Data

Forecast demand and set safety stock and reorder points for retail inventory

Iterate on Python code in a live Jupyter kernel and notebooks

Analyze Excel and CSV files with statistics, pivot tables and SQL queries

Extract entities and relations from source files into a knowledge graph

Walk a knowledge graph outward from a seed entity to find connected paths

Cluster code into communities with spectral or Louvain graph methods

Automate Census Bureau tasks with the Rube MCP toolkit from Composio

Build self-updating dashboards from live data sources

Build a refreshable operations dashboard for support, customer success or launch reviews

Build an operations command-center dashboard prototype with dense KPIs and status tables

Build interactive D3.js charts for dashboards, reports and data-rich prototypes

Build an admin analytics dashboard with a fixed sidebar, KPI cards and charts

Turn CSV, Excel or JSON files into a clean visual report with charts and tables

Build a FlowAI-style team dashboard with role charts, presence and top contributors

Run BigQuery SQL queries and explore datasets and metadata

Query Snowflake databases, schemas and tables and run SQL through Composio

Add filter widgets and optional SQL blocks to native Metabase questions

Write Metabase queries with filters, aggregations, breakouts and joins

Write analytics SQL against a warehouse with consistent conventions and review steps

Build production Apache Airflow DAGs with operators, sensors and tests

Validate data quality with Great Expectations, dbt tests and data contracts

Run production ML work with data contracts, reproducible training, evals and rollback

Build reproducible PyTorch training loops, model architectures and data loaders

Run PyTorch training across multiple GPUs with minimal code changes

Fine-tune LLMs from YAML configs with LoRA, DPO and GRPO using Axolotl

Classify images zero-shot and search images by text with CLIP

Speed up long-sequence transformer training and inference with FlashAttention

Search, download and upload Hugging Face models and datasets with hf

Parse forms, invoices and tables with a regex-first pipeline and an LLM fallback

Scrape websites with stealth browsing that gets past Cloudflare checks

Scrape Hacker News front page titles, points and comment counts

Pull data from web pages through your own signed-in browser sessions

Extract structured Markdown or JSON from PDFs with tables, formulas and reading order

Extract exact text with positions from images, screenshots and scans, strong on CJK

Scrape sites with Scrapling, including stealth browsers and adaptive parsing