60x reposted this
I sometimes get asked what makes Knowledge Graphs different to just using lots of MCP integrations. In the image below is a good example of the issues with plugging MCP connectors straight into the agent. Context fetching is not very efficient with MCP connectors. You retrieve a lot of context that isn't needed and at the same time also miss a lot of context which is needed with each call. This gets worse when lots of MCP connectors need to be used simultaneously for fetching context. This means that the output quality could be higher and the token spend could be lower. A Knowledge Graph enables this!