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Abstraction for Project in MemoryClient (#3067)

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Dev Khant
2025-07-08 11:33:20 +05:30
committed by GitHub
parent aae5989e78
commit 70d6f9231b
11 changed files with 1071 additions and 39 deletions
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6
docs/platform/features/criteria-retrieval.mdx
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@@ -81,7 +81,7 @@ retrieval_criteria = [
Once defined, register the criteria to your project:
```python
client.update_project(retrieval_criteria=retrieval_criteria)
client.project.update(retrieval_criteria=retrieval_criteria)
```
Criteria apply project-wide. Once set, they affect all searches using `version="v2"`.
@@ -187,7 +187,7 @@ If no criteria are defined for a project, `version="v2"` behaves like normal sea
## How It Works
1. **Criteria Definition**: Define custom criteria with a name, description, and weight. These describe what matters in a memory (e.g., joy, urgency, empathy).
2. **Project Configuration**: Register these criteria using `update_project()`. They apply at the project level and influence all searches using `version="v2"`.
2. **Project Configuration**: Register these criteria using `project.update()`. They apply at the project level and influence all searches using `version="v2"`.
3. **Memory Retrieval**: When you perform a search with `version="v2"`, Mem0 first retrieves relevant memories based on the query and your defined criteria.
4. **Weighted Scoring**: Each retrieved memory is evaluated and scored against the defined criteria and weights.
@@ -202,7 +202,7 @@ Criteria retrieval is currently supported only in search v2. Make sure to use `v
## Summary
- Define what “relevant” means using criteria
- Apply them per project via `update_project()`
- Apply them per project via `project.update()`
- Use `version="v2"` to activate criteria-aware search
- Build agents that reason not just with relevance, but **contextual importance**