Audience
Small-to-large enterprise organizations implementing AI-driven development practices and tooling.
About Constellation
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.
Other Popular Alternatives & Related Software
Constellation TMS
Constellation TMS helps shippers like you reduce their transportation spend while providing the tools necessary to make better business decisions on an ongoing basis. Constellation TMS is unique in that it is flexible, providing what you need to make your shipping activity as efficient as possible, but does not overcomplicate your processes with bells and whistles you won’t use, like some other Transportation Management Systems. Constellation gives you the features you need to compete in today’s marketplace--no longer is a TMS optional. We make it easy to get started and quickly receive a strong ROI through automated processes, increased visibility, and more. Constellation gives you the features you need to compete in today’s marketplace--no longer is a TMS optional. We make it easy to get started and quickly receive a strong ROI through automated processes, increased visibility, and more.
Learn more about Constellation TMS
octocode
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.
Learn more about octocode
Graphify
Graphify is an open source knowledge graph engine that turns any input, including code, docs, papers, meetings, images, browser tabs, and commits, into one traversable graph with complete recall. It is built as persistent memory for AI coding assistants, giving tools like Claude Code, Codex, OpenCode, Cursor, Gemini CLI, GitHub Copilot CLI, Aider, Factory Droid, Kimi Code, Kiro, Pi, and Google Antigravity a queryable understanding of a project instead of making them repeatedly grep through files. Users can point Graphify at any directory, and it builds an initial corpus through AST extraction, semantic analysis, and Leiden clustering, transforming an entire codebase or document corpus into a graph in one pass. Unlike RAG pipelines that re-embed everything on every change, Graphify maintains a living graph that updates only affected nodes and edges when files change, allowing the rest of the corpus to stay intact even at enterprise scale.
Learn more about Graphify
Maguyva
Maguyva is agent-first code intelligence that gives AI coding tools a ranked map of a repository before they start editing. Teams connect GitHub repositories, and cloud pipelines parse, rank, and index symbols, dependencies, imports, semantic relationships, and cross-file structure, then keep the index current as code changes. Through one remote MCP integration, agents in Claude Code, Cursor, VS Code, Windsurf, Codex, Gemini CLI, and other compatible clients can query the same grounded context without installing a local indexer or changing editors. Its 11 MCP tools combine semantic, structural, graph, and text retrieval across five search modalities, returning ranked results instead of raw grep output. Agents can ask plain-language questions, locate important symbols, find patterns through AST-aware search, trace dependents, identify orphaned code, analyze a change’s blast radius, and assemble task context before touching a file.
Learn more about Maguyva
Pricing
Starting Price:
$29.99/month
Free Version:
Free Version available.
Free Trial:
Free Trial available.
Integrations
Company Information
ShiftinBits Inc
Founded: 2025
United States
shiftinbits.com
Videos and Screen Captures
Interactive code graph visualizations
Other Useful Business Software
Custom VMs From 1 to 96 vCPUs With 99.95% Uptime
Live migration and automatic failover keep workloads online through maintenance. One free e2-micro VM every month.
Product Details
Platforms Supported
Cloud
Training
Documentation
Support
Online
Constellation Frequently Asked Questions
Q: What kinds of users and organization types does Constellation work with?
Constellation works with these users and organization types: Mid Size Business, Small Business, Enterprise, Freelance, Nonprofit, Government, and Startup.
Q: What languages does Constellation support in their product?
Constellation supports these languages: English.
Q: What kind of support options does Constellation offer?
Constellation offers support via online.
Q: What other applications or services does Constellation integrate with?
Constellation integrates with: Claude Code, Claude Duet, Claude for Legal, Claude, Codex CLI, Cursor, Gemini CLI, GitHub Actions, GitLab, Kilo Code, Model Context Protocol (MCP), and OpenCode.
Q: What type of training does Constellation provide?
Constellation provides training in the form of documentation.
Q: Does Constellation offer a free trial?
Yes, Constellation offers a free trial.
Q: How much does Constellation cost?
Pricing for Constellation starts at $29.99/month.
Q: What pricing for support is available for Constellation?
Constellation offers support included with purchase.
