The 9 Best MCP Memory Servers in 2026, Compared
Coworker AI compares 9 MCP memory servers, from the reference server, Basic Memory and Mem0 to Graphiti, Zep and Cognee: local, hosted or company-wide.
Coworker AI Blog13 min read
Mem0
16 stories
What Is a Context Graph? How It Differs From a Knowledge Graph, and How to Build One
Coworker AI explains the context graph: a knowledge graph plus decision traces and time, how it differs from a knowledge graph, and how to build one.
Coworker AI Blog30 min read
What Is a Context Layer? Context Layer vs Semantic Layer, and How to Build or Buy One
Coworker AI explains the context layer: what it is, how it differs from a semantic layer, RAG and knowledge graphs, and how to build, buy or test one.
Coworker AI Blog29 min read
AI agents don't always understand how companies work. This startup raised $5.2 million to solve that.
Zeroset has come out of stealth and raised $5.2 million to build models that give AI agents a constantly updated picture of a company's operations.
Business Insider - AI3 min read
Agent memory vs documentation: which slot a memory plugin fills, and which one the repo does
Memory is what an agent noted and a plugin replays. Documentation is what you wrote, reviewed and committed. How each loads, and what to write down.
Stackness Blog10 min read
How we built long-term memory for Alyx: why we chose a file over a knowledge graph
How we built long-term memory for Alyx: why we chose one 8,000-character file over retrieval and knowledge graphs, and how we tested it. The post How we built long-term memory for Alyx: why we chose a file over a knowledge graph appeared first on Arize AI.
Arize AI23 min read
7 Open-Source Memory GitHub Projects on AI Memory
AI agents can handle large context windows, yet still forget what happened after a session ends. Memory systems close that gap by preserving useful facts, preferences, relationships, and task state, giving agents continuity beyond a single prompt.
Analytics Vidhya6 min read
Top 10 Indian open source projects that are giving US big tech a tough time
Ten open source AI projects from Indian developers, each lined up against the big tech product it takes on. Laya vs Jev, Munder Difflin vs Muse and Grok Bot.
Munder Difflin Blog7 min read
The Best AI Agent Memory Layers in 2026, Ranked on Axes You Can Verify
No single AI agent memory layer is best in 2026. The right one depends on tenant isolation, contradiction handling, where you can run it, and what a retrieval costs, all of which you can check in an afternoon.
Maximem Synap Blog55 min read
RAG vs MCP: What They Do, Why They Are Not Alternatives
Coworker AI explains RAG vs MCP: retrieval fetches knowledge, MCP is a connection standard. They solve different problems and most systems need both.
Coworker AI Blog7 min read
What Is Context Rot? Why Long Contexts Degrade and What to Do About It
Coworker AI explains context rot: why model accuracy falls as the context window fills, how to measure it, and why retrieval and a knowledge graph beat volume.
Coworker AI Blog9 min read
What top investors are saying about the memory & context layer
A sourced look at how a16z, Emergence, Wing, Kindred and others are betting on memory, context, and AI agents as coworkers — and where ShogunAI fits.
ShogunAI Blog4 min read
Maximem Synap's Agent Memory Now Available for Pipecat
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 Blog10 min read
Context Engineering for Agentic Systems: What Goes Into Your Agent's Mind
Every new generation of Large Language Models arrives with a bigger context window - and the temptation to use it fully. If the model can read a million tokens, why not feed it everything?
Haystack Blog12 min read
A comprehensive review of the best AI Memory systems
Indepth 2025 review of the best AI memory systems for developers. Compare architectures, features, use cases, and performance
Pieces Blog19 min read
Where to invest in the AI agent ecosystem?
With Google’s release of the Agent Payment Protocol (A2P) last month, the agent ecosystem is maturing.
AI Musings by Mu2 min read
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