langchain-mcp-adapters vs Native langchain.mcp (2026)
LangChain 1.4 folds MCP support into langchain.mcp, replacing langchain-mcp-adapters. Migration guide, the MCPAdapter class, elicitation, and OAuth 2.1 setup.
LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
LangGraph, CrewAI, OpenAI Agents SDK and Pydantic AI compared for 2026: control model, state, streaming, cost and when to pick each agent framework.
LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
LangGraph vs CrewAI vs Pydantic-AI vs OpenAI Agents SDK compared on control, state, memory, streaming and production ops. A 2026 decision guide, not a benchmark.
LangGraph DeltaChannel: Long-Running Agent Pattern (2026)
LangGraph v1.2 DeltaChannel slashes checkpoint overhead on long agent threads — the pattern, the wire-format change, and when to migrate from full snapshots.
Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)
Benchmark of four agent frameworks — LangGraph, OpenAI Agents SDK, Google ADK, CrewAI — across latency, durability, and tool-orchestration patterns.
Multi-Agent Orchestration 2026: MCP vs A2A vs LangGraph
Multi-agent orchestration in 2026 — MCP for tools, A2A for agent-to-agent, LangGraph for stateful flows. Reference architecture, picking criteria, and production patterns.