COMMUNITY CASE DIRECTORY

Jev builds & demos

Explore how people use Jev in browser tasks, routing, evaluation and other workflows. Follow each case to its source; reported results belong to the original authors unless a first-hand test is explicitly identified.

Showing 188 catalog entries (github)
Clear filters ×
Lomesh DuttaLomesh Dutta@lomeshdutta
Lomesh Dutta Skill Router
DEMO

Lomesh Dutta Skill Router

A Claude Code session-start hook uses Jev to rank installed skills against the user's goal.

MCP / SkillsJevClaude CodeGitHub
GavinGavin@Frozune
Gavin's Jev Codex Model and Effort Router
DEMO

Gavin's Jev Codex Model and Effort Router

A macOS Codex wrapper uses Jev to choose a model and reasoning effort from the task.

Agent RoutingJevCodexGitHub
Roshan ChandnaRoshan Chandna@roshanchandna
Auto-Guard for Coding Agent Tool Calls
DEMO

Auto-Guard for Coding Agent Tool Calls

Jev scores a proposed tool call and the user's request before code allows, escalates or blocks execution.

GuardrailsJevClaude CodeGitHub
QkalQkal@qkal

Canny - Supervision Layer Preventing Agent Completion Claims

Deterministic hooks and Jev guidance preventing coding agents from claiming work without evidence.

Runtime: Zero DependenciesCompatibility: Claude Code & CodexLedger: Append-Only
Agent RoutingTypeScriptNode.js >= 22GitHub
ellipsis-devellipsis-dev@ellipsis-dev

Blink - Natural Language Codebase Search with Jev Walkers

Ensemble of filesystem walkers guided by Jev to pinpoint files in large codebases.

Runtime: Bun 1.3+Mechanism: Ensemble WalkersArchitecture: Embedding-Free
Search & Semantic RetrievalTypeScriptBun >= 1.3.14GitHub
Jerry LiuJerry Liu@jerryjliu0
DocJev - Intelligent Document Splitting & Routing
DEMO

DocJev - Intelligent Document Splitting & Routing

Open-source document classification and packet splitting with Jev and LiteParse.

Inputs: PDF, DOCX, PPTXParsing: LiteParseOCR: LlamaParse optional
Search & Semantic RetrievalPythonJev APIGitHub
Sarah DrasnerSarah Drasner@sarah_edo
WebMCP Side Panel - Keystroke Tool Selector
DEMO

WebMCP Side Panel - Keystroke Tool Selector

A Chrome side panel that uses Jev to select and fill tools exposed by the current page through WebMCP.

Browser: Chrome 149+Interface: Side panelTools: Page WebMCP schemas
Tool SelectionChrome ExtensionWebMCPGitHub
ZachiZachi@iam_zachi
pg-jev - Natural-Language Filtering in PostgreSQL
DEMO

pg-jev - Natural-Language Filtering in PostgreSQL

A PostgreSQL extension for filtering, ranking and classifying rows with Jev.

Demo: 129 rows in ~1sDatabase: PostgreSQL 14–17Extension: jev
Search & Semantic RetrievalPostgreSQLplpython3uGitHub
JO
Joey Kudish@JoeyKudish
Jev Browser
DEMO

Jev Browser

A Jev-driven browser agent exposed as an MCP server, CLI, or library.

Latency: ~4s end-to-end for that reported exampleCost: $0.0016 for one reported Wikipedia navigation exampleEvidence: COMMUNITY OBSERVED
Browser AgentsJevPlaywrightGitHub
TypeSafe AITypeSafe AI@TypeSafeAI

TypeSafe Agent Skills

Official skills that teach coding agents how to design and compose TypeSafe decision workflows.

Evidence: OFFICIAL
MCP / SkillsClaude Codeskills.shGitHub
JO
Joey Kudish@JoeyKudish

Jev MCP

Eleven typed Jev judgment tools exposed through MCP for verification, screening, routing and review.

