A multi-user document platform where AI operates inside your team's real context: project docs, reference material, and research tools via MCP.
See How It WorksContextLoop combines markdown editing, version control, and AI assistance in one collaborative platform.
A simple workflow that keeps you in control while leveraging AI assistance.
Set up a workspace for your team. Add documents, upload context files, and connect MCP tools like Perplexity or Exa for external research.
Author markdown documents with your team. Leave comments, mention teammates, and discuss in threads anchored to specific sections.
Open a chat session with a chosen Persona (Software Engineer, Architect, Technical Writer). The agent reads your project context to give grounded answers.
The agent proposes a plan, then generates diffs. Accept or reject changes line-by-line. Rejected changes with reasons help the agent learn your preferences.
Choose a persona that matches your task. Each one has specialized instructions for different types of work.
Focuses on APIs, edge cases, tradeoffs, and implementation details.
Cares about scalability, system design, risks, and diagrams.
Improves clarity, structure, consistency, and readability.