Agent skill

time-series-analyzer

Skill for time series analysis and forecasting

Stars 514
Forks 31

Install this agent skill to your Project

npx add-skill https://github.com/a5c-ai/babysitter/tree/main/library/specializations/domains/science/scientific-discovery/skills/time-series-analyzer

Metadata

Additional technical details for this skill

domain
science
category
Data Analysis
skill id
SK-SCIDISC-020
specialization
scientific-discovery

SKILL.md

Time Series Analyzer Skill

Purpose

Analyze time series data for trends, seasonality, and patterns, and generate forecasts using appropriate methods.

Capabilities

  • Decompose time series
  • Identify patterns
  • Fit ARIMA models
  • Generate forecasts
  • Assess stationarity
  • Evaluate accuracy

Usage Guidelines

  1. Prepare time series
  2. Assess stationarity
  3. Identify patterns
  4. Select model
  5. Generate forecasts
  6. Evaluate accuracy

Process Integration

Works within scientific discovery workflows for:

  • Trend analysis
  • Forecasting
  • Pattern detection
  • Temporal modeling

Configuration

  • Model selection
  • Forecast horizons
  • Decomposition methods
  • Accuracy metrics

Output Artifacts

  • Decomposition plots
  • Model diagnostics
  • Forecast results
  • Accuracy reports

Expand your agent's capabilities with these related and highly-rated skills.

a5c-ai/babysitter

gsd-tools

Central utility skill for GSD operations. Provides config parsing, slug generation, timestamps, path operations, and orchestrates calls to other specialized skills. Acts as the unified entry point that the original gsd-tools.cjs provided via its lib/ modules (commands, config, core, init).

514 31
Explore
a5c-ai/babysitter

model-profile-resolution

Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models. Enables cost/quality tradeoffs by selecting appropriate AI models for each agent role.

514 31
Explore
a5c-ai/babysitter

verification-suite

Plan structure validation, phase completeness checks, reference integrity verification, and artifact existence confirmation. Provides the structured verification layer ensuring GSD artifacts are well-formed and complete.

514 31
Explore
a5c-ai/babysitter

state-management

STATE.md reading, writing, and field-level updates. Provides cross-session state persistence via .planning/STATE.md with structured fields for current task, completed phases, blockers, decisions, and quick tasks.

514 31
Explore
a5c-ai/babysitter

git-integration

Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations.

514 31
Explore
a5c-ai/babysitter

frontmatter-parsing

YAML frontmatter parsing and manipulation for .planning/ documents. Provides read, write, update, query, and validation operations on frontmatter blocks in GSD markdown artifacts.

514 31
Explore

Didn't find tool you were looking for?

Be as detailed as possible for better results