Where it breaks today
Legacy code becomes no-go zones. Dependencies outdated for months. No visibility into debt severity. Refactoring never gets prioritized. Debt accumulates faster than you pay it down
The fix
We quantify debt, generate safe refactoring PRs, and keep dependencies current.
What we build
An agent is a stack.
Debt scanning and scoring
Codebase scanned for debt indicators. Each area scored and categorized by severity.
- Debt indicator scanning
- Severity scoring and categorization
- Real-time vulnerability visibility
- Legacy code documentation
Automated remediation
Safe refactoring PRs generated. Outdated packages identified and updated.
- Auto-generated refactoring PRs
- Safe change validation
- Dependency identification and updates
- Same-day update turnaround
How it works
Scan. Score. Remediate.
Connect your repo
Integrate with GitHub, SonarQube, Snyk, Dependabot.
AI scans and scores
Debt indicators found, scored, and categorized.
Refactoring PRs generated
Safe changes proposed. Dependencies updated. Docs created.
What it delivers
Outcomes, in weeks.
Before → After
Debt visibility: None
Scored and categorized
Before → After
Dependencies: Months outdated
Same-day updates
Before → After
Legacy docs: None
Auto-generated documentation
No lock-in
Built in your stack.
Live in 6-8 weeks. You own the system — sovereign, no vendor lock-in.
- Version Control (GitHub, GitLab, Bitbucket, etc.)
- Security Scanning (SonarQube, Snyk, or your tools)
- Dependency Management (Dependabot, Renovate, or built-in)
- Documentation (Notion, Confluence, or your platform)
- Runtime & Orchestration (Trinity by Ability AI)
Questions
Questions about tech debt management
How is debt scored?
Multiple factors: code complexity, duplication, outdated dependencies, security vulnerabilities, lack of tests, and documentation gaps. Scored 1-100 with severity categories (critical/high/medium/low).
Are the refactoring PRs safe?
Yes. AI generates conservative refactorings (extract method, rename, simplify). Regression tests run before merge. No risky changes - safety first.
What results should we expect?
Engineering teams typically reduce debt remediation time by 60-70% (weeks → days for major refactors). Dependency updates prevent security incidents (average cost: $200K-$500K per breach). Plus improved code quality reduces bug rates by 25-35%.
How long does implementation take?
6-8 weeks from kickoff to production. Week 1-3: Repo integration and debt baseline scan. Week 4-5: Remediation workflow setup. Week 6-8: Testing and deployment.
Do we own the system?
Yes. You own the system. We build the infrastructure in your stack, hand over the keys, and you own it forever - no vendor lock-in.
Start here
Bring one workflow.
A 30-minute working call. We’ll map this workflow to an agent stack and tell you honestly whether it’s worth building.
Tech debt management
Automated debt remediation
Debt scored, refactoring PRs generated, dependencies updated. Legacy code documented.