truffler
Sniff out the right record: Jev-powered search for Rails with index-time labels, query understanding, and streamed reranking on top of your own keyword and embedding search
Details
- External ID
- 1387810635
- Source
- GITHUB
- Company
- —
- Product
- truffler
- Website domain
- github.com
- Launched
- Sept. 25, 2026
- Cohort
- —
- Upvotes
- 50
- Upvotes percentile
- 0.8205867281578273
- Tags
- —
- Fetched at
- Sept. 29, 2026, 5:02 p.m.
- Updated at
- Sept. 29, 2026, 5:02 p.m.
Enrichment
- Theme
- decision model runtimes and tools
- Vertical
- Horizontal
- Function
- Search & retrieval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- ai-powered search and reranking library for ruby on rails
- Manually corrected
- False
Could you build this?
Partial Integrating a gem with Rails for basic search is straightforward, but implementing streamed reranking, index-time label pipelines, and fast hybrid keyword/vector search requires solid search infrastructure expertise.
What it would actually take: The system would be packaged as a Ruby gem interfacing with ActiveRecord and an underlying search engine like Meilisearch, Elasticsearch, or pgvector. The difficult components are implementing an asynchronous index-time labeling pipeline with LLM calls and a streaming cross-encoder reranking service that runs without blowing Rails request latency budgets. Requires deep knowledge of search ranking, information retrieval, and concurrent streaming architectures.
Competitors
Other products that read as similar to this one — 516 launches clear the similarity bar, closest 8 shown.
Attention rank: #110 of 517 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 330 days after the earliest competitor.
- jev-reranker · github · 2026-09-19 · 16 upvotes · similarity 0.63
- genpark-hybrid-rerank-fusion-retriever-skill · github · 2026-09-14 · 8 upvotes · similarity 0.54
- genpark-hybrid-rerank-fusion-retriever-skill · github · 2026-09-14 · 7 upvotes · similarity 0.54
- rails_event_viewer · github · 2026-09-29 · 10 upvotes · similarity 0.54
- genpark-semantic-chunk-hierarchy-re-ranker-skill · github · 2026-09-26 · 7 upvotes · similarity 0.53
- cascade-search · github · 2026-09-17 · 8 upvotes · similarity 0.53
- Wilfred · github · 2026-09-25 · 14 upvotes · similarity 0.52
- jev-feels · github · 2026-09-20 · 11 upvotes · similarity 0.52
Other launches for this product
- No other launches for this product.