Mosaic vs BBM-Atlas

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Mosaic compared with BBM-Atlas
Detail	Mosaic	BBM-Atlas
What it does	Everyone's AI coding sessions, in one place.	Structural code intelligence for AI assistants
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Not given	Freemium
Pricing	Not given	Not given
Key features	Not given	12-language parsing with tree-sitter Impact analysis showing callers and dependencies Knowledge graph with confidence-tagged edges Four-source retrieval fusing structure, memory, graph and semantic search MCP server with 35 tools for AI assistants REST API with 46 routes and CLI with 51 commands VS Code extension with impact analysis and hover information Web console for indexing, searching and exploring code graph Syntax-aware reversible compression Repository memory with hierarchical summaries
What makes it different	Not given	Structural understanding of code relationships, not just text similarity Local-first architecture with no code leaving your machines Unified engine across multiple interfaces: MCP, REST, CLI, VS Code and browser LLM-agnostic and works with any AI assistant Community Edition free for teams with no key or time limit
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	30 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	14	0
Citation Flow (Majestic)	30	0
Referring domains (Majestic)	107	0

1 detail filled in for both companies.