Knowledge Graphs to tackle the problem of searching code and documentation again and again with help of Mnemo
This is what your codebase actually looks like.
2032 nodes. 2878 edges. 7 relationship types.
Every service. Every dependency. Every API. Every owner. Every connection your team built over years — visualised in one graph.
Most AI coding assistants see none of this.
They see the file you have open.
Maybe the files you paste in.
Nothing else.
So when they generate code, they generate it blind.
No knowledge of what depends on what.
No knowledge of what breaks if you change something.
No knowledge of the relationships your team spent years building.
This is the real problem with AI in enterprise development.
It's not capability. The models are powerful.
It's context. AI operates on a fraction of the knowledge your senior engineers carry in their heads.
Mnemo builds this knowledge graph automatically from your codebase.
Services and their boundaries.
APIs and their consumers.
Dependencies and their blast radius.
Files and their owners.
Decisions and their history.
And then makes all of it available to your AI assistant — automatically, on every session.
No more blind generation.
No more code that compiles but breaks something downstream.
No more AI that doesn't know why things are the way they are.
This is what AI-assisted development should actually look like.
🔗 github.com/Mnemo-mcp/Mnemo
Drop a comment if you've ever had AI break something it didn't know existed.