Skip to content
JevDirectory.orgTraffic count unavailable. View site traffic

Jev directory

Jev for Ranking

341 curated Jev resources. Order or rerank candidates for search, retrieval, and recommendation.

By format

341
  • Docs10
  • Repos & sites306
  • Posts2
  • Articles19
  • Playgrounds4

Updated

All 341 Jev AI model resources for Ranking

Search the full list, or filter by category, format, and tag.

Vilinski: decision models compared on accuracy, cost and speed
Interactive comparison of 21 decision models, with direct-provider and OpenRouter routes measured separately on 1,100 public jev-bench items. The charts plot accuracy against benchmark cost, official prices and median latency, with Jev 1.13 and 1.14 measured separately.
Jev Guides & ArticlesArticle#community#press#calibration
Community
Doug Does: JevBench tables rank 48 decision models
Doug Does' benchmark dashboard for JevBench: 534 questions, 48 ranked models, composite scores that already include cost, head-to-head comparison, latency and a Pareto frontier. Jev 1.13.0 tops the table at 74.40.
Jev Media & TalksArticle#community#press#competition
Community
Jev-Chess 1 Small 6.5M
A 6.5M-parameter independent chess policy model built from Jev's public description: it returns a calibrated distribution over legal moves in one forward pass, with a self-reported held-out top-1 of 36.5%, ECE 0.036 and Elo 1239 plus or minus 51.
Jev Models & Reimplementations#community#open-models#chess
Community
FRIDA-Decisions
FRIDA-Decisions answers Russian text with structured decisions in a single encoder pass — choice, ordinal score, yes/no or ranking — and scores 0.893 on the 735-item razvilka benchmark, effectively level with TypeSafe Jev's 0.897 (McNemar p = 0.84).
Jev Models & Reimplementations#community#open-models#russian
Community
JevGPT Runs
Run outputs behind the JevGPT paper's tables: 830 BrowseComp-Plus records at 90.48% accuracy and 105 NeuCLIRBench topics at 0.5390 nDCG@20, produced by a GPT-5.5 System Two paired with Jev-1.13.0 as System One. Per-item cost, latency and encrypted trajectory files are included. CC BY 4.0.
Jev Benchmarks & EvaluationsDocs#community#evaluation#agents
Community
Jev RAG Chinese Benchmark (S1)
cnfeichen's reproducible Chinese reranking benchmark for Jev over hard negatives from C-MTEB/T2Reranking: a 4-level Jev Score rubric reaches 0.546 nDCG@5 on 100 queries against 0.413 for BM25 with jieba. Independent community research, not affiliated with TypeSafe. MIT.
Jev Benchmarks & EvaluationsDocs#community#evaluation#reranking
Community
JobFit JevBench
A CV/job fit-scoring benchmark from gw0: 250 synthetic CVs, 404 job postings and 5,000 pairs, each judged on 17 typed questions with a score and a confidence, built to train and evaluate the Jev-like jobfit-model.
Jev Benchmarks & EvaluationsDocs#community#evaluation#calibration
Community
Jevbox
729GitHub stars
A full-stack, permission-aware document library from Extend: it browses document trees and parsed output with Extend UI Finder, searches the folder hierarchy with JEV, and answers source-grounded questions with inline citations through the AI SDK.
Jev Tools & CLIs#community#github#typescript
Communityextend-hq/jevboxTypeScript
DeepDoc
313GitHub stars
A local deep-research tool that turns your own PDF, DOCX, PPTX, image, TXT, or Markdown files into a structured report, using TypeSafe's Jev to rerank Qdrant chunks and verify evidence coverage while an LLM plans and writes.
Jev Tools & CLIs#community#github#python
Communityoqura-ai/deepdocPython
Kitlane
98GitHub stars
A Chrome and Edge side-panel extension that sorts your existing bookmarks so you can find a saved tool by describing its task. Import classification uses 920+ built-in site patterns with no API key; the Jev decision model is an optional re-ranker for Smart search.
Jev Tools & CLIs#community#github#chrome-extension
Communitytolson64/kitlane-extensionTypeScript
jevcrawl
77GitHub stars
An MCP server and CLI web crawler for AI agents in which a small decision model picks every link and passage, so the agent's LLM reads only what answers its question. On 50 WebWalkerQA tasks the README claims 40% correct answers at about $0.025 per task.
Jev Agents & MCP#community#github#python
Communityrayenmlayeh/jevcrawlPython
10K App Store Indexor
61GitHub stars
Natural-language lookup over the US App Store top charts: describe an ambiguous feature, a look, or a name and get matching apps with how likely each one is, scored by a single Jev request over a local shortlist.
