MCPs › MollyGraph
Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA fine-tuning.
Not monetized yet
Turn MollyGraph’s tool calls into revenue: one disclosed sponsored slot, 70% revenue share, fail-open by design.
Want top placement in Lulu’s Choice? Get in touch.
Install MollyGraph
For anyone using MollyGraph — no Lulu account needed# stdio server — install per the repository README: https://github.com/brianmeyer/mollygraph
Real-time weather for any city, built on the lulu-ads widget gallery. First-party, free forever.
View server →FAQ
MollyGraph installs from source — follow the repository README.
4 out of 100, computed from cross-registry traction signals (installs, stars, registry presence) — never influenced by sponsorship.
Similar servers
Your server?
This is for the person who owns MollyGraph — adds Lulu Ads to your own code. Not the install steps above, those are for your users.
Copies a ready prompt: your coding agent installs the lulu-ads SDK, wires the slot, and applies the widget design guide.
or set up manually at getlulu.dev/publishers
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Managed hosting with monetization built in — waitlist.
[](https://getlulu.dev/mcps/mollygraph)