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Mirafold™ 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.

Mirafold™ compared with BBM-Atlas
DetailMirafold™ logo Mirafold™BBM-Atlas logo BBM-Atlas
What it doesA full interface for terminal coding agents Structural code intelligence for AI assistants
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelNot given Freemium
PricingFree: $0, includes the full local product, all four agents (Claude Code, Codex, Gemini CLI, OpenCode), full interface with generative UI and mission control across unlimited sessions. Pro: $12/mo or $99/yr, adds cross-device access with QR code pairing and end-to-end encrypted relay. Not given
Key features
  • Structured UI for diffs, checklists, tables, charts, and diagrams
  • Mission control shows all sessions at a glance
  • Workspace changes view to review Git diffs
  • Cross-device Pro relay with end-to-end encryption
  • Support for local models via Ollama, LM Studio, or vLLM
  • Interactive PTY mode for sudo and ssh commands
  • Pinned widgets and generative UI in sandboxed iframes
  • Linux desktop app with .deb, AppImage, and .tar.gz packages
  • API key never serialized to browser
  • Full visibility of thinking, tool calls, tokens, and cost
  • 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
  • Same agent, same settings and memory — Mirafold only upgrades the interface
  • Nothing the terminal shows is lost — full superset of output
  • All MIT open source including the relay code
  • Works entirely locally with no agent modifications needed
  • 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 planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)4 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)240
Referring domains (Majestic)830

3 details filled in for both companies.

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