Now in Beta — 37 spots remaining
2.3 min Index 1M lines
<1 sec Query response
100% Local processing

AI-Powered Code Analysis
for Developers Who Inherit Legacy Codebases

GRID uses local-first AI to map relationships, answer questions, and detect patterns—without sending your code to external APIs.

🔒 Privacy-first 🚀 10x faster 💻 CLI-first

Loading interactive demo...

Inheriting a Legacy Codebase?

Days of Code Archaeology

Spending 40% of your time just trying to understand how things work before you can make changes.

Grep Isn't Enough

Basic text search doesn't understand context, relationships, or semantic meaning.

Fear of Breaking Things

Incomplete understanding leads to bugs, regressions, and production incidents.

Built for Your Role

Built for Your Workflow

  • CLI-first design—no GUI bloat
  • Python SDK for custom integrations
  • Export to JSON, Markdown, SVG
  • Works offline—no API keys needed
  • Semantic code understanding beyond grep

Ask Your Codebase Anything

GRID analyzes your code locally and instantly answers questions:

grid query "Where is user authentication handled?"
Found in src/auth/login.py:42
Also used by src/middleware/auth_middleware.py
Depends on src/models/user.py
grid query "What depends on this function?"
Found 23 dependencies across 12 files
High-impact function (breaking change risk: HIGH)
grid map --output relationships.svg
Generated visual relationship graph
Detected: 5 circular dependencies, 12 design patterns

Privacy-First

Your code never leaves your machine. No API keys, no external servers, no data collection.

Semantic Understanding

Goes beyond grep—understands context, relationships, and code semantics with AI.

Lightning Fast

Analyze 1M+ lines of code in under 5 minutes. Instant answers to complex questions.

Developer-Friendly

CLI-first design. Integrates seamlessly with your existing workflow and tools.

Visual Insights

Generate relationship graphs, dependency maps, and architectural diagrams.

Pattern Detection

Automatically identify design patterns, anti-patterns, and potential issues.

Get Started in 3 Minutes

Three simple steps to understand any codebase

Install

pip install grid-analyzer

Analyze

grid analyze ./your-codebase

Query

grid query "Where is auth handled?"

Open source, trusted by developers worldwide

2.3k GitHub Stars
2,847 Beta Users
50M+ Lines Analyzed

Built for Real Developer Workflows

Onboarding

New developers understand legacy codebases 70% faster. Reduce ramp-up time from months to weeks.

Refactoring

Plan architectural changes with confidence. See the full impact before you make changes.

Security Audits

Find all related code for vulnerability assessment. Trace data flows and identify risks.

Documentation

Auto-generate relationship maps and dependency graphs. Keep docs in sync with code.

Code Review

Understand the full impact of changes across the codebase. Catch breaking changes early.

Bug Fixing

Quickly locate relevant code and understand data flows. Fix bugs faster with full context.

Simple, Transparent Pricing

Choose the plan that fits your needs

Free

$0 /month
  • Basic relationship analysis
  • Up to 10,000 files
  • Local-first processing
  • CLI interface
  • Text output (JSON, Markdown)
  • No visualization
  • Community support only
Join Beta

Team

$100 /month

or $1,000/year (save $200)

  • Everything in Professional
  • Up to 10 seats ($10/user)
  • API access (10K req/month)
  • Shared project database
  • Team collaboration
  • Priority support (24h)
  • Slack/Discord integration

Enterprise

Custom
  • Everything in Team
  • Unlimited seats
  • Unlimited API requests
  • On-premise deployment
  • SSO/SAML integration
  • Custom integrations
  • Dedicated support (4h SLA)
  • Success manager
Contact Sales

ROI: This Tool Pays for Itself

Save 10 hours/week = $1,000+/month in time value (at $100/hour rate)

Professional plan costs $20/month = 50x return on investment

Join the Beta

Be among the first 50 developers to try GRID

Only 37 beta slots remaining
Free Professional plan for life
Priority feature requests
Direct access to founders
Shape the product roadmap

Free Professional plan for beta testers

We respect your privacy. No spam, ever. Unsubscribe anytime.

Frequently Asked Questions

What is GRID Analyzer?

GRID Analyzer is a privacy-first, local-first tool that helps you understand any codebase in minutes. It uses local AI models to analyze code, map relationships, and answer questions—all without sending your code to external APIs. Everything runs on your machine.

How is this different from GitHub Copilot?

Copilot helps you write code. GRID helps you understand code. Copilot suggests next lines; GRID analyzes entire codebases, maps relationships, and answers questions about architecture and dependencies.

Does my code really stay local?

Yes. GRID runs entirely on your machine using local AI models. Zero network requests. No API keys needed. Your code never leaves your computer. You can even run it offline.

What programming languages do you support?

Python, JavaScript/TypeScript, Java, Go, Rust, C/C++, Ruby, PHP, C#. More languages coming based on community demand. The semantic analysis works across any language.

How fast is the analysis?

Initial indexing: ~1-5 minutes for 1M lines of code. Subsequent queries: near-instant (under 1 second). Incremental updates are fast (only reindex changed files).

What are the system requirements?

Minimum: 8GB RAM, 2GB disk space. Recommended: 16GB RAM, SSD. Works on Windows, Mac (Intel/M1), and Linux. Python 3.9+ required.

Can I try it before buying?

Absolutely! Free tier available for projects up to 10K files. Professional tier includes 7-day free trial (no credit card required). 30-day money-back guarantee on all paid plans.

What makes GRID unique?

