
.unwrap_or_default(),
custom,
};
Expand Down
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