Constellation vs. octocode Comparison


Constellation ShiftinBits Inc	octocode Muvon	+	+
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About Graph-backed code intelligence for your AI assistant. Constellation turns your codebase into a queryable knowledge graph, giving AI assistants the structural understanding they need to reason about real software — not just the plain text. Why Constellation? Text search tells you where a string appears, everywhere that string appears. Constellation tells you the exact location of the symbol in question, what it means, what calls it, and what breaks if you change it. Before your assistant edits a function, it can ask: - Where is this defined, and where is it used across the codebase? - What's the blast radius of this change? - Which modules have circular dependencies or dead code? - How does data flow through the call graph? Answers come from a semantic graph, not a grep loop. One Tool, Countless Capabilities A single `code_intel` tool exposes a rich JavaScript API as a "Code Mode" tool, allowing AI agents to craft complex composite queries.	About Octocode is a local-first developer tool that helps engineers and AI coding assistants explore and understand software repositories. It combines semantic and structural code search with a live graph of files, symbols, imports, calls, and dependencies, so users can trace how code is connected, find relevant implementations, inspect signatures, and review changes across a codebase. Its command-line interface supports direct searches, while a built-in Model Context Protocol (MCP) server exposes search, graph, and language-server tools to compatible clients such as Claude Desktop, Claude Code, Codex CLI, Cursor, and Windsurf. Octocode can use local embedding models or optional remote providers, and its repository index is built for local-first use. Available for Windows, macOS, and Linux under the Apache 2.0 license, it supports developer onboarding, codebase navigation, refactoring impact analysis, and AI-assisted code review.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Small-to-large enterprise organizations implementing AI-driven development practices and tooling.	Audience Software developers and engineering teams, particularly people using AI coding assistants who need to search, navigate, and understand codebases.
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos No images available
Pricing $29.99/month Free Version Supported Free Trial Supported	Pricing No information available. Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information ShiftinBits Inc Founded: 2025 United States shiftinbits.com	Company Information Muvon Founded: 2017 Hong Kong octomind.run/product/octocode
Alternatives Symvanta	Alternatives No Alternatives
Graphify
Maguyva
Constellation TMS TranzAct Technologies
Centaurus View All	View All
Categories AI Development Supported	Categories Code Search Supported

Integrations Claude Code Supported Codex CLI Supported Cursor Supported Model Context Protocol (MCP) Supported Claude Supported Claude Desktop Not Supported Claude Duet Supported Claude for Legal Supported Devin Desktop Not Supported Gemini CLI Supported GitHub Actions Supported GitLab Supported Kilo Code Supported OpenCode Supported Willow Not Supported octomind Not Supported Show More Integrations View All 12 Integrations	Integrations Claude Code Supported Codex CLI Supported Cursor Supported Model Context Protocol (MCP) Supported Claude Not Supported Claude Desktop Supported Claude Duet Not Supported Claude for Legal Not Supported Devin Desktop Supported Gemini CLI Not Supported GitHub Actions Not Supported GitLab Not Supported Kilo Code Not Supported OpenCode Not Supported Willow Supported octomind Supported Show More Integrations View All 8 Integrations
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