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approximatelabs/sketch

AI code-writing assistant that understands data content observed · 2026-08-28

github.com/approximatelabs/sketch · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 1512
  • days_rel: n/a
  • days_push: 937
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2284 stars · 121 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Sketch is an AI code-writing assistant for pandas users that understands the context of your dataframe content to generate relevant suggestions. It adds a .sketch extension to any pandas dataframe providing question-answering, code generation, and data generation prompts.

Use cases

  • ask questions about my pandas dataframe contents
  • generate pandas code from natural language
  • clean and mask data columns with AI
  • generate new features from text columns in a dataframe
  • identify PII columns in my dataset
  • get plot code for my dataframe

When to choose

  • you work with pandas dataframes and want AI suggestions aware of your actual data
  • you want an AI assistant without installing an IDE plugin
  • you need quick data cataloging, cleaning, or feature-generation help in notebooks

When to avoid

  • you need a fully local/offline assistant since it relies on OpenAI and a hosted prompt service
  • you don't use pandas or tabular data
  • you need actively developed tooling with recent updates

Facets

library · maturity maintenance

machine-learning nlp data-science prompt-engineering data-science large-language-models developer-tools python cross-platform pandas dataframes ai-code-assistant gpt3 tabular-data data-cataloging data-cleaning openai

2 sources

Member repositories

RepositoryRoleHealth v2
approximatelabs/sketchmain32

For agents

markdown · JSON · MCP: product_card(name="approximatelabs/sketch")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem