Issue with current documentation:

Description

The documentation examples in docs/integrations/ and docs/examples/ directories contain incorrect handling of the search method's return value structure. The search method now returns {"results": [...]} but many examples
are still accessing results directly or using incorrect field names, which causes runtime errors when users follow these examples.

Problem Details

Issues Found:

1. Wrong field access: Using mem['text'] instead of mem['memory']
2. Direct iteration: for mem in memories instead of for mem in memories['results']
3. Wrong root field: memories['memories'] instead of memories['results']
4. Missing safety checks: No handling for empty results or missing results field

Affected Files:

docs/integrations/ (10 files):

• multion.mdx - Line 74: mem['text'] and direct iteration
• langchain.mdx - Line 67: Direct iteration without results field
• langgraph.mdx - Line 71: Direct iteration without results field
• autogen.mdx - Lines 71, 103: Direct iteration without results field
• openai-agents-sdk.mdx - Line 51: Direct iteration without safety check
• agentops.mdx - Line 107: Incorrect iteration pattern
• And 4 more files...

docs/examples/ (5 files):

• ai_companion.mdx - Lines 91, 149: Wrong field name and direct iteration
• personal-travel-assistant.mdx - Lines 158, 162: Wrong root field ['memories']
• llamaindex-multiagent-learning-system.mdx - Line 217: Direct iteration
• openai-inbuilt-tools.mdx - Line 228: Missing results field handling
• memory-guided-content-writing.mdx - Line 89: Direct iteration

Expected Behavior

All documentation examples should correctly handle the search method's return structure:

# Correct pattern
memories = client.search(query, user_id=user_id)
if memories and memories.get('results'):
    for result in memories['results']:
        print(result['memory'])  # Use 'memory' field, not 'text'

Current Behavior

Examples use incorrect patterns that cause KeyError or AttributeError when executed:

# Incorrect patterns in current docs
for mem in memories:              # Should be memories['results']
    print(mem['text'])           # Should be mem['memory']

memories['memories']             # Should be memories['results']

Impact

• Users following documentation examples encounter runtime errors
• Inconsistent code examples across different integrations
• Poor developer experience and confusion about correct API usage

Environment

• All integration and example documentation
• Affects users of mem0ai library across all supported integrations

Proposed Solution

Update all affected documentation files to:

1. Use correct field names (memory instead of text)
2. Access the results field properly
3. Add safety checks with memories.get('results', [])
4. Ensure consistent patterns across all examples

This is a documentation-only fix that doesn't require code changes, just updating the examples to match the current API structure.