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* Parse structuredContent from MCP CallToolResult (#3313) The _parse_tool_result_from_mcp method only iterated over the content field from CallToolResult, ignoring the structuredContent field entirely. MCP servers that return JSON data via structuredContent (e.g., Power BI MCP) appeared to return None. Add handling for structuredContent: when present, serialize it as JSON text and append it to the result list. This preserves the data for the LLM while maintaining backward compatibility with existing behavior. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Parse MCP CallToolResult.structuredContent field to prevent tool results returning None Fixes #3313 * Address review feedback: add default=str to json.dumps and remove .checkpoints/ - Add default=str to json.dumps for structuredContent serialization so non-JSON-serializable values (e.g. bytes) degrade gracefully instead of raising TypeError - Remove all .checkpoints/ runtime artifacts from the repository - Add **/.checkpoints/ to .gitignore to prevent future accidental commits - Add test for non-serializable structuredContent values Fixes #3313 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Address review feedback for #3313: Python: MCP CallToolResult.structuredContent field is not parsed, causing tool results to return None --------- Co-authored-by: Copilot <copilot@github.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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2026-06-10 12:51:09 +00:00
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Get Started with Microsoft Agent Framework Mem0
Please install this package via pip:
pip install agent-framework-mem0 --pre
Memory Context Provider
The Mem0 context provider enables persistent memory capabilities for your agents, allowing them to remember user preferences and conversation context across different sessions and threads.
Basic Usage Example
See the Mem0 basic example which demonstrates:
- Setting up an agent with Mem0 context provider
- Teaching the agent user preferences
- Retrieving information using remembered context across new threads
- Persistent memory
Telemetry
Mem0's telemetry is disabled by default when using this package. If you want to enable telemetry, set the environment variable before importing:
import os
os.environ["MEM0_TELEMETRY"] = "true"
from agent_framework.mem0 import Mem0ContextProvider