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What is Multilith?

Multilith is a persistent memory system designed to make AI coding tools context-aware at an organizational level. It ensures your AI understands not just the code, but the reasoning behind it—why decisions were made, which patterns are enforced, and how the system evolved over time. With a single configuration update, Multilith injects this collective knowledge into every AI interaction using the Model Context Protocol. AI assistants automatically reference architectural decisions, prior refactors, and shared conventions when generating or reviewing code. This prevents suggestions that conflict with your standards and helps enforce best practices consistently across the team. New developers benefit from instant access to institutional knowledge without digging through outdated documentation. Multilith turns decisions into enforceable guardrails rather than optional guidelines. It integrates with leading AI coding environments while maintaining strict data privacy and security controls. Teams can deploy Multilith in the cloud or self-hosted environments depending on their needs. By giving AI a long-term memory, Multilith transforms AI-assisted development into a reliable, team-aware experience.

What is Brokk?

Brokk stands out as a cutting-edge AI-powered coding assistant, crafted to handle large and complex codebases by providing language models with an extensive, compiler-grade understanding of code structure, semantics, and interrelationships. It enhances context management by judiciously incorporating summaries, diffs, or entire files into a workspace, enabling the AI to concentrate on relevant portions of a codebase that can contain millions of lines, rather than attempting to parse everything simultaneously. With features such as Quick Context, which suggests files based on their embeddings and structural importance; Deep Scan, which uses sophisticated models to pinpoint files needing edits or further summarization; and Agentic Search, allowing a multi-step investigation of symbols, call graphs, or usages throughout the project, Brokk significantly improves the coding experience. Its foundation is built on static analysis through Joern, allowing for type inference that goes beyond basic Abstract Syntax Trees (ASTs), while JLama is employed for swift embedding inference to aid in context adjustments. Available as a stand-alone Java application instead of a plugin for an Integrated Development Environment (IDE), Brokk enables users to manage AI-driven workflows with both clarity and precision, leading to a more efficient development process overall. This innovative methodology not only simplifies navigation through intricate codebases but also fosters improved developer productivity and satisfaction.

Media

Media

Integrations Supported

C#
Claude Sonnet 4
DeepSeek R1
GPT-5
GPT-5.1 Instant
GPT-5.2
GPT-5.2 Instant
GPT-5.2 Thinking
Gemini 2.5 Pro
Gemini 3 Deep Think
Gemini 3 Pro
GitHub
Go
JavaScript
Kimi K2
Kimi K2.5
Model Context Protocol (MCP)
OpenAI o3
PHP
Python

Integrations Supported

C#
Claude Sonnet 4
DeepSeek R1
GPT-5
GPT-5.1 Instant
GPT-5.2
GPT-5.2 Instant
GPT-5.2 Thinking
Gemini 2.5 Pro
Gemini 3 Deep Think
Gemini 3 Pro
GitHub
Go
JavaScript
Kimi K2
Kimi K2.5
Model Context Protocol (MCP)
OpenAI o3
PHP
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$20 per month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Multilith

Company Website

www.multilith.ai/

Company Facts

Organization Name

Brokk

Company Location

United States

Company Website

brokk.ai/

Categories and Features

Categories and Features

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