Technical Debt Tracker Agent

Replaces a $65k Developer Relations Manager by auto-scanning code, cataloging debt, and prioritizing fixes.

The Problem

Engineering teams lose track of scattered TODO, FIXME, and HACK comments buried across codebases, making it impossible to prioritize technical debt or estimate cleanup effort. Developers waste time manually searching repos and spreadsheets, while managers have no visibility into debt accumulation. This invisible backlog compounds over quarters, slowing feature velocity.

The Outcome

Scans your Git repositories on a schedule, extracts all TODO/FIXME/HACK comments with context, estimates effort-to-fix using code complexity heuristics, and publishes a prioritized technical debt dashboard. Generates weekly summaries flagging high-impact items and tracks debt trends over time to surface patterns.

Day in the Life

Mon 6am: Agent scans all Git branches → extracts 47 new debt markers → estimates effort for each → posts summary to Slack

Wed 2pm: Developer clicks debt item in dashboard → sees file location, context, and effort estimate → links to Jira ticket

Fri 4pm: Manager reviews weekly trend report → sees debt decreased 12% this sprint → identifies top 3 blockers for next planning session

Deploy Specs

Runtime

python

Pattern

native-agent

Tier

medium

Setup Time

hours

Integrations

via Composiomanual setup

✓GitHub✓GitLab✓Bitbucket✓Jira✓Slack

GitHub Source

Repository

Stars

License

MIT

Last Commit

Replace

Developer Relations Manager

$78,000/yr

AgentDepot · Solo plan

$99/month

Save $76,812/yr · 65.7x cheaper

14-day free trial · No credit card

Also Replaces

×SonarQube $120/mo

×CodeClimate $99/mo

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