50bbx/laya-needle on GitHub
- Stars
- 1
- Forks
- 0
- Language
- Python
- License
- Apache-2.0
- Last push
- 21 Sep 2026
Post on X
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Read from GitHub and X on . Counts change daily.
A fork of the Needle Chrome extension that finds webpage passages by meaning, swapping its hosted Jev calls for Laya running locally so no API key is needed.
Read from GitHub and X on . Counts change daily.
Modernized BERT encoder used as the backbone for fast fine-tuned classifiers and rerankers. The non-generative baseline Jev's cost and latency claims are usually measured against. Star count is GitHub's rounded display figure.

Agent skills for Hermes, Claude Code and Codex that hand Jev the routing decisions: which model tier to use, which search results to open, which memory passages to read and which hide injected instructions. Ships a dashboard with an on, shadow and off switch and publishes measured latencies per skill.
Codebase search that finds files matching a natural-language request through repeated Jev-guided passes over a directory tree.

Semantic code search for coding agents: it scans an authorized repository, asks Jev to score all eligible fragments against a plain-English question, and returns the original source excerpts with their paths and line numbers.
Rust and Python dataset sifter that streams Parquet and JSONL rows past Jev typed decisions at 1,500+ records per second, writing passed and rejected rows to disk. Uses speculative fan-out and calibrated post-training rubrics.
An agent plugin and MCP tool that sends a query plus a batch of file paths, URLs or text straight to Jev and returns relevance probabilities, so the calling agent only opens what is worth a closer look.