Abstraction for Project in MemoryClient (#3067)

docs/platform/features/criteria-retrieval.mdx

@@ -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**
 

docs/platform/features/custom-categories.mdx

@@ -35,7 +35,7 @@ new_categories = [
     {"personal_information": "Basic information about the user including name, preferences, and personality traits"}
 ]
 
-response = client.update_project(custom_categories = new_categories)
+response = client.project.update(custom_categories=new_categories)
 print(response)
 ```
 
@@ -75,7 +75,7 @@ You can also retrieve the current custom categories:
 <CodeGroup>
 ```python Code
 # Get current custom categories
-categories = client.get_project(fields=["custom_categories"])
+categories = client.project.get(fields=["custom_categories"])
 print(categories)
 ```
 
@@ -185,11 +185,11 @@ Name is Alice (personal_details)
 ```
 </CodeGroup>
 
-You can check whether default categories are being used by calling `get_project()`. If `custom_categories` returns `None`, it means the default categories are being used.
+You can check whether default categories are being used by calling `project.get()`. If `custom_categories` returns `None`, it means the default categories are being used.
 
 <CodeGroup>
 ```python Code
-client.get_project(["custom_categories"])
+client.project.get(["custom_categories"])
 ```
 
 ```json Output

docs/platform/features/custom-instructions.mdx

@@ -50,7 +50,7 @@ Guidelines:
 - Focus solely on health-related content.
 - Maintain clarity and context accuracy while recording.
 """
-response = client.update_project(custom_instructions=prompt)
+response = client.project.update(custom_instructions=prompt)
 print(response)
 ```
 
@@ -66,7 +66,7 @@ You can also retrieve the current custom instructions:
 <CodeGroup>
 ```python Code
 # Retrieve current custom instructions
-response = client.get_project(fields=["custom_instructions"])
+response = client.project.get(fields=["custom_instructions"])
 print(response)
 ```
 

docs/platform/features/graph-memory.mdx

@@ -297,7 +297,7 @@ client = MemoryClient(
 )
 
 # Enable graph memory for all operations in this project
-client.update_project(enable_graph=True, version="v1")
+client.project.update(enable_graph=True)
 
 # Now all add operations will use graph memory by default
 messages = [