Analysis

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

Automate Codeinterpreter tasks with the Rube MCP toolkit from Composio

Automate College Football Data tasks with the Rube MCP toolkit from Composio

Automate Dromo tasks with the Rube MCP toolkit from Composio

Automate Enigma tasks with the Rube MCP toolkit from Composio

Automate Foursquare tasks with the Rube MCP toolkit from Composio

Automate Gender API tasks with the Rube MCP toolkit from Composio

Automate Genderapi IO tasks with the Rube MCP toolkit from Composio

Automate Genderize tasks with the Rube MCP toolkit from Composio

Automate Geoapify tasks with the Rube MCP toolkit from Composio

Automate Geocodio tasks with the Rube MCP toolkit from Composio

Automate Geokeo tasks with the Rube MCP toolkit from Composio

Automate Gigasheet tasks with the Rube MCP toolkit from Composio

Automate Google Address Validation tasks with the Rube MCP toolkit from Composio

Geocode addresses, search places and compute routes with Google Maps

Automate Graphhopper tasks with the Rube MCP toolkit from Composio

Automate Grist tasks with the Rube MCP toolkit from Composio

Automate Here tasks with the Rube MCP toolkit from Composio

Automate Hystruct tasks with the Rube MCP toolkit from Composio

Automate Interzoid tasks with the Rube MCP toolkit from Composio

Automate Ip2location tasks with the Rube MCP toolkit from Composio

Automate Ip2location IO tasks with the Rube MCP toolkit from Composio

Automate Ipinfo IO tasks with the Rube MCP toolkit from Composio

Automate Iqair Airvisual tasks with the Rube MCP toolkit from Composio

Automate Keen IO tasks with the Rube MCP toolkit from Composio

Automate Placekey location matching tasks through the Composio Rube MCP server

Run Rosette text analytics on documents for entities and sentiment via Composio

Extract entities, topics and categories from text with TextRazor via Composio

Automate Tisane text analysis and NLP tasks through the Composio Rube MCP server

Clean messy data in OpenRefine by importing, applying operation histories and exporting

Edit QGIS projects, layers, features and map layouts from the command line

Run auditable math and descriptive statistics on confirmed data

Scale pandas and NumPy work past memory limits with Dask arrays and dataframes

Fetch, version and publish scientific datasets with DataLad and capture provenance

Plan randomized and blocked study designs before collecting data

Profile scientific data files and audit missingness, leakage and outliers before modeling

Audit and guide GeoPandas GeoDataFrame operations and vector data I/O

Build, review and migrate MATLAB or GNU Octave numerical code with tests and plots

Build, analyze and plot networks in Python with paths, centrality and communities

Run fast lazy DataFrame queries in Polars for ETL, analytics and pandas migration

Build and check Bayesian models with PyMC, MCMC sampling and model comparison

Solve multi-objective optimization problems with pymoo NSGA-II and Pareto fronts

Choose statistical tests, check assumptions and report effect sizes in APA style