Jev Tools & CLIs#community#github#appstore
Communitysoloiaros/archies-appstore-lookupTypeScript
NylonME
52GitHub stars
A single-node memory engine for AI agents in Rust and Python: memories are woven from fact, emotion, temporal, relation, confidence, and frequency filaments into a mesh graph, retrieved by context resonance, and claimed to improve decision accuracy with Jev.
Jev Repos & SDKs#community#github#rust
Communitynylon-memory/nylonmeRust
Social Monitor
48GitHub stars
A full-stack monitoring product that collects posts from X, Reddit, Hacker News, RSS, and GitHub, ranks what matters, and turns it into cited AI summaries; its repo description says the feed is based on Jev, though the README does not detail the integration.
Jev Tools & CLIs#community#github#typescript
Community777genius/social-monitorTypeScript
zerikai_memory
36GitHub stars
Local-first MCP memory server for IDEs: tree-sitter indexing into a local ChromaDB store, plus an optional Jev layer that screens retrieved passages for relevance, evidence, contradiction and prompt injection.
Jev Agents & MCP#community#github#python
CommunityKikeVen/zerikai_memoryPython
SearchJev
33GitHub stars
Training code for SearchJev, a fast calibrated System-1 model for search agents: given a search state and a decision schema, it returns typed predictions over legal field values in one forward pass of a Qwen3.5 backbone.
Jev Repos & SDKs#community#github#python
CommunityEvoScientist/SearchJevPython
ReelQL
32GitHub stars
A Claude skill and API from tomascupr that turns any video link into one typed JSON document: summary, chapters, scenes, cast, key moments, the emotional arc, brands, on-screen text, and the full transcript. Jev then judges those fields so your code can branch on probabilities.
Jev Agents & MCP#community#github#claude
Communitytomascupr/reelqlHTML
Scholars Reading List · search
25GitHub stars
A search API over about 203 million OpenAlex English title and abstract records, running DenseOn embedding search by meaning and a tantivy index for exact words behind one HTTP service. Its whole-field topic maps use TypeSafe's Jev to judge archetype and cited papers.
Jev Tools & CLIs#community#github#python
Communitymaximerivest/srl-searchPython
jevreel
24GitHub stars
A zero-embedding approach to video intelligence from DeepAleph: jevreel lays a video out on labelled contact sheets, one frame per second and sixty frames to an image, and has Jev judge every sheet in parallel. Your coding agent gets moments, times and probabilities back over MCP.
Jev Agents & MCP#community#github#mcp
Communitydeepaleph/jevreelPython
Jev Highlight Cutter
15GitHub stars
An agent skill plus Python CLI that turns long interviews and podcasts into evidence-based highlight reels: the agent reads the transcript, Jev scores the text evidence, and local FFmpeg cuts a rough cut that fits your taste and target duration.
Jev Agents & MCP#community#github#python
Communitygnipbao/jev-highlight-cutterPython
jev-remix-cutter
16GitHub stars
An independent agent skill and Python CLI for local video remixing: shot-aware slots for beats and original narration are filled under Jev judgments and constrained orchestration, then rendered into a reviewable cut with originality and asset-license reports.
Jev Agents & MCP#community#github#python
Communitygnipbao/jev-remix-cutterPython
Competitor Hunter
13GitHub stars
A local web app where Claude Code runs the hunt and Jev judges every competitor post, surfacing the ones most likely to work for your audience. It adds saved-post analysis, transcription, an Ask AI view and a My Studio planning page.
Jev Tools & CLIs#community#github#python
Communitycharlesdove977/competitor-hunterPython
Heliotrope
5GitHub stars
A carbon-aware load scheduler that shifts deferrable electricity loads — EV charging, water heating, laundry, cooling — into the cleanest grid hours without missing a deadline. Jev classifies loads and ranks which matters first; OR-Tools CP-SAT keeps deadlines and physics hard while carbon is the objective.
Jev Tools & CLIs#community#github#python
Communitystellariex/heliotropePython
decisionkit
6GitHub stars
A provider-neutral CLI, MCP server and Claude Code plugin that asks yes/no, pick-one, rate or rank questions about text and gets probabilities instead of paragraphs. Backends include Jev (TypeSafe or via OpenRouter), OpenAI's Decisions API, and Claude with an existing Claude Code login. MIT, Node 20+.
