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MrJev

Jev for SQL, Databases, and Logs

When the data is already in a table, the natural interface is SQL. These extensions let you ask a plain-language question about every row and get a typed answer back, which works because Jev is cheap enough to call once per row.

Keep arithmetic and date comparisons in SQL itself. TypeSafe documents that Jev is unreliable at math and date ordering.

23 projects

pg-jev

★ 1.2k▲ 24

realZachi/pg-jev

PostgreSQL extension to filter, rank, and classify rows with plain-language conditions.

Shell

DocJev

★ 546▲ 7

jerryjliu/docjev

Classifies and splits PDF, DOCX and PPTX with Jev and local OCR, asking one typed question per page and per boundary in a single request. Ships the manifest, per-call records and error analysis behind its benchmark.

PythonReviewed

tax-doc-classifier

★ 515▲ 1

kyotofin/tax-doc-classifier

Classifies tax-document pages into IRS forms and page kinds with one Jev request per page, driven by a JSON file of form descriptions.

TypeScriptReviewed

jev4pg

★ 260▲ 2

Sheltercosmo/jev4pg

A self-developing SQL database with semantic operators and natural-language queries backed by Jev.

Python

giuliosmall/pg_typesafe

Pre-alpha PostgreSQL extension that calls Jev from SQL for Choice, Noul, and Score, with EXECUTE revoked from PUBLIC by default.

CReviewed

neatroots

★ 81

neatlogs/neatroots

Local-first viewer that records, checks and replays an agent's runs; its yes/no checks go to a Jev-compatible decision model, local Laya by default or Jev when you opt in.

TypeScript

Jeview

★ 66▲ 1

andududu/jeview

Local gateway and live map of every Jev call your code makes, in one dependency-free file. It holds the key itself: a caller's own bearer token is dropped rather than forwarded, and with no key set it will not proxy at all.

JavaScriptReviewed

JEV DataOps

★ 66▲ 1

RenaGao/jev-dataops

Traceable pipeline for training data: upload, screen with Jev, evaluate, fine-tune your own model, then evaluate the result, through a browser workbench or a CLI.

Python

Jevline

★ 45▲ 1

tsale/jevline

Starts from one confirmed-malicious process, account or host in a telemetry export and asks Jev, round by round, which linked activity belongs to the same incident; returns a timeline and evidence table for analyst review. Experimental.

TypeScript

Reflex

★ 35

datadog-labs/reflex

Rust library for control loops over observability data: metrics and forecasts become typed state, a model recommends an action, and it is committed only if the guards and invariants you declared hold. Not the same project as the open model of the same name.

Rust

duckdb-jev

★ 32▲ 2

colliber/duckdb-jev

DuckDB extension that returns Jev's answers as real SQL types.

C++Reviewed

misbahsy/doc-router

Rust tool that asks Jev which PDF pages actually need OCR, extracting text pages locally and sending only the rest to your OCR provider.

RustReviewed

jevframe

★ 21

ktaletsk/jevframe

A .jev accessor for pandas and Polars: the request is built from the columns you name and nothing else in the row, and a failed row raises naming the row instead of becoming a null.

PythonReviewed

Jev Logs

★ 20

reachjalil/jevlogs

Scores OpenTelemetry logs for diagnostic value, priority, and routing before expensive LLM analysis.

JavaScriptReviewed

Jevflake

★ 20▲ 1

KranzL/Jevflake

A dbt package and Terraform module that let Snowflake ask a typed question about a row, so the answer comes back as a column you can filter, join and test.

Python

Jevaro

★ 17

columnar-tech/jevaro

Python batching proxy that asks the same Jev questions about many states and streams the answers back as Apache Arrow, one row per state and one column per question, with Python and JavaScript readers.

Python

JEVDB

★ 17▲ 1

PDAIS/JEVDB

DuckDB extension for semantic queries that batches row-level decisions on Jev in one stage, with an OpenAI-compatible LLM backend as the alternative and a Colab notebook.

C++

sunil-sadasivan/jevernetes

Reads Kubernetes logs, decides which lines matter and what to investigate next, and hands off to an agent. Rust, with an offline mode.

Go

jevql

★ 14

kylemclaren/jevql

A psql-shaped CLI and Go/TypeScript/Python SDKs that add jev(), jev_prob, jev_choice, and jev_score to queries against a vanilla Postgres with no extension. The SQL runs on the server and Jev judges the surviving rows in batches.

GoReviewed

prasanthj/duckdb-jev

Native C++ DuckDB extension that runs Noul predicates, Choice classification and Score rubrics on Jev from SQL, batching and streaming requests across rows with retries, caching and per-query budgets.

C++

SOLO

★ 13

0814wdwd/solo_jev

Reorders rows and fields so a prefix-caching backend reuses more work when a decision model judges every record in a large table; ships a vLLM backend for the open AutoTrust JEV-9B model and works with your own.

PythonReviewed

jevotron

★ 13

ai4curation/jevotron

CLI for field-level anomaly detection in tabular, structured and text files, SQLite and DuckDB, flagging the fields worth a second look with Jev. BSD-3-Clause.

Python

collapseindex/jev-ultralightspeed

Packs many items into one Jev request for bulk classification. If any item in a pack comes back unanswered it raises and names the item rather than returning a partial result.

PythonReviewed

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