MCP Server · Windows · Linux · macOS

Your Code Is Costing You Money.

Cut AI development cost by 60–90% and finally measure your code quality — all running locally, all on-prem.

How Stellarion Fits In

A local server that bridges your AI clients and editor to a full code intelligence engine — via MCP and LSP.

AI Client (CLI)

Claude Code · Cursor · Windsurf

VS Code Extension

In-editor analysis & navigation

MCP · stdio
LSP Protocol
stellarion-server

17 tree-sitter parsers

JS · TS · Python · Go · Rust · Java · C# · C++

Semantic graph engine

Import · call · instantiation edges

AI query engine (BM25)

Hybrid BM25 + vector retrieval

Memory layer (RocksDB)

Persistent graph storage, on-disk

Full-body embeddings (BGE)

On-device model — zero API calls

HNSW vector index

Sub-millisecond similarity search

Three Pillars of Intelligent Code Analysis

Token efficiency, code quality metrics, and local semantic search — all exposed as MCP tools that Claude Code can call directly.

Token Efficiency

Cheaper to Build, Smarter AI Usage

Reduce AI costs by 60-90% with intelligent context retrieval. Only send what matters - not your entire codebase - to AI models.

60-90% Cost Reduction
Intelligent Context Selection
Faster AI Responses
Code Quality

Comprehensive Analysis & Metrics

Real-time complexity scoring, maintainability index, and technical debt detection. Know exactly which code will break before you ship.

Cyclomatic & Cognitive Complexity
Dependency Analysis
Impact Assessment
Local Indexing

On-Prem Security & Lightning Speed

Your code never leaves your machine. Local semantic search with local embedding model. Zero latency, complete control, HIPAA/SOC2 ready.

100% Local Processing
AI-Powered Semantic Search
Zero Cloud Dependencies

Token Efficiency: Dramatically Reduce AI Costs

Tested on SWE-bench problems, Stellarion's intelligent context retrieval delivers massive token savings compared to traditional approaches. By sending only the most relevant code to your AI, you'll see dramatic reductions in both input and output tokens - translating to lower costs and faster responses.

Token Reduction Performance
Token Reduction Comparison - Stellarion vs Baseline

With Stellarion's intelligent context selection, you can achieve 60-90% token reduction - meaning dramatically lower AI costs and faster response times. Only send what matters, not your entire codebase.

Code Quality: Know What to Fix and When

Stop guessing. Our AI-powered quality dashboard shows you the highest-impact improvements ranked by ROI - so you can ship faster without sacrificing quality.

Project Quality Dashboard
Recommended Actions
High Priority: Refactor lib/database.ts:1 (cyclomatic: 90, maintainability: 0%)
High Priority: Break down scripts/cleanup-old-plans.ts:1 (cognitive: 133)
Medium Priority: Simplify webhook handler at app/api/webhooks/stripe/route.ts:1
Medium Priority: Refactor analytics dashboard components/login-analytics-dashboard.tsx:1

Local Indexing: Full Analysis On-Prem

Your code never leaves your machine. AI-powered semantic search, complete refactoring analysis, and dependency mapping - all running locally with zero cloud dependencies.

100% Local Processing — Zero Cloud Egress

All analysis runs on-device via a local embedding model. No API calls, no telemetry, no data leaving your network. Drop-in for HIPAA/SOC2 environments where cloud-based tooling is a non-starter.

Semantic Search Across 10+ Languages

BGE embeddings + HNSW vector index let you search by intent, not keyword. Query "payment processing" and get ranked matches across TypeScript, Python, Go, Java, Rust, C#, C++, and more — in milliseconds.

AST-Aware Bulk Refactoring with Pattern Matching

Pattern matching operates on the AST, not raw text — so renames and structural rewrites are syntax-safe. Batch operations across hundreds of files with a single MCP tool call.

Cyclomatic & Cognitive Complexity Scoring

Per-function complexity grades (A–D) with cyclomatic and cognitive scores. Identify functions above threshold before they become unmaintainable — integrated directly into Claude Code's context.

Dependency Graph & Impact Analysis

Persistent semantic graph (RocksDB-backed) tracks import edges, call edges, and transitive dependencies. Get a risk score and full blast radius before touching shared infrastructure code.

Intent-Based Code Discovery

BM25 + vector hybrid retrieval surfaces the right code even when naming is inconsistent. Useful when onboarding to a new codebase or navigating a monorepo with thousands of files.

Built for Every Role on Your Team

Different problems, same engine — the tools adapt to what you're trying to understand

Backend Engineers

Navigating legacy microservices?

Traverse import/call graphs to understand service boundaries. Impact analysis shows transitive dependents before any refactor.

Full dependency graph
Engineering Managers

Estimating refactor scope?

Objective complexity grades per file and function. Understand what's grade D before committing sprint capacity to it.

Complexity grades A–D
Startup CTOs

Codebase growing faster than your team?

Detect circular dependencies, unused exports, and high-coupling modules early — before they compound.

Circular dep detection
DevOps / Platform Eng

Unknown blast radius on every deploy?

Risk scores and transitive dependent lists, generated locally in CI. Block high-risk PRs before they hit production.

CI-integrated risk scores

Beyond Basic Linting

Static analyzers find syntax errors. We find the code that will break at 3am.

ESLint tells you about semicolons

We tell you about circular dependencies

SonarQube shows complexity scores

We show you WHY it's complex and how to fix it

Copilot generates code

We tell you if that generated code will scale

The Difference?

We understand your entire codebase. Not just the file you're looking at.

System-wide dependency analysis
Real-time impact assessment
Actionable fix recommendations
100% local, 0% cloud risk

Simple, Transparent Pricing

Start free, upgrade when you need more. All plans include our full feature set.

No credit card for free tiers100% local processingCancel anytime

Frequently Asked Questions

Everything you need to know about Stellarion

Still have questions? We're here to help.

Install in 60 Seconds.
Understand Any Codebase.

Claude Code gets semantic search, impact analysis, and quality scoring — all running locally.