add-memory-prints
add-memory-prints is a Runtime diagnostics & profiling skill for AI agents, published by mlc-ai in the pith-train repository on GitHub. Skillspace rates add-memory-prints D (61/100) and it passed the safety scan; the rating is based on static analysis only.
Add detailed memory profiling prints throughout the training framework. Instruments distributed setup, model creation, checkpoint loading, pipeline scheduling, per-layer activations, saved tensor profiling, expert MLP internals, and memory snapshot dumps. Use when user asks to "add memory prints", "instrument memory", "profile memory", "memory breakdown", or "debug memory".
- Grade
- D
- Quality
- 61 / 100
- Safety
- Passed
- GitHub stars
- 267
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 88 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- No issues found
- License
- Apache-2.0
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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