Context Engine

The System of Context for Engineering Teams

Transform scattered code, docs, and tribal knowledge into a living, interconnected knowledge graph that your entire team—and AI—can understand.

Knowledge GraphPeopleProjectsFeaturesBugsRoadmapCodeService Catalog

Your Engineering Context is Trapped in Silos

Scattered Knowledge

Documentation lives in Notion, Confluence, Google Docs, READMEs, and Slack threads. None of it talks to each other.

Tribal Knowledge

Critical context lives in senior engineers' heads. When they leave, years of decisions walk out the door.

Context Switching

Engineers spend 30% of their time searching for answers instead of shipping code.

What if all your engineering knowledge was automatically connected, always current, and instantly accessible?

Core Capabilities

Four Pillars of Engineering Context

Code Intelligence

Every line of code, understood

  • Semantic analysis of your entire codebase
  • Auto-generated architecture diagrams
  • Dependency mapping and impact analysis

People Context

Know who knows what

  • Map expertise to team members automatically
  • Identify knowledge silos before they become risks
  • Route questions to the right expert instantly

Living Knowledge

Documentation that never dies

  • Knowledge lake that evolves with every PR
  • Auto-updating learning paths and docs
  • No more stale wikis or outdated READMEs

AI-Native Search

Ask anything, get answers

  • Conversational access to your entire context
  • Answers grounded in your actual code and docs
  • No hallucinations—only verified knowledge

From Raw Data to Actionable Context in Three Steps

1

Connect Your Sources

Link your GitHub repos, project management tools, and existing documentation. One-click integrations, zero migration.

2

AI Builds Your Knowledge Graph

Our engine analyzes code semantics, extracts relationships, and connects people to projects. Updates automatically with every commit.

3

Query Your Context Instantly

Ask questions in natural language. Get answers grounded in your actual codebase, with sources and links to the original code.

See Your Entire Engineering Context, Connected

The Knowledge Graph visualizes relationships between code, people, and projects that would otherwise remain invisible.

auth-servicepayment-apiuser-modelSarah (Backend)Mike (Frontend)Lisa (DevOps)Q1 LaunchSecurity AuditMobile AppSSO IntegrationDark ModeExport API#342 Login timeout#518 Memory leakQ2 RoadmapQ3 RoadmapKnowledge Lake

Automatically maps code ownership based on commit history and PR reviews

Links bugs to the features and code files they impact

Surfaces who has context on what—before you interrupt them

The Knowledge Lake stores semantic embeddings of all your docs, code, and conversations

Get Started

Ready to Unify Your Engineering Context?

Stop losing knowledge to silos, turnover, and scattered docs. Build a living system of context that grows with your team.

Connect in minutes
Auto-updating knowledge
AI-powered answers
Context Engine - Unified Engineering Knowledge Graph | XHawk