Skip to main content

Built by makers, shipped in public

Sign in

BBM-Atlas vs Harness Kit

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 Harness Kit
DetailBBM-Atlas logo BBM-AtlasHarness Kit logo Harness Kit
What it doesStructural code intelligence for AI assistants A harness-agnostic framework for AI coding tools
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Open source
PricingNot given Not given
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
  • Configure plugins, skills, MCP servers, and hooks in a single harness.yaml file
  • Observatory: monitor every session, tool call, and minute of activity
  • Memory: persistent knowledge graph for AI orientation
  • Comparator: run prompts across Claude Code, Cursor, and Copilot side by side
  • Import existing configs from multiple AI coding tools automatically
  • Share complete setup via single file with teammates
  • Harness Parity: verify all connected AI tools end up with identical configuration
  • Cross-harness compatibility table showing actual tool capabilities
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
  • Import-first approach: reads existing configs from all your tools and converges them before you write YAML
  • No marketing gloss: capability table generated at build time from actual adapter code, not hand-maintained
  • Portable across tools: single harness.yaml travels with you to every machine and tool
  • Open source and free: no cost beyond existing Claude subscription
  • Based on open specification: Harness Protocol is vendor-neutral and JSON Schema validated
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 check16 no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)020
Referring domains (Majestic)011

4 details filled in for both companies.

More alternatives to BBM-Atlas More alternatives to Harness Kit

Ask us