AI DEVELOPMENT ASSISTANT
From runtime logs to repair PRs, bring AI into the engineering loop.
Dodd monitors local logs and console output, uses LLMs to diagnose root causes, creates verifiable patches in isolated worktrees, and sends reports, branches, commits, and PR/MR links to your team.
$ dodd watch --once --from-start
ERROR order settlement failed: expected=insufficient_balance actual=success
Dodd session sess_129ab7629390: escalated · report.md · prompt.md · diagnosis.json
WHY NOW
AI can write code. The harder part is making it reliable inside real engineering workflows.
Late incident discovery
Logs, consoles, CI, and user feedback are fragmented.
Context gathering is slow
Engineers spend time copying logs, searching files, and reconstructing environments.
AI output is hard to land
Chat output rarely guarantees minimal, verifiable, auditable changes.
Team handoff breaks
Status, root cause, branches, commits, and PR/MR links need one shared session.
CAPABILITIES
Log watching
Read local runtime logs, console output, and test results to detect actionable failures.
LLM diagnosis
Combine failure output, repository context, and verification commands into structured diagnosis.
Isolated repairs
Generate patches and verify them inside Git worktrees without touching the source checkout.
PR/MR automation
Create commits and support GitHub Pull Requests and GitLab Merge Requests after verification.
Telegram notifications
Push session status, summaries, branches, commits, and PR/MR links to team chats.
Workbench UI
View sessions, reports, diffs, verification logs, and cross-project Session Roots in VS Code/Cursor.
WORKFLOW
Three modes: Run, Replay, and Watch.
- RunWrap a test or build command and trigger repair on failure.
- ReplayImport a saved log and replay the analysis flow.
- WatchTail log files or process output for long-running services and business errors.
VALUE
Not unknown code pushed behind your back, but traceable AI Repair Sessions.
Reduce MTTR
Connect logs, root cause analysis, repair plans, verification, and reports.
Protect workspaces
All changes start in isolated Git worktrees and stop when the source checkout is dirty.
Audit friendly
Each session stores prompts, diagnosis, diffs, verification logs, reports, and Git metadata.
Progressive automation
Low-risk, high-confidence fixes can be committed automatically; risky cases require review.
EARLY ACCESS
Book a demo or private deployment review
Leave your email and we will suggest an integration plan for your repositories, CI, Git platform, and notification flow.