Awesome Jev / Data & Search
Data & Search
Search intent classification, query routing, vector re-ranking, and ETL triage.
realZachi
pg-jev
Adds natural-language filtering, classification, and ranking of rows to PostgreSQL queries.
Sends row content to Jev for a match decision, category, or score used by SQL conditions and ordering.
↳ Combines semantic conditions with existing SQL and reuses cached results.
superagents-lab
jev-search
Searches the web with Jev choosing sources and time ranges, then ranking returned links.
Judges search intent, source and time settings, and relevance of individual results.
↳ Keeps links, snippets, editable filters and source-failure warnings visible.
WiktorB2004
llama-index-jev
Provides Jev rerankers and routers for LlamaIndex to score retrieved passages or select query tools.
Uses Score for passage relevance and Choice for selecting query engines or tools.
↳ Adds Jev judgments to existing retrieval and query workflows.
ozers
jevsome-projects
A Jev project directory and discovery pipeline that stores integration evidence and can use Jev for classification.
When configured with a key, sends project state and candidate categories to Jev; otherwise uses local classification rules.
↳ Keeps a project index alongside concrete source evidence.
AkashPriyadarshii
jev-curate
A Rust dataset-filtering experiment using Jev scores to keep or reject text records.
Runs local prefilters, calls TypeSafe and applies probability and score thresholds to each record.
↳ Provides local prefilters and score thresholds for experimenting with per-record data pipelines.
kylemclaren
jevql
Adds Jev semantic filtering, grouping, and ranking around ordinary PostgreSQL without installing a database extension.
The CLI or service layer evaluates jev_* calls over row text before completing the query.
↳ Shares semantic SQL interfaces across a CLI, HTTP, MCP, and SDKs.
AkashPriyadarshii
jev-scout
A repository and Rust crate search tool that asks Jev to score and select retrieved candidates for a request.
Compares candidate information with the request, scores fit and maintenance signals, and chooses a candidate.
↳ Keeps recommendations tied to retrieved candidates and source links.
giuliosmall
pg_typesafe
A pre-alpha PostgreSQL C extension for calling Jev from SQL for classification, yes/no judgments, and scoring.
Converts SQL input into System One requests and returns answers through database functions.
↳ Adds typed semantic judgments to existing database queries.
colliber
duckdb-jev
A DuckDB extension that calls Jev from SQL and returns answers as ENUM, numeric, or STRUCT types.
Asks Choice, Score, and Noul questions about row text and maps answers to SQL types defined by the questions.
↳ Uses structured judgments while querying tables or Parquet data.
EugeneBoondock
jevsql
Adds Jev semantic judgments to SQLite for filtering, ranking, matching and tracking decision evidence.
Sends row data and typed questions to Jev and maps answers into queryable SQL results.
↳ Provides batching, caching, budgets and decision history.
hev
reranker
A Python reranker that packs a query and up to 30 candidates into one Jev state, with one Noul relevance question per document.
One Noul relevance question per document; long lists are chunked and scored, then filtered by threshold or sorted.
↳ Uses a probability as a threshold or sort key instead of a generative reranker.
zhuyansen
jev-search-rerank-eval
Retrieval evaluation system measuring Jev reranking against lexical, embedding, and fusion baselines across 9,831 query-document pairs.
Invokes Jev judges to grade multi-level relevance on bilingual queries, evaluating ranking metrics and judge-circularity effects.
↳ Provides rigorous empirical evidence comparing discrete judgment rerankers against vector search in multilingual discovery contexts.
pnthn-ai
polar_llama
A Polars library for parallel provider inference that also calls Jev per row as Noul, Choice, and Score questions, or as one typed contract over a document.
One System One request per row: Noul, Choice, or Score answers land as ordinary typed columns with confidences.
↳ Puts closed-set Jev answers on existing Polars columns instead of another chat-completion pass.
uehaj
jev-semgrep
A semantic grep that scores each line with Jev against a meaning, including AND/OR/NOT and cross-language queries.
Batches about thirty lines and asks jev-latest a Score or Noul per line for the stated meaning.
↳ A zero-runtime-dependency semantic grep; query text is sent to TypeSafe.
kentcdodds
kody
Optional second-stage search: widen the hybrid pool, then Score-rerank candidates with Workers AI typesafe/jev.
Sends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.
↳ Attaches Jev rerank to existing MCP search instead of replacing retrieval. License is Fair Source FSL-1.1-ALv2, not OSI open source.
sufianetaouil
every
Ask a yes/no question of every function in a codebase. Ranked answers in seconds, for cents. Grep whose pattern is a question, powered by TypeSafe Jev.
Converts natural language questions into boolean/probability queries across functions, ranking matches locally by confidence.
↳ Enables natural language function discovery across codebases at low cost, similar to an intelligent grep.
komikat
jev-bfs
Wikipedia link race pathfinder guided by Jev: assesses outbound links to navigate between two articles in real time.
Applies Jev semantic heuristic scoring and pruning to outbound links at each BFS exploration step.
↳ Combines classic graph traversal with probabilistic judgments to prune the Wikipedia multi-hop search space.