Jev Tools & CLIs#community#github#typescript
Communityadityajha2005/decisionkitTypeScript
Jevector
5GitHub stars
A Python toolkit that encodes profile criteria as 64- or 256-value decision vectors with Clef or Jev, retrieves candidates with HNSW search, then checks mandatory conditions in both directions and ranks the rest by preference coverage. A 52-profile benchmark compares the vectors against BM25 and BGE-small.
Jev Tools & CLIs#community#github#python
Communitylalalune/jevectorPython
jev-job-search
5GitHub stars
A Claude Code-based job application tool that finds software internships and new-grad roles, fills application forms in a Chrome window, reads every answer back from the page and sends the forms you approve. JEV makes every fixed-answer choice for about 1 to 1.5 cents per 10 applications.
Jev Tools & CLIs#community#github#job-search
Communityqbeka/jev-job-searchTypeScript
Emc²
5GitHub stars
An installable Electron email client for Windows, with a macOS build target, that sorts mail with Jev: one call per message classifies it into Important and Other and rates relevance. TypeSafe, Vercel AI Gateway and OpenRouter endpoints all serve Jev; local sorting works without any key.
Jev Tools & CLIs#community#github#email
Communityscreen-devs/aggregate-mailTypeScript
question-kit
4GitHub stars
A TypeScript-first toolkit billed as the standard library for System One models: ready-made classify, extract, pickOne, rank and verify methods, a service-agent runtime that runs conversations turn by turn, and a one-message order parser. A Python port is in preview and the project is in alpha.
Jev Repos & SDKs#community#github#typescript
CommunityEngid/question-kitTypeScript
JEV Find
4GitHub stars
An unofficial Chromium extension that adds a find-in-page bar: literal matches highlight instantly and locally, and with your own TypeSafe API key Jev also finds passages by meaning after you pause typing. Uncertain results never auto-scroll, and paid searches start only while you are in the bar.
Jev Tools & CLIs#community#github#chrome-extension
CommunitySzewowsky/jev-findJavaScript
Jev Skill Router
3GitHub stars
A Rust MCP server that recommends third-party agent skills: it retrieves deduplicated metadata with SQLite FTS5/BM25, sends one comparable typed Score per candidate in batches of at most 128 questions, and never installs or executes a skill.
Jev Agents & MCP#community#github#mcp
Communityking4s/jev-skill-routerPython
Frame
4GitHub stars
A Next.js visual reference app for AI filmmakers, powered by Jev: describe a story and explore the filmmakers, colors, lighting and compositions that could bring it to life, drawn from 24 director profiles, 47 films and 282 image references.
Jev Tools & CLIs#community#github#nextjs
Communityxwen111/frame-jevTypeScript
snapdec
2GitHub stars
A local System One decision layer for AI coding agents, shipped as an MCP server and Agent Skill, that offloads high-volume classification, checks, scores and ranking from frontier LLMs to sub-50ms local models with calibrated output.
Jev Agents & MCP#community#github#mcp
Communityaktonay/snapdecPython
jevstice
2GitHub stars
An oh-my-pi extension that puts consequential agent decisions to Jev (jev-latest) through the TypeSafe API, checking visible actions and completion boundaries. Its ordinary-session entry is deliberately disabled: an MVP under verification, not a release.
Jev Tools & CLIs#community#github#pi
Communityveschin/jevsticeTypeScript
Life Decision
2GitHub stars
A Chinese-language Next.js site that takes your situation and picks 3–5 fitting items from 671 suggestions in a life guide, ranked by Jev choice, noul and score questions with evidence grades, costs and sources shown.
Jev Tools & CLIs#community#github#nextjs
Communityzjl1985/life-decisionTypeScript
Pi-JEV-VCC Memory Relevance
0GitHub stars
A pi coding-agent extension that ranks long-term memory files against the current context with a yes/no classifier read from native token logits. It triggers on cold start, post-compaction and an on-demand tool, and offers a prior, not a verdict.
Jev Integrations & Adapters#community#github#python
CommunityDAXZEIT/Pi-JEV-VCC-memory-relevancePython
ScaleupMap Smart Onboarding
0GitHub stars
A hackathon onboarding system for ScaleupMap that replaces a static questionnaire with a Jev AI System-1 multi-factor scoring engine, producing a normalized six-dimensional cognitive weight vector and affinity scores across seven platform destinations.
