Context-Driven Development

Missing context? Enrich your coding tasks.

Get full-code, business-logic, and design-pattern context—served by MCP—for every coding tasks.

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Be the first to experience context-enriched development

The Problem
Context Gap in Development
Dev tools can't "see" your business logic, design patterns, or the full codebase, so you keep stopping to explain what should be obvious.
Incomplete understanding of requirements
Missing business-logic context
Unclear design-pattern guidance
The Solution
AI-Powered Context Enrichment
Start with any high-level requirement or bug report. Our agent grabs the right data from your integrations, enriches the request, and guides you with context-aware suggestions.
Interactive requirement refinement
Seamless knowledge-base integration
Context-aware development guidance
Use Cases

Real-world scenarios where context makes all the difference

See how our context engine transforms everyday development challenges into streamlined workflows

From Jira Ticket to Super Prompt
Transform a non-technical Jira ticket into a comprehensive development prompt enriched with design patterns and code context.
Analyzes business requirements from ticket
Maps to existing design patterns in codebase
Generates context-rich prompt for coding tools
Smart Bug Resolution from Sentry
Automatically analyze Sentry errors, search the codegraph for context, and provide enriched solutions ready for implementation.
Ingests error traces and stack information
Searches codegraph for related components
Delivers targeted fix with pattern context
Legacy Repository Onboarding
Jump into unfamiliar codebases with confidence. Generate .cursorrules or Claude context files that give AI assistants instant understanding of project patterns.
Analyzes repository structure and patterns
Extracts coding conventions and standards
Creates AI-ready context configuration files
Operational Flow

From Raw Data to Enriched Context in Three Steps

Our system seamlessly connects to your tools, processes the information, and serves it as actionable context.

1
Integrations
Connect to your existing ecosystem. We pull data from your code repositories, project management tools, and communication platforms to build a complete picture.
2
Knowledge Extraction
We build a living codegraph of your repository and enrich it with knowledge pulled from your integrations—so every line of code comes with instant context.
3
MCP Server
The enriched context is served via the Model Context Protocol (MCP), making it instantly available to your IDE, AI assistants, and other development tools.
Key Features

Everything you need for context-enriched development

Powerful features designed to bridge the context gap and enhance your development workflow

Customizable Knowledge Extraction
Create a personalized knowledge base for each project using a fully customized knowledge graph. Tailor extraction rules and processes to meet your project's unique requirements and domain-specific needs.
Interactive Enrichment
Collaborative refinement process where you can iterate with our AI agent to progressively enrich your requirements until they're complete.
MCP Protocol Support
Built-in support for Model Context Protocol (MCP) to seamlessly integrate with your existing development tools and workflows.
Context-Aware Development Guidance
Get intelligent suggestions and guidance based on your project's specific context, business logic, and established patterns to accelerate development.

Ready to enrich your development process?

Join developers who are already building with better context and clarity.