ai-ml-timeseries SKILL.md skillA
ai-ml-timeseries from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/ai-ml-timeseries@v1.3Pins v1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/ai-ml-timeseries/SKILL.md- Versions recorded
- 1
- Latest version
- v1.3, committed Oct 5, 2026
- Size
- 15,032 bytes
- Repository stars
- 101
- License
- MIT
Builds and backtests demand and revenue forecasts: rolling-origin backtests, prediction intervals, reconciliation, zero-shot foundation models. Use when forecasting time series.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Time Series Forecasting - Production Patterns Define the prediction cutoff before modelling: only information available then can enter features or baselines. Compare models on the decision horizon against the forecast currently driving decisions. ## Scope Boundaries - **General EDA, tabular modelling, experiment design, or reusable DS workflow** -> [ai-ml-data-science](../ai-ml-data-science/SKILL.md) - **Deployment architecture, monitoring stack, release gates, incident playbooks** -> [ai-mlops](../ai-mlops/SKILL.md) - **Generic LLM lifecycle, prompting, or provider selection** -> [ai-llm](../ai-llm/SKILL.md) - **RAG and search systems** -> [ai-rag](../ai-rag/SKILL.md) ## Workflow 1. Define the forecast target, horizon, cutoff timestamp, granularity, and business-loss shape first. 2. Route generic DS workflow or full production-ops work to the adjacent skill when forecasting depth is not the main need. 3. Choose the baseline, feature pattern, and model family from the decision tree. 4. Run leakage-safe backtests, compare horizon-aware metrics, and add interval or calibration checks when decisions need uncertainty. …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/ai-ml-timeseries@sha256:488515e3cc599673The line at the top of this page pins the label v1.3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_5lswmuzpoleoes5t)
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Versions
The registry has recorded 1 version of this file, committed on Oct 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15032 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5lswmuzpoleoes5t GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-ml-timeseries GET https://markdownregistry.com/api/v1/blob/488515e3cc59967330f438ffd1a26f58cfe72e8ed396bfe89cada8875e7d9051
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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