Latency: Project reports roughly 150–500ms for most judgmentsEvidence: COMMUNITY OBSERVED
MCP / SkillsMCPJevGitHub
tamaratamara@tamarajtran
Instant Context Compaction
DEMO

Instant Context Compaction

A community demonstration of using Jev to score which coding-agent context should be kept, reviewed, or dropped.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevCoding agentGitHub
CU
Cua@Cua
CUA-S1 Form Automation
DEMO

CUA-S1 Form Automation

An open 706k-parameter System 1 model specialized for mapping user data into web form inputs in 50ms.

Latency: ~50 ms per form fill passEvidence: COMMUNITY OBSERVED
Browser AgentsCua S1PlaywrightGitHub
CO
CodeAlive@CodeAlive

Mastra Agent Guardrail Middleware

A single-file Mastra input processor that uses Jev to moderate the latest user message.

Latency: ~0.4 s median latencyEvidence: COMMUNITY OBSERVED
GuardrailsMastra AIJev ChoiceGitHub
BO
Bowen Xu@BowenXu

Pi-Heed Tool Call Auditor

An agent security supervisor that audits side-effecting tool calls against the user's explicit request.

Evidence: COMMUNITY OBSERVED
GuardrailsPi AgentTypeSafe JevGitHub
DE
Dewaldt Huysamen@DewaldtHuysamen
Jev Skill Router

Jev Skill Router

A fast semantic dispatcher that selects the right agent skill from large catalogs without prompt bloating.

Evidence: COMMUNITY OBSERVED
Tool SelectionJev ChoiceHermes Agent (inspiration)GitHub
LE
Leo Mata@LeoMata
Firehose Stream Judge

Firehose Stream Judge

Filters live social firehoses post-by-post at $0.00003 per item, triaging high-value signals for deep analysis.

Cost: ~$0.00003 per postEvidence: COMMUNITY OBSERVED
Agent RoutingBluesky AT ProtocolTypeSafe JevGitHub
BR
Brian Kim@BrianKim
Jev-RA Reactive Browser Agent

Jev-RA Reactive Browser Agent

A browser-use layer where Jev chooses the operation and target element for coding agents.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevChrome CDPGitHub
SH
Shashank H@ShashankH

Pi Context Curator

A Pi extension that asks Jev which context units remain essential before an LLM call.

Evidence: COMMUNITY OBSERVED
Agent EvaluationPi AgentJev NoulGitHub
RA
Raj Dhakad@RajDhakad

Jev Model Router

Uses Jev confidence thresholds to select among two or three configured LLM tiers.

Evidence: COMMUNITY OBSERVED
Agent RoutingJev ChoiceOpenAI / Anthropic SDKGitHub
KI
Kitze@Kitze
Skillbox Tool Matcher

Skillbox Tool Matcher

A self-hosted skills library with optional task-aware Jev recommendations.

Evidence: COMMUNITY OBSERVED
MCP / SkillsMCPJev ChoiceGitHub
Gregor ZunicGregor Zunic@gregpr07
Flight Search with Browser Use
DEMO

Flight Search with Browser Use

A browser agent searching real-world flights at 1× speed with Jev choosing each next action.

Run time: ~7 sCost: ~$0.004Views: 3.1M
Browser AgentsBrowser UseJev ChoiceGitHub
Andrew LevinAndrew Levin@awlevin
TypeSafe Computer Use
DEMO

TypeSafe Computer Use

Open-source macOS desktop control loop with bounded Jev decisions at every single step.

Cost per step: ~$0.0002Latency: <50ms
Browser AgentsmacOSPythonGitHub
RanjanRanjan@manofsteel3129
AskJev (MCP Agent)
DEMO

AskJev (MCP Agent)

Claude handles conversational intent while Jev directs browser navigation across live websites.

Browser AgentsClaude DesktopMCP ServerGitHub
InstructaInstructa@instructa
Switchloom

Switchloom

A Codex model-routing experiment whose author reports no advantage in two pilots.

Agent RoutingCodex DesktopTypeSafe JevGitHub
JO
Joaquin Marcoff@JoaquinMarcoff

Jev Harness Router

One batched Jev call selects model tier, tools, skill, and effort level for each turn.

