Memory记忆系统长期记忆
Agent Memory Architecture: Working, Long-term, and Shared Memory Trade-offs
A systematic comparison of the three categories of agent memory -- working, long-term, and shared -- covering storage media, lifecycle, retrieval methods, typical frameworks, and design patterns, fully addressing agent personalization and multi-agent collaboration engineering.
MCPModel Context ProtocolClaude Code
Best MCP Servers in 2026: 25 Servers Worth Integrating, From Official to Community
A 2026 review of the 25 Model Context Protocol (MCP) servers most worth integrating, covering GitHub, databases, browsers, filesystem, code search, Google Workspace, Slack, Notion, and more. Includes official SDK vs community implementations and configuration in Claude Code, Cursor, and Cline.
GraphRAGLightRAGRAG
GraphRAG vs LightRAG: Deep Comparison of Two Engineering Routes for Graph-Enhanced RAG
Systematic comparison of Microsoft GraphRAG (community detection + global summarization) and HKUDS LightRAG (dual-layer graph + incremental update) across index construction, retrieval paradigm, cost structure, query quality, and use cases. Includes a decision tree by data scale, query type, and ops budget.