Mechanism
When It Triggers · How It Works · What It Produces
Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.
Trigger Timing
When the user wants to read and understand a deep learning repository before modifying it, inspect model structure, training/inference entrypoints, review configs, or flag suspicious patterns without running heavy jobs.
Working Mechanism
- Apply shared operating principles from references; perform read-only analysis.
- Run lightweight static inspection helpers (e.g. scripts/analyze_project.py).
- Map model structure, entrypoints, config relationships; mark suspicious patterns as heuristics.
- Write outputs to analysis_outputs/ (SUMMARY.md, RISKS.md, status.json).
Result
A read-only analysis bundle: repository map, risk notes, and status, helping users understand code safely before changes.
Use Cases
Two Typical Use Cases
Onboard to unfamiliar DL repository
A researcher joins an open-source DL project and must understand the model architecture before proposing changes. They invoke analyze-project to map entrypoints and configs and receive RISKS.md with suspicious pattern hints. This saves onboarding time and prevents risky edits to unread code.
Pre-refactor read-only repo review
Before a planned refactor, a team lead needs a read-only review of insertion points and potential pitfalls in a training repo. analyze-project produces a structured SUMMARY.md and status.json without modifying code, enabling informed planning and reducing later debugging cost.
Skill Relationships
Which Skills I Use · Which Skills Use Me
Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.
Tier 1 · These Skills Use Me
Tier 2 · Current Skill
- analyze-projectWorkflow
Tier 3 · I Use These Skills
- No explicit dependency on other Skills
Full Relationship Graph
Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.
Skill File