Ross ROSS = Recommend OSS · open-source software intelligence for agents

model-zoo/shift-ctrl-f

🔎 Search the information available on a webpage using natural language instead of an exact string match. observed · 2026-08-28

github.com/model-zoo/shift-ctrl-f · homepage · JavaScript · Apache-2.0 (permissive) · archived observed · 2026-08-28

Health v2 · maintenance only

10/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases archived

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: 2212
  • days_rel: n/a
  • days_push: 2192
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1100 stars · 41 forks observed · 2026-08-28

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

A Chrome extension that lets users search a webpage using natural language questions instead of exact string matching. It runs a MobileBERT question-answering model fine-tuned on SQuAD via TensorFlowJS and highlights relevant elements on the page.

Use cases

  • search a webpage with a natural language question
  • find information on a page without exact string match
  • semantic in-page search in the browser
  • ask questions about page content like Ctrl-F but smarter
  • highlight answers to a question on a webpage

When to choose

  • you want to find answers on a page phrased differently from the text
  • you prefer a browser extension over installing separate tools
  • you want fully client-side BERT inference via TensorFlowJS

When to avoid

  • you need exact string matching or regex search
  • you need fast, low-latency search on very large pages
  • you need a production-grade, actively maintained tool - it is an experiment last released in 2020

Facets

plugin · maturity experimental

search-engine nlp machine-learning browser-extensions browser browser-extension semantic-search bert tensorflowjs question-answering chrome-extension in-page-search natural-language-processing search javascript

2 sources

Member repositories

RepositoryRoleHealth v2
model-zoo/shift-ctrl-fmain10

For agents

markdown · JSON · MCP: product_card(name="model-zoo/shift-ctrl-f")

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