Solution · Software development
Tech debt quantified. Remediated automatically.
Codebase scanned for debt indicators. Scored and categorized. Safe refactoring PRs generated. Outdated packages updated. Legacy code documented.
Delivers
- Meaningful debt reduction
- Real-time vulnerability visibility
- Same-day dependency updates
- Documentation coverage improved
Time to live6-8 weeks
Where it breaks
Debt accumulates faster than you pay it down
Legacy code becomes no-go zones. Dependencies outdated for months. No visibility into debt severity. Refactoring never gets prioritized.
The fix
We quantify debt, generate safe refactoring PRs, and keep dependencies current.
- Debt visibility: NoneScored and categorized
- Dependencies: Months outdatedSame-day updates
- Legacy docs: NoneAuto-generated documentation
What we build
An agent is a stack.
2 capabilities working as one, built in your software development stack.
- Debt indicator scanning
- Severity scoring and categorization
- Real-time vulnerability visibility
- Legacy code documentation
- Auto-generated refactoring PRs
- Safe change validation
- Dependency identification and updates
- Same-day update turnaround
How it works
Scan. Score. Remediate.
- Step 01Connect your repoIntegrate with GitHub, SonarQube, Snyk, Dependabot.
- Step 02AI scans and scoresDebt indicators found, scored, and categorized.
- Step 03Refactoring PRs generatedSafe changes proposed. Dependencies updated. Docs created.
Under the hood
Plugs into your stack.
Tech debt management works inside the tools your team already uses, on infrastructure you own. Typically live in 6-8 weeks.
- 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)
Time to live6-8 weeks
Questions
Before you ask.
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Multiple factors: code complexity, duplication, outdated dependencies, security vulnerabilities, lack of tests, and documentation gaps.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?
Debt becomes visible and scored, routine refactors arrive as PRs for review, and dependencies stay current instead of drifting for months.
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.
Next step
Want this in your company?
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