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Airflow DAG Patterns
Data & AI
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use for data pipelines, workflow orchestration, and batch jobs.
Cost-Aware LLM Pipeline
Data & AI
Patterns for controlling LLM API costs: model routing by task complexity, budget tracking, retry logic, and prompt caching.
Predictive Persona Performance
Data & AI
Predict persona performance in specific task contexts.
Survival Analysis with lifelines
Data & AI
Analyzes time-to-event data using Kaplan-Meier curves, log-rank tests, and Cox proportional hazards regression with lifelines. Builds survival models from clinical and omics features.
Technical Indicator Dashboard
Data & AI
Build an interactive technical analysis dashboard using Plotly Dash or Streamlit. Supports single-symbol, multi-symbol, and multi-timeframe layouts with real-time refresh. Helps visualize indicators and monitor financial markets in real time.
Data Validation
Data & AI
Provides data validation patterns for custom business rules, including validation functions, test assertions, and schema evolution. Useful for data engineers building validation pipelines with checks like duplicates, referential integrity, and date ranges.
Ip2location IO Automation via Rube MCP
Data & AI
Automates Ip2location IO operations through Composio's toolkit via Rube MCP. Enables IP geolocation lookups and related tasks without manual API calls. Requires Rube MCP connected and an active Ip2location IO connection.
Web Crawler
Data & AI
Instructions for extracting data from websites.
Extract Predictions
Data & AI
Extracts predictions, confidence levels, and verification methods from text. Useful for analyzing documents or conversations to identify forward-looking statements.
OmniSearch Synthesis Engine
Data & AI
Aggregates multi-source data and synthesizes structured, comprehensive reports for any query, ideal for deep research and knowledge curation.
SONA Learning Optimizer
Data & AI
Self-optimizing agent with LoRA fine-tuning, EWC++ memory preservation, and pattern discovery for quality improvement and cost savings.
XLSX Creation and Editing
Data & AI
Skill for creating, editing, and analyzing spreadsheet files (xlsx, csv, tsv) with formulas, formatting, and data cleaning. Uses openpyxl and pandas.