time-series-ml
time-series-ml is a Time series & forecasting skill for AI agents, published by pvillega in the claude-templates repository on GitHub. Skillspace rates time-series-ml F (54/100) and it passed the safety scan; the rating is based on static analysis only.
Deep time-series ML operational intuition — walk-forward CV with gap, temporal-leakage audit, probabilistic forecasting (pinball, CRPS, conformal), hierarchical reconciliation, foundation models (Chronos, TimesFM, MOIRAI), drift detection. Load when designing CV under temporal ordering, foundation-model vs tuned baseline, probabilistic intervals, reconciliation, or drift monitoring. Skip for tabular ML (use `classical-ml-pitfalls`), causal inference, or survival analysis. Triggers on: "walk-forward", "TimeSeriesSplit", "temporal leakage", "MASE", "pinball loss", "CRPS", "conformal prediction", "Chronos", "TimesFM", "MOIRAI", "N-BEATS", "PatchTST", "MinT", "ADWIN", "statsforecast", "neuralforecast".
- Grade
- F
- Quality
- 54 / 100
- Safety
- Passed
- GitHub stars
- 23
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 81 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- Low-risk patterns
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- mentions secrets in text
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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