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linkscout

ianTPE/linkscout

Scores search-result links before you click: extension, Worker, Jev.

Automated README summary

Automatically summarized from the README on 29 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A browser extension plus Cloudflare Worker that re-ranks Google, Bing and DuckDuckGo results by judging each link's relevance, depth, spam and page type before the user clicks.

How it uses Jev

The Worker's judge.ts sends one systemOne request per result with six typed questions: relevance Score 0–4, depth Score 0–3, SEO filler Noul, sales-page Noul, page-type Choice, and a key-passage Choice over code-split paragraphs. Code combines them into a 0–100 badge.

Primitives:choicescorenoul

Technique worth stealing

Ask Jev several independent typed questions in one systemOne request, then compute the final score in code so weights can change without re-running the model.

Try it

npm install, add keys to .env, npm run dev, then load extension/ unpacked in Chrome.

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.14.0
Project signals
jev-1.14.0
Category
jev-1.14.0
Pattern tags
jev-1.14.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectFound in material0.94
  • Shows a System One patternFound in material0.90
  • Describes handling uncertaintynot found in the excerpt0.27
  • Reports measured numbersnot found in the excerpt0.05
  • Is a runnable toolFound in material0.98
  • Top-10 learning shortlist signalunclear0.44
  • Is a replica of the modelnot found in the excerpt0.02
  • Solves a common problem (0–2)score on a 0–2 scale0.92 / 2
  • About JevFound in material0.99
Signals
Jev is core to the project0.94Shows a System One pattern0.90Describes handling uncertainty0.27Reports measured numbers0.05Is a runnable tool0.98Top-10 learning shortlist signal0.44Is a replica of the model0.0200.51Solves a common problem (0–2)0.92 / 2012

no-judgment band (0.40–0.60)

Design patterns
Scorecard0.99Funnel0.97Menu0.96Questionnaire0.96Traffic light0.80Thermostat0.48Question bank0.44Flight recorder0.34Prefetch0.31Viewfinder0.29Grey zone0.2400.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 29 Oct 2026.