Five key differentiators: (1) Local-first architecture—built from the ground up, not retrofitted. (2) 9 Cognition Patterns—unique framework for understanding complex systems. (3) Cognitive decision support—adapts to your behavior. (4) Production-grade security—10+ security layers. (5) State-of-the-art RAG—33-40% better precision than standard search.

What problems does GRID solve?

Three critical pain points: (1) Productivity—developers spend 40% of their time understanding code; GRID reduces this to minutes. (2) Privacy/compliance—most AI tools require sending code to external APIs; GRID processes everything locally. (3) Semantic understanding—text search can't answer "why" or "how" questions; GRID uses semantic analysis to understand code structure.

Who is GRID for?

Four key segments: (1) Regulated industries—healthcare, finance, government that can't use cloud AI tools. (2) Privacy-conscious developers—concerned about AI data usage. (3) Offline environments—air-gapped systems requiring offline operation. (4) Individual developers—priced out of enterprise tools but need professional-grade understanding.

What are GRID's 9 Cognition Patterns?

A unique framework for understanding complex systems: Flow (data pipelines), Spatial (architecture), Rhythm (timing), Color (categorization), Repetition (patterns), Deviation (anomalies), Cause (relationships), Time (evolution), and Combination (integration). This framework is unique to GRID—no competitor has this cognitive architecture.

How does GRID adapt to my cognitive state?

GRID uses a Coffee House Metaphor for cognitive load management: Espresso mode (focused, 32-char chunks), Americano mode (balanced, 64-char chunks), and Cold Brew mode (comprehensive, 128-char chunks). It automatically detects your cognitive load and adapts responses accordingly.

What research has GRID contributed?

Several novel discoveries: (1) Temporal Resonance with Q Factor—temporal reasoning in RAG systems inspired by audio engineering. (2) Boundary Contracts—OS-level safety with formal ownership transfer. (3) Adaptive Intelligence Framework—7-step learning cycle with 8.5/10 research merit rating. These are implemented in production code, not just papers.

What is GRID's architecture?

GRID follows a layered, domain-driven architecture with six layers: Entry Points, Application, Domain Services, Core Intelligence, Infrastructure, and Data. Unlike typical tools that operate at a single level, GRID implements multiple interacting cognitive layers—creating a model closer to human cognition than standard software architecture.

Is GRID's architecture original?

GRID is neither a clone nor a standard implementation. While it draws inspiration from established patterns (seL4, Fuchsia, Rust ownership, cognitive science), it synthesizes these into something distinctly its own. The 9 Cognition Patterns framework and Geometric Resonance metaphor are proprietary innovations. GRID represents thoughtful synthesis—a custom definition that evolved organically through principled experimentation.

How do I get support?

Free tier: Community forums. Professional: Email support (48h response). Team: Priority email (24h). Enterprise: Dedicated support (4h SLA) + success manager.

What if I'm not satisfied?

30-day money-back guarantee. No questions asked. Cancel anytime—no long-term contracts.

Trusted by Engineers

Join developers shipping faster with GRID

"GRID cut our onboarding time in half. New engineers are productive in weeks, not months."

SC
Sarah Chen Senior Engineer, FinTech

"The dependency mapping alone saved us from 3 potential production incidents during refactoring."

MK
Marcus Kim Tech Lead, Enterprise SaaS

"Inherited a 500K line monolith with zero docs. GRID helped me understand the architecture in days."

JP
Jordan Park Software Architect

Featured In

TechCrunch

"GRID Analyzer brings AI-powered code understanding to developers' local machines."

Read article →
DevTools Weekly

"A game-changer for teams working with legacy codebases."

Read article →
Hacker News

"Privacy-first approach sets a new standard for developer tools."

View discussion →
Product Hunt #1 GitHub Trending Hacker News Top 10

The Story Behind GRID

Built with care, not just code

How It Started

GRID began in late November 2025 with a simple commit: "finance & science." The first files were experiments—blank templates, empty idea journals. Someone figuring things out, not sure where it was going.

By early December, something shifted. A journal entry titled "The Art of Detangling" described discovering that the UI was being imported everywhere—"a classic architectural sin." That's when it stopped being just code and started becoming a System.

What We Believe

Most AI tools pretend to know everything. We built GRID to be honest about what it doesn't know. There's a state in our pattern engine called "MIST"—for when the system detects something important but can't explain it. The code comment says: "High confidence that we DON'T know."

We spent time studying Carl Jung's psychology to understand epistemic humility—the idea that admitting "I don't know" is sometimes the smartest answer. That thinking shaped everything we build.

The "No Matter" Principle

Our core design principle: When the environment is noisy or overwhelming, separate signal from noise, compress it into a structured core, and keep moving. That's not from a textbook. It's from dealing with chaos and figuring out how to work through it.

Being Real

An independent reviewer gave us a 9.2/10 for work ethics, noting: "Honest acknowledgment of remaining failures. Clear distinction between what was fixed vs what needs work."

We're not perfect—early on, 29 tests were still failing. But we documented every fix, reported actual numbers instead of rounding up, and never claimed something worked until it actually did.

The Journey

Nov 2025 First commit. Blank templates. Beginning.
Dec 2025 Architecture cleanup. Security foundation. Domain-driven design.
Jan 2026 Cognitive layer. RAG optimization (33-40% precision boost). Production hardening.
Feb 2026 540+ files. 137+ tests. 80% coverage. Version 2.2. Ready.

GRID isn't a corporate project with twenty engineers. It's built by someone who cares about doing things right—principled, not perfect. And that difference matters.

Ready to Understand Your Codebase?

Join 2,847 developers getting early access

Join Beta (Free)

No credit card required • 7-day free trial on Pro