Evidence: COMMUNITY OBSERVED
Agent RoutingTypeScriptJev APIGitHub
jackbarunzjackbarunz@jackbarunz

Jev Tool Router

Narrows MCP tool discovery for Codex using Jev and explicit fallbacks.

Tool SelectionCodexMCPGitHub
MI
Mihajlo Micic@MihajloMicic
Jev Tool Runner

Jev Tool Runner

Jev selects one of a few bounded native Codex tool calls before the coding model runs.

Evidence: COMMUNITY OBSERVED
Tool SelectionCodexJev APIGitHub
JE
Jeff Emanuel@JeffEmanuel

SkillRanker (Rust CLI)

A high-performance Rust CLI where Jev ranks available agent skills for the next action.

Evidence: COMMUNITY OBSERVED
Tool SelectionRustJev APIGitHub
AB
Abhishek Ashok Kumar@AbhishekAshokKumar

Jev MCP Dispatcher

Executes plain-language MCP tool calls with zero general LLMs, driven entirely by Jev.

Evidence: COMMUNITY OBSERVED
MCP / SkillsMCPJev ChoiceGitHub
ClownwareClownware@clownware

Bouncer

A Claude Code tool-call judgment hook with deterministic hard rules and Jev for ambiguous cases.

Cost: ~$0.04/day
GuardrailsClaude CodeJev ChoiceGitHub
KU
Kun Chen@KunChen
Compact Adviser

Compact Adviser

Uses Jev to recommend whether the current agent session is safe to compact.

Evidence: COMMUNITY OBSERVED
Agent EvaluationClaude Code / CodexJev ScoreGitHub
KO
Konstantinos Botonakis@KonstantinosBotonakis
Codex Context Diet

Codex Context Diet

A Codex plugin where Jev trims bulky tool results before they pollute the agent context window.

Evidence: COMMUNITY OBSERVED
MCP / SkillsCodex PluginJev ChoiceGitHub
heyman333heyman333@heyman333

Jev CLI for Claude Code & Codex

A zero-dependency Jev CLI and skill for narrow coding-agent judgments.

Coding AgentsNode.jsTypeSafe JevGitHub
WA
wang2@wang2

Jev Review Action

A GitHub Action that applies typed Jev judgments to PR or catalog evidence.

Evidence: COMMUNITY OBSERVED
Agent EvaluationGitHub ActionsJev APIGitHub
BU
burnigtm@burnigtm

Jev MCP Coding Loop

A local MCP server exposing typed Jev judgments to coding agents.

Evidence: COMMUNITY OBSERVED
MCP / SkillsMCP ServerCursorGitHub
Kyle JeongKyle Jeong@kylejeong
Stagehand on a remote browser
DEMO

Stagehand on a remote browser

we built blazing fast computer/browser use with Jev + @Stagehanddev.

Cost per task: ~$0.001
Browser AgentsJev APITypeScript / PythonGitHub
Jarrod WattsJarrod Watts@jarrodwatts
jev-trader
DEMO

jev-trader

I built a trading bot with Jev!

Decision window: 300 ms blocks
Agent RoutingJev APITypeScript / PythonGitHub
Jason LuJason Lu@jasonlu_ai
jev-e2e
DEMO

jev-e2e

JEV is changes the world of E2E testing!

Jev: 47 s / $0.0067Sonnet 5: 79 s / $0.4062
Agent EvaluationJev APITypeScript / PythonGitHub
Tony DinhTony Dinh@tdinh_me
YouTube sponsor skipper
DEMO

YouTube sponsor skipper

Just trying out Jev, I made a Chrome extension that:

Cost per video: ~$0.005
Browser AgentsJevChrome extensionGitHub
さよ☆マギカさよ☆マギカ@MajoSayo
LogJev
DEMO

LogJev

An open-source Jev-style decision layer that accepts text, images, or audio and returns bounded choices or scores.

