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What is octocode?

Octocode emerges as a developer-centric tool that emphasizes a local-first approach, allowing software engineers and AI coding assistants to explore and understand software repositories effectively. By merging semantic and structural code search capabilities with a lively graph that displays files, symbols, imports, calls, and dependencies, Octocode empowers users to trace code relationships, pinpoint relevant implementations, scrutinize signatures, and monitor changes across a codebase. Its command-line interface offers easy search functionalities, while the integrated Model Context Protocol (MCP) server grants access to search, graph, and language-server capabilities for various compatible clients, such as Claude Desktop, Claude Code, Codex CLI, Cursor, and Windsurf. Octocode is highly flexible, permitting the use of local embedding models or optional remote providers, and it builds its repository index with a strong emphasis on local-first operations. It supports multiple operating systems, including Windows, macOS, and Linux, and is available under the Apache 2.0 license, positioning it as an exceptional resource for developer onboarding, seamless codebase navigation, assessing the impact of refactoring, and enhancing AI-driven code review processes. Additionally, the comprehensive features of Octocode significantly bolster collaboration among development teams, ultimately driving heightened productivity and efficiency across projects.

What is StackRails?

StackRails is a specialized platform focused on software architecture and AI coding governance, catering specifically to engineering teams. It develops a lively knowledge graph that integrates repositories, services, APIs, events, and cloud infrastructure, allowing coding agents to gain insights into architecture and policy through the Model Context Protocol (MCP). The platform works seamlessly with various tools, including Claude Code, GitHub Copilot, Cursor, and OpenAI Codex, guaranteeing that the generated code complies with organizational rules on developers' local environments and during pull requests. Engineering teams can take advantage of its features to track dependencies across repositories, assess the implications of modifications, maintain up-to-date architecture documentation, monitor engineering policies, and perform AI-enhanced architectural evaluations. Additionally, StackRails provides deployment flexibility, functioning as a hosted service in the EU, within customer-managed cloud environments on platforms like AWS, Microsoft Azure, or Google Cloud, and it also allows for on-premises installations that prioritize security and control. This adaptability ensures that organizations can implement StackRails in ways that align with their specific operational requirements and compliance standards, allowing for a more tailored approach to software governance. Ultimately, StackRails is designed to empower engineering teams with the tools they need to enhance their development processes and maintain high standards in coding practices.

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Integrations Supported

Claude Code
Cursor
Model Context Protocol (MCP)
Claude Desktop
Codex CLI
Devin Desktop
Willow
octomind

Integrations Supported

Claude Code
Cursor
Model Context Protocol (MCP)
Azure DevOps
Bitbucket
GitHub
GitHub Copilot
GitLab
OpenAI Codex

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version

Pricing Information

$15,000/year
The annual minimum contract is $15,000. Pricing scales with team size, with no usage meter or overage charges. A free 14-day Architectural Risk Assessment is available; it is an assessment, not a free software version or product trial. Premium support and self-hosting are optional.

Supported Platforms

Windows
Mac
Linux

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Not specified

Company Facts

Organization Name

Muvon

Date Founded

2017

Company Location

Hong Kong

Company Website

octomind.run/product/octocode

Company Facts

Organization Name

StackRails

Date Founded

2026

Company Location

Ireland

Company Website

stackrails.ai

Categories and Features

Code Search

Not specified

Categories and Features

AI Governance

Not specified

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