SuperAPI AI Directory

PaperDebugger

PaperDebugger is a plugin-based multi-agent system that serves as an AI academic writing assistant, helping researchers debug and improve research papers directly in the Overleaf editor. It uses a custom MCP orchestration engine to simulate the complete academic workflow (research → critique → revision), providing multi-step reasoning, reviewer-style criticism, and structured revision, going beyond ordinary chat-style assistance. Key features include: AI-driven chat, one-click insertion of AI replies, automatic generation and insertion of comments, a custom prompt template library, and a privacy-first design (read-only, never modifies the project). It supports Chrome extension installation and can also be self-hosted on the backend.

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About this tool

PaperDebugger is an AI-driven academic writing assistant designed to help researchers debug and improve research papers directly in the Overleaf editor without leaving the editor. It is powered by a custom MCP-based orchestration engine that simulates the complete academic workflow: research → critique → revision, enabling multi-step reasoning, reviewer-style criticism, and structured revision, going beyond standard chat-based assistance.

Main capabilities:

  • AI-driven chat: intelligent conversation for Overleaf projects.
  • Instant insertion: one-click insertion of AI replies into the project.
  • Comment system: automatically generate and insert comments into the project.
  • Prompt library: custom prompt templates for different use cases.
  • Privacy-first: content is secure, read-only, never modifies.
  • Multi-agent orchestration: XtraMCP supports literature-grounded research, AI conference review, citation verification, and domain-specific revision.

How to use:

  1. Install the extension from the Chrome Web Store.
  2. Open any Overleaf project.
  3. Click the PaperDebugger icon in the upper left corner.
  4. Start chatting with the LaTeX document.

To use a self-hosted backend, configure a custom endpoint: open the extension, go to settings, click the version number 5 times in succession to enable "Developer Tools," enter the backend URL in the "Backend Endpoint" field, and refresh the page. Note: "Log in with Overleaf" can only be used with a self-hosted backend. If you encounter an endpoint error after refreshing, use "Advanced Options" at the bottom of the login page to reconfigure.

Architecture overview: The PaperDebugger backend is built with modern technologies: language is Go 1.24+, framework is Gin (HTTP) + gRPC (API), database is MongoDB, AI integration is OpenAI API, architecture is microservices based on Protocol Buffers, and authentication is based on JWT with OAuth support.

Use cases: Suitable for scenarios where researchers need intelligent suggestions and structured revision assistance while writing, reviewing, and editing academically in Overleaf.

Limitations: PaperDebugger never modifies the project; it only reads and provides suggestions. The team is actively improving long-term reliability and hopes to resolve the issue this month. Other specific limitations have not been provided yet.