Jev Demos & Experiments#community#github#hackathon
Communityrwilhelm-98/scaleupmaphackathonJavaScript
Find me a stop
0GitHub stars
An EV charging-stop planner: describe your situation in one sentence, set origin, destination, battery and arrival time, code filters candidates from Open Charge Map, and Jev picks the stop that fits your request.
Jev Demos & Experiments#community#github#ev-charging
Communitysuv4o/ev-charger-jevTypeScript
open-source-finder
0GitHub stars
A Python tool that reads every open issue in a GitHub repo and uses TypeSafe's Jev model to rank them for first-time contributors by how small, clear and self-contained they are, flagging issues someone has already claimed.
Jev Tools & CLIs#community#github#python
CommunityTanishk901/open-source-finderPython
fast-resume-scoring
0GitHub stars
A Go CLI that scores how well a resume fits a job posting with Jev, in under a second and for about $0.0001, and shows which requirements the resume covers; the README claims roughly 18 times the speed of a frontier-model prompt.
Jev Tools & CLIs#community#github#go
Communitydphbfs/fast-resume-scoringGo
OpenThai-SystemOne OS recommender sample
0GitHub stars
A small Python sample that uses OpenThai-SystemOne to recommend which of Windows, macOS, Linux Desktop, Android and iOS/iPadOS best fits a user's needs. A generic decision() helper builds one Noul question per option and sorts the match scores.
Jev Demos & Experiments#community#github#python
Communityhidao80/system-one-model-py-samplePython
Skipto
0GitHub stars
A Chrome extension that answers questions about any YouTube video by asking Jev which transcript window holds the answer: a Choice over about 30-second window ids plus a Noul for whether the video covers it at all, then it jumps to the moment.
Jev Tools & CLIs#community#github#javascript
Communityjinukuntlaakhilakumargoud-web/skiptoJavaScript
Narula.AI SystemOne SDK
0GitHub stars
A provider-neutral .NET SDK for decision models — structured questions answered with probabilities instead of generated text. Its primary model is Cloudflare Clef, and settings switch it to Cloudflare Workers AI, OpenRouter or any compatible server.
Jev Repos & SDKs#community#github#csharp
CommunityjohnNarula/Narula.AI.SystemOne.SDKC#
Jev Classifier for Pi
0GitHub stars
A pi agent extension that routes TypeSafe's Jev classifier through OpenRouter to block destructive tool calls, verify test and build output, and rank workspace files for a task. It fails open and costs about $0.00002 per call.
Jev Integrations & Adapters#community#github#typescript
Communitymoisaporto/pi-jev-classifierTypeScript
Jev Semantic Graph Explorer — Threat Intelligence
0GitHub stars
A Python research project that uses Jev (TypeSafe AI, System 1) with Neo4j to traverse cybersecurity knowledge graphs probabilistically, choosing promising graph edges and scoring nodes against a goal instead of generating text.
Jev Demos & Experiments#community#github#python
Communitypauloribeiro16/jevPython
ReelMind
0GitHub stars
A Netflix-style movie recommender whose picks come from Jev: four typed questions deep, ranked in about half a second, with a probability and explanation attached to every recommendation. Built with Next.js 16 and React 19.
Jev Demos & Experiments#community#github#typescript
Communitypoojaverma-me/reelmindTypeScript
Jev Use Cases
0GitHub stars
A repository described as Jev use cases; the captured README documents an Austrian hotel ranking pipeline that merges Google Maps and Booking.com data, matches the ÖHV member list from meinhotel.at and computes a 0–100 guest score, with dashboards and Excel reports.
Jev Tools & CLIs#community#github#python
Communityschilfschneider/jevPython
Tacet
0GitHub stars
A marketing decision layer that knows when to stay silent, built with Jev and jev-state: Tacet counts and enforces limits in code, Jev chooses one next best action or none, and a person reviews any choice Jev is unsure about.
Jev Tools & CLIs#community#github#typescript
Communitysuranjaychandra/jev-decision-layerTypeScript
systemone Sidecar by vstaln
0GitHub stars
A sidecar plugin that puts fast typed-decision models such as TypeSafe Jev and Laya behind two tools over one wire format (POST /v1/systemone): judge asks typed questions about a state and returns probabilities, while semantic_find scores file chunks against a plain-language query.
Jev Agents & MCP#community#github#rust
Communityvstaln/systemoneRust

