Level up your daily workflow.
- Understand unfamiliar code in seconds — when you're onboarded to a new project.
-️ Refactor legacy code safely with Kenshi’s suggestions.
- Speed up development with context-aware completions that match your patterns.
- Analyze dependencies and remove unused packages across the repo.
“Kodoshin helps me ship faster with more confidence. It feels like having a senior dev in my IDE.” — Mid-level backend dev

Deliver smarter, charge more.
-️ Audit new client projects instantly — even before diving into code.
- Auto-generate documentation to boost professionalism.
-️ Generate custom features in seconds, tuned to your client’s stack.
- Ensure security & best practices before handing over code.
“I finish weeks of work in hours. Clients think I’m magic — but it’s just Kodoshin.” — Freelance full-stack dev

Scale your dev team — without hiring more engineers.
- Use Kenshi to prototype ideas quickly without starting from scratch.
- Let Hiko analyze bugs, bottlenecks, or architectural flaws.
- Onboard new devs faster with project-level insights.
- Keep technical debt under control with smart optimization reports.
“Kodoshin became our technical co-founder — it's like having a code strategist and auditor in one.” — Startup CTO

Learn faster, build better.
- Ask questions about any repo and get clear explanations.
- Understand frameworks like Django, React, or Spring Boot by example.
- Generate full working features while learning how they’re structured.
-️ Write cleaner code with smart suggestions based on real patterns.
“It’s not just a coding tool — it’s my mentor.” — Junior developer building a portfolio

Goal: Generate accurate, context-aware code — not just completions.
Example: You ask Kenshi to “generate a Django view that paginates blog posts and handles filtering.” It delivers fully functional, project-aligned code — using the same ORM patterns, serializers, or conventions already in your codebase.
Kodoshin Edge: Kenshi doesn’t guess — it writes solutions that fit your architecture, naming, and logic, like a senior engineer who knows the project inside out.

Goal: Quickly grasp the structure and purpose of a codebase (legacy or new).
Example: A developer joins a team and needs to understand a Django or Node.js project. Hiko analyzes the repo and provides an architectural overview, key components, and file responsibilities.
Kodoshin Edge: No need to dig manually — gain clarity in minutes.

Goal: Restructure and clean up code safely.
Example: Kenshi identifies repeated logic, unused code, and proposes clearer abstractions. It helps modularize your project without breaking functionality.
Kodoshin Edge: Leverages full-project context for reliable refactors.

Goal: Detect security flaws or risky practices.
Example: Kodoshin flags hardcoded secrets, insecure headers, outdated packages, or weak auth flows in a Flask or Spring Boot app.
Kodoshin Edge: Combines code logic + dependency analysis.

Goal: Create meaningful documentation without extra effort.
Example: Hiko generates Diagrams and Insights from the code, or summarizes functions and classes with natural language.

Goal: Improve performance or code quality.
Example: Kodoshin detects SQL N+1 issues, memory-intensive functions, or redundant state updates in a frontend framework.
Kodoshin Edge: Gives actionable advice — not vague suggestions.

Goal: Identify root causes of bugs quickly.
Example: An intermittent production crash occurs. Hiko traces the call stack, highlights likely culprits, and suggests safeguards or cleanup.
Kodoshin Edge: Debugs with repository-wide awareness.