jevbooks

← All projects

blink

ellipsis-dev/blink

Jev-guided walkers search a codebase for a natural-language query.

Agent Decisions0.85Runner-up: Scoring & Ranking
Automated README summary

Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

Blink is a TypeScript CLI that finds files in a codebase matching a natural-language query. It is aimed at developers who want to locate code by description rather than by exact path or filename.

How it uses Jev

Jev scores file and folder names against the query. More likely paths receive more walkers, which keep moving until they reach a file. Each result shows the percentage of starting walkers that ended there, and the table lists the top 10 results with the rest grouped as OTHER.

Primitives:score

Technique worth stealing

Allocate walkers proportionally to Jev's path scores, then report the share of walkers that terminate at each file.

Try it

bun install, export TYPESAFE_API_KEY, then ./blink "query" "directory" --n_walkers 100 --recursive

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-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

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 material0.72
  • Shows a System One patternnot found in the excerpt0.28
  • Describes handling uncertaintynot found in the excerpt0.03
  • Reports measured numbersnot found in the excerpt0.04
  • Is a runnable toolFound in material0.96
  • Top-10 learning shortlist signalnot found in the excerpt0.34
  • Is a replica of the modelnot found in the excerpt0.05
  • Solves a common problem (0–2)score on a 0–2 scale1.46 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.72Shows a System One pattern0.28Describes handling uncertainty0.03Reports measured numbers0.04Is a runnable tool0.96Top-10 learning shortlist signal0.34Is a replica of the model0.0500.51Solves a common problem (0–2)1.46 / 2012

no-judgment band (0.40–0.60)

Design patterns
Menu0.3500.51

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 20 Sept 2026.