Evidence: COMMUNITY OBSERVED
MCP / SkillsNode.jsPythonGitHub
⭕ AI & Design (Marco)⭕ AI & Design (Marco)@AIandDesign

Token Saver

A Codex workflow that delegates bounded work and uses Jev Context to select relevant source excerpts before the main agent reads them.

Evidence: COMMUNITY OBSERVED
Agent RoutingCodexMuseGitHub
mathewsmathews@chriscmathew

fast-jev-codex

A Codex plugin that scores tool history and restores verbatim context after compaction.

Evidence: COMMUNITY OBSERVED
Agent EvaluationCodexJevGitHub
DKDK@dkhan
Jev Codex Router

Jev Codex Router

Routes coding prompts to Luna, Sol, or Astra with an appropriate reasoning level.

Evidence: COMMUNITY OBSERVED
Agent RoutingCodexLunaGitHub
Felipe da CostaFelipe da Costa@felpsdev07
Jev Classifier

Jev Classifier

A tool-selection layer for Codex and Claude Code that filters the available tools before expensive model calls.

Evidence: COMMUNITY OBSERVED
Tool SelectionCodexClaude CodeGitHub
AlexAImaginatorAlexAImaginator@TraffAlex

NewsJack

A news-intelligence workflow that uses Jev to triage stories before expensive brand-specific synthesis.

Latency: 25 seconds in the cited 384-headline exampleCost: $0.19 in the cited 384-headline exampleEvidence: SECONDARY REPORT
Agent RoutingJevNews intakeGitHub
Samson TaylorSamson Taylor@crypto1618

Jev System Architect

A coding-agent skill for finding places where fuzzy semantic logic should become an explicit Jev decision boundary.

Evidence: COMMUNITY OBSERVED
Agent RoutingCoding agentJev ChoiceGitHub
Mike MooreMike Moore@themsquared

Jev Benchmark

A community benchmark project for testing Jev as a guardrail over risky agent tool calls.

Evidence: COMMUNITY OBSERVED
GuardrailsJevAgent tool callsGitHub
Ersin KOÇErsin KOÇ@ersinkoc
JevBenchmarkLab

JevBenchmarkLab

An open benchmark harness for testing Jev decision consistency, adversarial failures, option-order bias, and latency.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevBenchmark suitesGitHub
KaiKai@hqmank
Jev Browser Skill (jb)
DEMO

Jev Browser Skill (jb)

A standalone Playwright Chromium CLI that uses Jev to choose in-page browser actions.

Engine: PlaywrightDemos: 2 author demos
Browser AgentsJevPlaywrightGitHub
Basit MustafaBasit Mustafa@basitmustafa

Augustus

An agent skill for designing systems around Jev’s judgments.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
Ngoc PhanNgoc Phan@ngocphan

browser-ai

A Jev browser agent in pure Go, attached to a real Chrome.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Drew BreunigDrew Breunig@drewbreunig

Building with Jev

A skill for writing and fixing programs that call Jev.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
UN
UnknownZeroz@UnknownZeroz
call-coach-ai
DEMO

call-coach-ai

A sales-call coach where Jev scores what was said.

Realtime & Audio AgentsJevRealtime transcriptionGitHub
TypeSafeAI (community)TypeSafeAI (community)@typesafeaicommunity

Clarity Judge

Writing checked on separate named axes, each with its own verdict.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
PromptGTMPromptGTM@promptgtm

clay-jev-people-ranker

Lead scoring in Clay, ranked by Jev instead of a prompt.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
FerryCorleoneFerryCorleone@ferrycorleone

crush-monitor

Reads a WeChat thread and scores emotion, intent and reply quality.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
HorusEyesHorusEyes@horuseyes

dsh-jev-tools

Judgment, not generation, inside DeepSeek Harness.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
a boa bo@FBddcz
EmbodiedJev
DEMO

EmbodiedJev

A MuJoCo workbench for robot decisions, with Jev in the loop.

Agent RoutingMuJoCoPythonGitHub
Agent LabsAgent Labs@agent-labs-dev
fastbrowse

fastbrowse

Jev picks each action; an LLM plans; every claim cites the page.

