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jeff

A self-hosted drop-in replacement for TypeSafe's jev, powered by GliFormer.

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GITHUB · launched Sep 19, 2026 · 228 upvotes (top 3%) · 0 views

Niche: machine learning inference engines · 108 launches, 8 in the last 7 days ▼ -27% · Explore this niche →

Category and tags

  • Horizontal
  • Search & retrieval
  • Developer
  • AI-native
  • Hobby / open-source project
  • classification
  • encoder
  • gliner
  • jev
  • typesafe

Visit website ↗ Source listing ↗

Could you build this?

No This project integrates custom ML transformer models (GliFormer) for deep semantic code searching and drop-in engine replacement, demanding specialized machine learning systems expertise.

What it would actually take: Requires training or adapting specialized transformer models (GliFormer) for lexical-semantic hybrid code search, coupled with a high-throughput vector indexing and inference server (in Rust or C++ using ONNX/TorchScript). The system must handle efficient AST-aware chunking, batch embeddings, and sub-millisecond similarity queries across massive codebases.

Competitors

Other products that read as similar to this one : 2922 launches clear the similarity bar, closest 8 shown.

Attention rank: #118 of 2923 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 323 days after the earliest competitor.

  • jev · github · 2026-09-26 · 12 upvotes · similarity 0.66
  • jev-flow · github · 2026-09-23 · 7 upvotes · similarity 0.61
  • jot · github · 2026-09-18 · 19 upvotes · similarity 0.59
  • my-own-jdownloader · github · 2026-10-29 · 39 upvotes · similarity 0.59
  • lichen · github · 2026-09-23 · 38 upvotes · similarity 0.59
  • JevRouter · github · 2026-09-18 · 163 upvotes · similarity 0.58
  • awesome-jev · github · 2026-09-17 · 222 upvotes · similarity 0.58
  • awesome-jev-typesafe · github · 2026-09-18 · 129 upvotes · similarity 0.58

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