This community MCP server connects an AI agent to your Overleaf projects so it can read your LaTeX, understand its structure, and push edits back at the section level. It works through Overleaf’s Git integration, which means changes flow in as commits rather than live cursor edits. It is aimed at academics and researchers who draft papers in LaTeX and want an agent that can actually touch the source.
Why use it
The useful part is section-aware editing. The server parses your document tree, so you can ask for a change to one section and have it applied without hand-copying text between your editor and Overleaf. For revision-heavy writing, that removes a lot of tedious shuttling.
What it actually does
- ‘Summarize the structure of my thesis project.’
- ‘Rewrite the introduction to be more concise.’
- ‘Update the methods section with this corrected equation.’
It reads projects, parses LaTeX structure, and pushes section-level edits.
Gotchas
This is a community project, not an official Overleaf product; the best-known build is mjyoo2/OverleafMCP, which you run from source. It relies on an Overleaf Git token, so you need Git integration enabled on your account, which is a paid Overleaf feature. Because edits arrive as Git commits, keep your own version history clean and review changes before they land. As with any community server, check the code and pin a version you trust before wiring it into your workflow.