Start here with the Jev AI model

Featured entries for ranking.

AutoTrust JEV-35B
AutoTrust's bf16 System 1 decision model on Qwen3.5-35B-A3B with about 3B active parameters: Decision Index 0.3 public 59.73, ERQA 51.3% in one pass with zero robot training, 66.5 GiB of weights.
Jev Models & Reimplementations#community#open-models#local
Community
jev-experiments
406GitHub stars
A monorepo of roughly 20 latency-focused demos: moderation firehoses, rerankers, inbox triage, macOS launchers, and closed-loop control simulators, each with p50/p95 telemetry.
Jev Repos & SDKs#community#demos#typescript
Communitydabit3/jev-experimentsTypeScript
Cookbook: Re-ranking
One question per query-candidate pair raises top-1 accuracy from 5% to 18% and top-10 accuracy from 38% to 62% on 40 CLERC legal queries.
Jev CookbooksDocs#official#cookbook#reranking
Official

Jev AI model articles

Original guides that go deeper on Jev ranking.

All Jev articles
Voice and real-time decisions: turn detection and intent
Voice agents need decisions in milliseconds. How turn detection, intent, and escalation work in real time, and where a fast decision layer fits.
Jev Practices & Patterns#voice#realtime#agents
Read article
Synthetic data and label generation for decision training
Synthetic labels can train a decision model, but they can also bake in a teacher's errors. How to generate and audit them.
Jev Practices & Patterns#synthetic-data#training#distillation
Read article
Robotics and industrial control: perception-to-action gates
Perception-to-action gates are safety-critical decisions. How robotics projects use decision models and where deterministic control still wins.
Jev Demos & Experiments#robotics#control#safety
Read article

From the Jev community

Watch walkthroughs, read the threads, and see what builders are posting.

YouTube: AICodeKing tests support routing, refund detection, prompt-injection resistance, and browser automation.

YouTube: Retriever AI tests Jev on real browser tasks: where it worked, where it struggled, and what comes next.

YouTube: One terminal, three subscriptions, and Jev picking the model for Claude Code, Codex, and Cursor.

Hacker News: Decision Index 0.2.1 scores open reproductions of Jev on a frozen suite.

jackbravo4 pointsDecision Index 0.2.1 – 70 open reproductions of TypeSafe Jev's Decision ModelRead the thread on Hacker News

Hacker News: Software Bombe and live Enigma demo where Jev ranks cribs and judges plaintext.

ag_212 pointsShow HN: Jev as the Bletchley Park Analyst: A Software Bombe on EnigmaRead the thread on Hacker News

Hacker News: Show HN for the decide CLI: brew install, file context, and multi-question shell scripts.

vsekhar2 pointsShow HN: Decide – Jev decisions in the shell, scripts, and agent skillsRead the thread on Hacker News

Hacker News: Pipeable onesie CLI with shell-safety exit codes and a calibrate mode over labelled commands.

frodikarlsson3 pointsShow HN: onesie – An expressive Unix-pipeable CLI for System One models like JevRead the thread on Hacker News

Follow @typesafeai