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AI Coding Assistants

BBM-Atlas

Structural code intelligence for AI assistants

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DR by Ahrefs
0 no change since last check

Ahrefs Domain Rating benchmarked 7 Nov 2026, rebuilt 7 Nov 2026.

A platform that gives AI assistants structural understanding of codebases through knowledge graphs, impact analysis, and code retrieval across multiple

What it is

Screenshot of the BBM-Atlas homepage
atlas.byteblendmatrix.com, as visitors see it

BBM-Atlas turns a repository into a knowledge graph of what calls what, what imports what and what breaks when something changes, then serves it to any AI assistant over MCP, REST and a CLI. It parses code using tree-sitter, maps calls and imports across files with confidence-tagged edges, and provides impact analysis to show dependencies before changes. The platform includes four-source retrieval that fuses structure, memory, graph and semantic search, plus a reflection engine that learns from outcomes. It serves the same engine through multiple interfaces: an MCP server for AI assistants like Claude Code and Cursor, a REST API, a command-line interface, a VS Code extension, and a web console. Everything runs local-first with no code leaving your machines.

What it is built with

  • 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

Pricing

Pricing model: Freemium

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BBM-Atlas metrics

Benchmarks for atlas.byteblendmatrix.com: Ahrefs Domain Rating and Majestic link data, with the change since the last build.
MetricValue
Domain Rating0 no change since last check
Trust Flow0 no change since last check
Citation Flow0 no change since last check
Referring domains0 no change since last check
External backlinks0 no change since last check

Ahrefs Domain Rating benchmarked 7 Nov 2026, rebuilt 7 Nov 2026. Majestic benchmarked 7 Nov 2026, rebuilt 7 Nov 2026. Link data built by Majestic. Trust Flow, Citation Flow and Topical Trust Flow are trademarks of Majestic-12 Ltd.

BBM-Atlas domain build sheet

Open the build sheet
Public RDAP record, last read 7 Nov 2026, 08:50 UTC.
Domain age4 months
Registered
Expires
RegistrarGoDaddy.com, LLC
DNSSECNot signed

Inspect byteblendmatrix.com's registration

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Questions from the bench

Is the Community Edition really free?
Yes. It costs nothing, needs no key or account, and has no time limit and no cap on repositories or users.
How is the Enterprise Edition priced?
As a subscription sized by seats: the people who use it. Service accounts don't count. Tell them about your team and deployment, and they will send a quote; you pay by invoice.
Does it need to reach your servers?
No. The licence key is signed and checked offline, so BBM-Atlas never phones home, and air-gapped sites work.
Does our code leave our machines?
No. BBM-Atlas runs where you install it and indexes your repositories there. With a local embedding model and an in-process LLM, nothing has to leave the machine at all.

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More on this profile

BBM-Atlas has a free listing. The owner can unlock the full profile with a paid launch for $5:

  • Founder story (locked)
  • Milestones (locked)
  • Demo video (locked)
  • Dofollow website link (locked)

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