Memory Systems

OpenClaw v2026.3.7 introduces major enhancements to context engine plugins, persistent channel bindings for Discord/Telegram, multi-language UI support (Spanish), improved web search capabilities, and Docker containerization optimizations. The release includes a breaking change requiring explicit gateway auth mode configuration. Key additions enable alternative context management strategies, durable ACP thread routing, per-topic agent overrides, and enhanced security with config validation.

Microsoft AutoGen python-v0.6.2 introduces streaming tools with `BaseStreamTool` and `StreamWorkbench` support, adds `tool_choice` parameter to `ChatCompletionClient`, and enables `AssistantAgent` with an inner tool calling loop via `max_tool_iterations`. Additional features include OpenTelemetry GenAI traces, Mem0 memory extension, `output_task_messages` flag, GraphFlow improvements, and support for latest models like Gemini 2.5 Flash.

Microsoft AutoGen python-v0.7.1 release introduces major features including OpenAIAgent support for built-in tools, nested Team participants in GroupChat, RedisMemory extension, and upgrades to latest MCP and GraphRAG versions. Key improvements also include an `include_name_in_message` flag for optional name fields in OpenAI messages, JSON schema format support, and various bug fixes for serialization and tool handling.

Microsoft AutoGen released python-v0.7.2 with several improvements including making DockerCommandLineCodeExecutor the default for MagenticOne team, adding approval_func option to CodeExecutorAgent, and adding parallel_tool_call support to OpenAI model client config. The release also includes bug fixes for structured logging serialization and new Redis agent memory support for JSON and MARKDOWN formats.

Microsoft AutoGen releases python-v0.7.4 with bug fixes for Redis deserialization errors and streaming support issues. The release includes documentation updates and version bumps, with contributions from new contributor BenConstable9.

Microsoft AutoGen releases python-v0.7.5 with 18 bug fixes and improvements including support for linear memory in RedisMemory, thinking mode support for Anthropic client, fixes for streaming response handling, GraphFlow cycle detection, and security enhancements with DockerCommandLineCodeExecutor. The release addresses issues with Bedrock streaming, JSON schema conversion, token counting, and MCP session management.

crewAI 1.9.0 introduces structured outputs and response_format support across providers, native multimodal file handling with OpenAI responses API, and Keycloak SSO provider support. The release includes improvements to tool calling, event ordering with parent-child hierarchy, a2a task execution utilities, and various bug fixes for file storage, API handling, and error management.

Google ADK Python v1.21.0 introduces support for the Gemini Interactions API, enhances tools with header providers and SSL verification, upgrades BigQueryAgentAnalytics to v2.0, and adds Gemma3Ollama model integration. The release includes numerous bug fixes for LiteLLM response formatting, Spanner client initialization, OpenAPI schema generation, and security updates for FastAPI/Starlette vulnerabilities.

Google ADK Python v1.25.0 release introduces significant enhancements including a simple prompt optimizer demo, new CLI flags for auto session creation, event-delta memory management, and post-invocation token compaction. The release adds support for external access tokens in Google credentials, new tools like MCP resource loading and SkillToolset, plus health/version endpoints to the web server. Multiple bug fixes address async iteration, event loop issues, metadata preservation in streaming responses, and PostgreSQL timestamp handling.

Google ADK Python v1.26.0 release introduces major features including intra-invocation token compaction, Apigee LLM chat completions integration, Agent Skills spec compliance, BigQuery search catalog support, and an Agent Registry system. The release also includes numerous bug fixes for streaming tools, memory services, authentication, and various integrations across core, models, tools, evals, and services components.

Release 2025.8.4 of modelcontextprotocol/servers updates three packages: server-everything, server-memory, and mcp-server-time, all to version 2025.8.4. This release includes improvements and updates across the Model Context Protocol server implementations.

Release 2025.9.25 of modelcontextprotocol/servers updates four packages: server-everything, server-memory, mcp-server-git, and mcp-server-time, all to version 2025.9.25. This release includes updates across multiple MCP server implementations for enhanced functionality.

Release 2025.11.25 of modelcontextprotocol/servers updates five packages including sequential-thinking, everything, filesystem, memory, and git servers. All packages are bumped to version 2025.11.25.

Release 2026.1.26 of modelcontextprotocol/servers updates three packages: server-everything, server-memory, and mcp-server-time, all to version 2026.1.26. This release includes updates across the Model Context Protocol server ecosystem for enhanced functionality and compatibility.

OpenClaw v2026.2.22 release adds Mistral provider support with memory embeddings and voice, introduces auto-updater functionality with dry-run preview, and expands channel integrations with native Synology Chat support. The release includes significant improvements to memory search with multilingual stop-word filtering (Spanish, Portuguese, Japanese, Korean, Arabic), enhanced Slack threading and media handling, and numerous bug fixes across Discord voice, Docker setup, webchat performance, and browser extension relay stability.

OpenClaw v2026.2.23 release adds first-class Kilo Gateway and Moonshot provider support, introduces prompt caching documentation and per-agent parameter overrides, and hardens session maintenance with disk-budget controls and security headers. The release includes numerous fixes for browser SSRF policies, Telegram polling/reactions, context overflow detection, and agent reasoning/compaction behavior.

OpenClaw v2026.3.2-beta.1 introduces major features including expanded SecretRef support across 64 targets, native PDF analysis tools, enhanced outbound adapters with multi-media support, and improved Telegram streaming with DM-specific optimizations. The release includes breaking changes to onboarding defaults, ACP dispatch behavior, and plugin SDK HTTP handler registration, alongside numerous fixes for plugin command validation, Telegram token handling, and group system prompts.

OpenClaw v2026.3.2 introduces major features including expanded SecretRef support across 64 targets, native PDF analysis tools, enhanced outbound adapters with multi-media support, and improved session attachments. The release includes several breaking changes around default tool profiles, ACP dispatch enablement, and plugin SDK HTTP handler registration, along with numerous fixes for Telegram, Discord, Feishu, and other channel integrations.

Claude Code v2.1.59 introduces auto-memory context saving with /memory management, a new /copy command for interactive code block selection, and improved bash command prefix suggestions for compound commands. The release also includes memory optimization for multi-agent sessions, fixes for MCP OAuth token refresh race conditions, and better error messaging for deleted working directories.

Claude Code v2.1.63 release includes new slash commands (/simplify, /batch), HTTP hooks support, and numerous bug fixes and memory leak resolutions. Key improvements address MCP server handling, git worktree configuration sharing, message ordering in REPL bridge, and long-running session stability.