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BBM-Atlas vs Pithflow

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 Pithflow
DetailBBM-Atlas logo BBM-AtlasPithflow logo Pithflow
What it doesStructural code intelligence for AI assistants AI voice dictation for Windows that works inside Citrix and Remote Desktop
StageNot given Established
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Not given
PricingNot given Free: 2,000 words per week with no credit card required. Pro: $9.99/month or $8.25/month if billed annually ($99/year, saving 17%). Team: $45/month for up to 5 seats at $9 per seat. Enterprise pricing available on request.
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
  • Works over RDP, Citrix and VDI sessions with no remote installation
  • Bilingual Spanish/English dictation with Spanglish code-switching
  • 100+ language support with automatic language detection
  • Meeting notes from in-person and video calls recorded from PC, no bot joins
  • Eight tone styles and six intent modes for refined output
  • Hands-free mode for long-form dictation
  • Privacy-first processing with audio discarded after transcription
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
  • Privacy-first design with audio never stored or used for training
  • Bilingual Spanish/English support with automatic code-switching detection
  • AI cleanup that removes filler words and applies chosen tone while preserving meaning
  • Meeting notes with automatic key point extraction and ranked summary
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 check2 no change since last check
Trust Flow (Majestic)02
Citation Flow (Majestic)024
Referring domains (Majestic)020

3 details filled in for both companies.

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