knowledge/assistants/qa.session.yaml12s agoProduct
The intelligence to understand, operate, and transform
Adapts HC3 continuously indexes your codebases using semantic analysis, building living, queryable system intelligence that evolves with every commit.
Proprietary Technology
Adapts HC3
Holistic Continuous Code Context
Our proprietary context engine continuously indexes enterprise codebases across legacy and modern languages. It builds a living store of business logic, dependencies, and undocumented workflows.
Not repo by repo. Across hundreds of interconnected repositories, services, and infrastructure layers.
Adapts HC3 Advantage
Canonical Intelligence Across Every System
HC3 maps your entire system portfolio: every module, every business workflow, every dependency. When you change Service A, HC3 maps the blast radius of every change across Services B, C, and D.
How It Works
Continuous, Not Point-in-Time
HC3 indexes on every commit. As your codebase evolves, your system intelligence evolves with it. Current as of your last commit, not your last audit.
Enterprise Scale
Hundreds of Repos, One Context
Cross-repo dependency mapping, business logic extraction across languages, and full-stack awareness from infrastructure to UI. Built for the complexity enterprises actually have.
Deterministic + Continuous + Enterprise Scale
Grounded Intelligence, Not Hallucinations
Unlike one-time analyses or single-app tools, HC3 provides continuous, deterministic understanding across your entire system portfolio. AI tools get fact-grounded context from hundreds of interconnected services — not approximations from a single repo.
How It Works
One engine. Four capabilities.
01
Living Knowledge
Understand every system across your enterprise.
A living knowledge base that generates documentation, diagrams, and technical specifications. AI-powered Q&A spans the entire codebase. Every artifact stays current because HC3 indexes continuously.
- Auto-generated functional and technical specs
- Interactive architecture and dependency diagrams
- Natural language Q&A with full system context
Architect onboarding: 3 weeks → 2 days
02
Automated DevOps
Operate with full system context.
Automate routine DevOps using system-wide intelligence. When an incident fires, HC3 already knows what changed, what depends on it, and who owns it.
- Context-aware incident resolution
- Change impact analysis before deployment
- CI/CD integration with system-aware guardrails
Incident resolution: days → hours
Code reviewmed
Duplicated write across two routes
Thread→conversation mapping written twice with swallowed errors.
route.ts:42–44
Suggested
- single writer via shared helper
- idempotency key on write
- fail fast on mapping errors
03
Automated Re-Architecture
Transform legacy systems safely, at scale.
HC3 understands the business rules embedded in your legacy systems. It extracts them, designs the target architecture, and generates production-ready code and test suites.
- Business logic and workflow extraction from legacy code
- Target architecture generation with IaC
- Production-ready code generation with test suites
Discovery phase: 18 months → 1 month
Architecture proposaldraft
Retail platform · monolith → domain services
6 domains · 14 services · event backbone, grounded in the estate.
0001-target.md:1–3
Covers
- shape · trade-offs · run-cost
- grounded in SLOs + SOX / PCI constraints
- 14-month plan with parallel tracks
04
AI-Ready Systems
Make AI agents actually work across your codebase.
HC3 becomes the context layer that makes AI agents and dev tools work at enterprise scale. Deterministic system knowledge. Grounded in code, not inference.
- Enterprise-scale context for AI coding agents
- API-first integration with AI dev tools and CI/CD
- MCP server integration for Claude, Codex, and any MCP-compatible agent. Native integration in VS Code, IntelliJ, and more.
AI agents that understand your systems
MCP servershealthy
Org-wide tool surface for agents and IDEs
stdio + HTTP transports · scoped to repos and roles.
Cursor · hc3-graph
You
What depends on orders-api if we change the refund rule?
Assistant
Pulling impact from the HC3 graph and cross-repo callers…
MCP · hc3-graph → impact
Covers
- tool manifests · authZ per workspace
- health + version pins per server
- agents + editors share one registry
Built for Your Role
One platform, tailored to every team.
CIOs, architects, and developers each need different depth. Adapts delivers system intelligence at the right level for each.
CIO / VP Engineering
Accelerate timelines, de-risk modernization, free budget for innovation.
Architecture discovery: weeks → hours
Enterprise Architect
Understand every system, map every dependency, design with confidence.
System behavior mapping: months → days
Developer
Get answers about any codebase. Instantly.
Onboarding: 3 weeks → 2 days
Your enterprise systems, fully understood. In minutes, not months.
See how Adapts HC3 creates Living Knowledge across your codebase. 30-minute technical walkthrough with an enterprise architect. No slides, just a live demo on real code.
Ask anything across services, tests, and releases
Grounded answers from the org graph — never generic filler.