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BBM-Atlas vs Mira

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

BBM-Atlas compared with Mira
DetailBBM-Atlas logo BBM-AtlasMira logo Mira
What it doesStructural code intelligence for AI assistants Open-source AI code review for pull requests
StageNot given Startup
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Open source
PricingNot given Free and open source forever. Self-host the complete product for free. Users cover their own infrastructure costs and any usage billed by their chosen model provider.
Key features
  • 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
  • Cross-file context analysis
  • Pull request summaries
  • GitHub, GitLab, and Forgejo support
  • Multiple deployment options
  • Bring your own model
What makes it different
  • 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
  • Works with any model via your own API key
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)Not checked yet no change since last check7 no change since last check
Trust Flow (Majestic)02
Citation Flow (Majestic)028
Referring domains (Majestic)035

4 details filled in for both companies.

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