The Cognee Blog
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Deep DivesJan 7, 2026
Long-Term Knowledge for AI Agents: Why Memory Alone Isn't Enough
Memory stores what was said. Knowledge captures what it means. The difference is structure — typed entities, relationships, versioned facts — and it's the gap most agents still fall into. Three lines of code show what fixes it.
Deep DivesJan 7, 2026
AI Agent Memory Benchmarks: Cognee vs. Mem0, Graphiti, and LightRAG
Two benchmark exercises across HotPotQA, TwoWikiMultiHop, and MuSiQue, plus a head-to-head against Mem0, Graphiti, and LightRAG. Full numbers, methodology, honest caveats, and reproduction code — read the evidence behind the marketing.
FundamentalsJan 7, 2026
What Goes Into an AI Agent Knowledge Base, and What Doesn't
Dumping docs into a vector store isn't enough. An AI agent knowledge base needs three layers — reference, operational, feedback — plus an ingestion pipeline that keeps them current. What actually goes in, with code.
IntegrationsDec 23, 2025
Claude Agent SDK Ă— cognee: Persistent Memory via MCP (Without Prompt Bloat)
Add persistent memory to Claude Agent SDK using Model Context Protocol (MCP) + cognee tools—store once, retrieve anytime without prompt bloat. Try it now!
IntegrationsDec 18, 2025
n8n Ă— cognee: Add AI Memory to Any Workflow Automation
Add persistent AI memory to n8n automation with the cognee node—cognify data into a graph and search context instantly. Install now and build smarter flows!
TutorialsDec 12, 2025
Beyond Recall: Building Persistent Memory in AI Agents with Cognee
Learn how Cognee enables long-term memory in AI agents using knowledge graphs, vector search, and feedback-driven optimization compared to stateless RAG.
IntegrationsDec 11, 2025
Google ADK Ă— cognee: Agents That Remember What Matters
Give Gemini agents persistent memory in Google ADK using cognee’s graph-backed memory layer. Build context-aware workflows that survive restarts—start building now!
TutorialsDec 5, 2025
Cut Through the Noise: Build Your Smart News Agent with cognee
Build your own AI news agent and smart news aggregator with cognee. Scrape Reddit and RSS, summarize events into a knowledge graph and stay ah ead—try it now!
Deep DivesNov 24, 2025
Competition Comparison - Form vs. Function
Explore the balance between elegant developer experience and production-ready functionality in AI memory platforms. Learn what to prioritize when evaluating solutions.Deep DivesJan 7, 2026
Long-Term Knowledge for AI Agents: Why Memory Alone Isn't Enough
Memory stores what was said. Knowledge captures what it means. The difference is structure — typed entities, relationships, versioned facts — and it's the gap most agents still fall into. Three lines of code show what fixes it.Deep DivesJan 7, 2026
AI Agent Memory Benchmarks: Cognee vs. Mem0, Graphiti, and LightRAG
Two benchmark exercises across HotPotQA, TwoWikiMultiHop, and MuSiQue, plus a head-to-head against Mem0, Graphiti, and LightRAG. Full numbers, methodology, honest caveats, and reproduction code — read the evidence behind the marketing.FundamentalsJan 7, 2026
What Goes Into an AI Agent Knowledge Base, and What Doesn't
Dumping docs into a vector store isn't enough. An AI agent knowledge base needs three layers — reference, operational, feedback — plus an ingestion pipeline that keeps them current. What actually goes in, with code.IntegrationsDec 23, 2025
Claude Agent SDK Ă— cognee: Persistent Memory via MCP (Without Prompt Bloat)
Add persistent memory to Claude Agent SDK using Model Context Protocol (MCP) + cognee tools—store once, retrieve anytime without prompt bloat. Try it now!IntegrationsDec 18, 2025
n8n Ă— cognee: Add AI Memory to Any Workflow Automation
Add persistent AI memory to n8n automation with the cognee node—cognify data into a graph and search context instantly. Install now and build smarter flows!TutorialsDec 12, 2025
Beyond Recall: Building Persistent Memory in AI Agents with Cognee
Learn how Cognee enables long-term memory in AI agents using knowledge graphs, vector search, and feedback-driven optimization compared to stateless RAG.IntegrationsDec 11, 2025
Google ADK Ă— cognee: Agents That Remember What Matters
Give Gemini agents persistent memory in Google ADK using cognee’s graph-backed memory layer. Build context-aware workflows that survive restarts—start building now!TutorialsDec 5, 2025
Cut Through the Noise: Build Your Smart News Agent with cognee
Build your own AI news agent and smart news aggregator with cognee. Scrape Reddit and RSS, summarize events into a knowledge graph and stay ah ead—try it now!Deep DivesNov 24, 2025
Competition Comparison - Form vs. Function
Explore the balance between elegant developer experience and production-ready functionality in AI memory platforms. Learn what to prioritize when evaluating solutions.
IntegrationsMar 10, 2026
ScrapeGraphAI + Cognee: Turn Live Web Data Into a Knowledge Graph
IntegrationsMar 6, 2026
OpenClaw Agents: 3 Viral Use Case Ideas Powered by Cognee
IntegrationsFeb 6, 2026
What OpenClaw is and how we give it memory with cognee
IntegrationsMar 10, 2026
ScrapeGraphAI + Cognee: Turn Live Web Data Into a Knowledge Graph
IntegrationsMar 6, 2026
OpenClaw Agents: 3 Viral Use Case Ideas Powered by Cognee
IntegrationsFeb 6, 2026