SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue, and it reads the repo, plans a fix, writes the code, tests it, and opens a pull request.
Not monetized yet
Turn SpecForge’s tool calls into revenue: one disclosed sponsored slot, 70% revenue share, fail-open by design.
Install SpecForge
For anyone using SpecForge — no Lulu account needed# stdio server — install per the repository README: https://github.com/johnbliss60/specforge
Real-time weather for any city, built on the lulu-ads widget gallery. First-party, free forever.
View server →FAQ
SpecForge installs from source — follow the repository README.
Unrated out of 100, computed from cross-registry traction signals (installs, stars, registry presence) — never influenced by sponsorship.
Similar servers
Works well together
Your server?
This is for the person who owns SpecForge — 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
Get verified so you can edit the page. Your badge is already live below — no claim needed for that.
Managed hosting with monetization built in — waitlist.
[](https://getlulu.dev/mcps/specforge)