# Agent Frameworks — Maximem field notes

> Building AI agents with LangChain, LangGraph, CrewAI, LlamaIndex, the OpenAI Agents SDK, Google ADK, Mastra and more, including adding long-term memory to each.

Every agent framework ships some notion of memory, and almost none of them keep it past the end of a session. LangGraph checkpoints a thread and the OpenAI Agents SDK hands you a session object; what happens when the same user returns next week is left to you.

These articles work through one framework at a time: how its state and memory model behaves, where it stops, and how to add persistent memory without rewriting your agent. The Maximem Synap integration guides here cover LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, Semantic Kernel, Mastra, the Vercel AI SDK, Google ADK, Pydantic AI, the Claude Agent SDK, the OpenAI Agents SDK, LiveKit and Pipecat.

## All 14 articles

- [Maximem Synap's Agent Memory Now Available for Pipecat](https://www.maximem.ai/blog/pipecat-memory-synap-integration) — June 3, 2026: Maximem Synap's persistent agent memory now integrates with Pipecat. Per-caller persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production voice and multimodal pipelines.
- [Maximem Synap & LiveKit Agents Integration](https://www.maximem.ai/blog/livekit-agents-memory-synap-integration) — June 3, 2026: Maximem Synap's persistent agent memory now integrates with LiveKit Agents. Per-caller persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production voice agents.
- [Maximem Synap's Agent Memory Connected To Semantic Kernel](https://www.maximem.ai/blog/semantic-kernel-memory-synap-integration) — June 3, 2026: Maximem Synap's persistent agent memory now integrates with Microsoft Semantic Kernel. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for .NET and Python production agents.
- [Maximem Synap's Agent Memory Now Available for AutoGen](https://www.maximem.ai/blog/autogen-memory-synap-integration) — May 29, 2026: Maximem Synap's persistent agent memory now integrates with AutoGen. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for Microsoft multi-agent production systems.
- [Maximem Synap's Agent Memory Now Available for CrewAI](https://www.maximem.ai/blog/crewai-memory-synap-integration) — May 29, 2026: Maximem Synap's persistent agent memory now integrates with CrewAI. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for multi-agent production workflows.
- [Maximem Synap's Agent Memory Now Available for Google ADK](https://www.maximem.ai/blog/google-adk-memory-synap-integration) — May 29, 2026: Maximem Synap's persistent agent memory now integrates with Google ADK. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for GCP production agents.
- [Maximem Synap's Agent Memory Now Available for Mastra](https://www.maximem.ai/blog/mastra-memory-synap-integration) — May 26, 2026: Maximem Synap's persistent agent memory now integrates with Mastra. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo  accuracy for TypeScript-native production agents.
- [Maximem Synap's Agent Memory Now Available for Vercel AI SDK](https://www.maximem.ai/blog/vercel-ai-sdk-memory-synap-integration) — May 26, 2026: Maximem Synap's persistent agent memory now integrates with Vercel AI SDK. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for JavaScript/TypeScript production agents.
- [Maximem Synap's Agent Memory Now Available for Claude Agent SDK](https://www.maximem.ai/blog/claude-agent-sdk-memory-synap-integration) — May 26, 2026: Maximem Synap's persistent agent memory now integrates with Claude Agent SDK. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production agents.
- [Maximem Synap's Agent Memory Now Available for Pydantic AI](https://www.maximem.ai/blog/pydantic-ai-memory-synap-integration) — May 25, 2026: Maximem Synap's persistent agent memory now integrates with Pydantic AI. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for type-safe production agents.
- [Maximem Synap's Agent Memory Now Available for LlamaIndex](https://www.maximem.ai/blog/llamaindex-memory-synap-integration) — May 25, 2026: Maximem Synap's persistent agent memory now integrates with LlamaIndex. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production RAG agents
- [Maximem Synap's Agent Memory Now Available for OpenAI Agents SDK](https://www.maximem.ai/blog/openai-agents-memory-synap-integration) — May 25, 2026: Maximem Synap's persistent agent memory now integrates with OpenAI Agents SDK. Per-user persistence, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production agents.
- [Maximem Synap's Agent Memory Now Available for LangGraph](https://www.maximem.ai/blog/langgraph-synap-memory-integration) — May 21, 2026: Maximem Synap's persistent agent memory now integrates with LangGraph. Cross-thread state, entity resolution, and 92% LongMemEval, 93.2% on LoCoMo accuracy for production state graphs.
- [Maximem Synap's Agent Memory Now Available for LangChain](https://www.maximem.ai/blog/langchain-maximem-synap-memory-integration) — May 20, 2026: Maximem Synap's persistent agent memory now integrates with LangChain.

Start here: [Synap integrations](https://www.maximem.ai/synap/integrations) · [How agent memory works](https://www.maximem.ai/how-agent-memory-works)

Other topics: [AI Agent Memory](https://www.maximem.ai/blog/topic/agent-memory) · [Context Engineering](https://www.maximem.ai/blog/topic/context-engineering) · [RAG & Retrieval](https://www.maximem.ai/blog/topic/rag) · [MCP & Agent Protocols](https://www.maximem.ai/blog/topic/mcp) · [Agent Evals & Observability](https://www.maximem.ai/blog/topic/evals) · [Claude Code & Coding Agents](https://www.maximem.ai/blog/topic/coding-agents) · [Voice Agents](https://www.maximem.ai/blog/topic/voice-agents) · [LLM Cost & Production](https://www.maximem.ai/blog/topic/production) · [Research & Product Updates](https://www.maximem.ai/blog/topic/research)

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Source: [https://www.maximem.ai/blog/topic/frameworks](https://www.maximem.ai/blog/topic/frameworks)
