AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not discovery.

Sourcebot helps humans and agents understand large fragmented codebases. Deploy on-prem with a single docker command, and index all of your repos across any code host platform.

For humans, Sourcebot provides a web interface to allow anyone to search and ask questions across the entire codebase. For agents, Sourcebot provides a powerful MCP server that allows all your agents to fetch the context they need across all your companies repos.