Unfolding code
For software teams and agents.
Understanding is the new bottleneck in software development.
Onboarding, code review, and documentation have always been how software teams share context. An accepted tax that keeps growing with the codebase.
Then AI agents started writing code faster than humans could read it. The ways teams
stayed aligned can't keep up. Writing code is no longer the bottleneck.
Understanding is.
Core Capabilities
Built on a deep understanding.
Wiki
System-level documentation generated from source. Helping both humans and agents to quickly understand codebase concepts and share knowledge across sessions.
Wiki
Process Graph
Visualize complex business logic and workflows in an easy to understand low code interface. Guaranteed to be logically correct as we compile it directly from the control flow of the code.
System Map
System architecture diagrams compiled from source. Understand the big picture of your system at a glance, always up to date.
PR Review
Every PR is reviewed through semantic diffs - focused on understanding the meaning of the change. Approve or edit the PR digest to update the docs directly keeping humans in the loop.
3 services, 5 deps touched. 2 docs updated. Review & approve in pr-4821
1 service touched. Review & approve in pr-4909
Breaking change detected. Dependency mismatch in the pr-5220
Astrid
Meet our own agent, Astrid. Customized for code comprehension and explaining code, with access to your full codebase context she reduces research time from hours to seconds.
MCP
Abstraction plugs into where you work via MCP in Claude Code, Codex, Slack, Linear etc. Enabling faster, sharper answers grounded in deep, current knowledge of your codebase.
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How it works
A semantic model of your code.
Compile
Every language, one semantic representation.
We compile every line of code in every service into the same unified syntax tree. Algorithmic, deterministic, no LLM in the loop.
This is the foundation everything else is built on. We call it the Universal Syntax Compiler.



Why Abstraction?
Because you can't sign off on what you don't understand.
Frequently Asked Questions
Learn more about Abstraction and how it works.
If you work with software, Abstraction is built for you. Our core lies in helping developers navigate production systems at scale by making onboarding, planning, and code review faster.
We also provide dedicated interfaces for coding agents via MCP.
AI coding tools help you write code. Abstraction helps you understand it. Unlike other tools that generate AI-written wikis, we use an algorithmic-first approach that guarantees correctness, not "best-effort" guesses.
Developers can contribute and steer the documentation, adding context that stays accurate as the codebase evolves.
We only provide authentication through trusted providers like GitHub and Google. Repository access is strictly enforced so that no one can access any code that they shouldn't. All data is encrypted at rest and in transit. We never train on your code.
For organizations that require full control, on-premise deployment is available.
We're onboarding design partners right now and will be rolling out access in waves.
Join the waitlist and we'll reach out when your spot opens up.
Supported Languages
Currently supporting popular frameworks, with more on the way.
Python
Go
TypeScript
JavaScript
Svelte
React
Our Team
The people behind the technology
ABSTRACTION
2026
contact@abstraction.com

