
Analyze failed CI/CD pipelines, identify likely root causes, inspect repository configuration and code context, and produce actionable, validated remediation guidance for GitHub Actions, GitLab CI, Jenkins, and related development pipelines.

Optimize Dockerfiles for build speed, image size, and security. Multi-stage builds with CIS Docker Benchmark compliance.

按用户明确给出的顺序重放库存数量流水,核对期末快照差额和负余额,输出JSON及Markdown报告。需自备CPython 3.11.1;不连接仓储系统、不修改库存、不推断缺失流水。

Paste a diff and get a risk-ranked checklist of what it'll actually break — hidden dependencies, config drift, and blast radius that static analysis can't see, checked before you ship.

Catches cascade failures that partial checks miss — pre-check names the risk before editing, post-check demands evidence values after, then auto-repairs in a loop while rereading the entire file every cycle until zero errors remain.