Browser AgentsPythonTypeSafe JevGitHub
Allen PorterAllen Porter@allenporter

home-assistant-typesafe

Home Assistant routes what you said through Jev, not an LLM.

Evidence: COMMUNITY OBSERVED
Agent RoutingJevGitHubGitHub
KelbieKelbie@Kelbie
Hunch
DEMO

Hunch

Code review against rules you write in plain English.

Coding AgentsNode.jsTypeSafe JevGitHub
somooresomoore@somoore

Interlock

A gate on every agent tool call, with Jev as one of its sensors.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
LU
lu4p_@lu4p_

is-malicious

A codebase scanner that helps you not run malicious code.

GuardrailsJevTypeScriptGitHub
Niaz MorshedNiaz Morshed@NiazMorshed2007
JCR · Jev Capability Resolver
DEMO

JCR · Jev Capability Resolver

Turns a vague agent request into a deterministic command.

MCP / SkillsNode.jsTypeSafe JevGitHub
Nikita KolmogorovNikita Kolmogorov@backmeupplz

Jev Anti-Spam Bot

A Telegram bot that deletes only the spam Jev is sure about.

GuardrailsBungrammYGitHub
Nicholas UnderwoodNicholas Underwood@shiftynick
jev-axi

jev-axi

A shell CLI for agents: pick, rate, check, rank, triage and guard.

GuardrailsNode.jsTypeSafe JevGitHub
Tomohiko HirakiTomohiko Hiraki@tomohikohiraki

jev-browser (Playwright)

One Jev and Playwright core behind a typed SDK, a CLI and an MCP server.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
colineycoliney@coliney

Jev Browser Use

A Codex skill: Jev clicks, Codex thinks and checks the result.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Ying-Kai LiaoYing-Kai Liao@yingkailiao

jev-browser

Browser automation where an LLM plans and Jev decides.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Eronmonsele AigbilueseEronmonsele Aigbiluese@eronmonseleaigbiluese

jev-cua

A local computer-use fast path for Codex and Waku.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
yikangy873yikangy873@yikangy873

jev-desktop

Jev picks the action inside Codex Computer Use.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Roman SlackRoman Slack@RomanSlack
jev-drone
DEMO

jev-drone

A simulated drone that asks Jev for a judgment 2.5 times a second.

Agent RoutingMuJoCoPythonGitHub
Ravinder PooniaRavinder Poonia@ravinderpoonia

jev-flash-router

An MCP server so coding agents stop spending tokens on small choices.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
AstroHanAstroHan@astrohan

jev-harness

Every tool result is filtered by Jev before the model reads it.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
HyunjunJeonHyunjunJeon@hyunjunjeon

jev-judgment

An agent skill that sends a coding agent’s closed judgments to Jev.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
Friedjof NoweckFriedjof Noweck@friedjofnoweck

jev-mobile

Android control loops with Jev and Mobile MCP.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
BrainstormityBrainstormity@brainstormity

Jev Moderation Bot

A Discord moderation bot with Jev making the calls.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
Jeremy HuangJeremy Huang@1jehuang

Jev PR Labeler

GitHub PR labels chosen by Jev, with size measured as scope, not lines.

Coding AgentsPythonGitHub ActionsGitHub
Tamara TranTamara Tran@tamaratran

jev-pruner

Trims long Bash output with Jev before Claude reads it.

Coding AgentsClaude CodeTypeSafe JevGitHub
skeptruneskeptrune@skeptrune

Jev Recruiter

A LinkedIn recruiting agent that browses profiles and saves the evidence.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
MirkoSonioMirkoSonio@mirkosonio

jev-reflex

Claude thinks, Jev reacts: browser tasks at about 100 ms a decision.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Ahmad Sofi-MahmudiAhmad Sofi-Mahmudi@choxos
Jev Reviewer
DEMO

Jev Reviewer

Systematic-review data from trial reports, every answer a verbatim quote.

Search & Semantic RetrievalBrowserTypeSafe JevGitHub
タイドタイド@plattypuus

jev-router

A per-turn router that sends easy Claude Code or Codex work to a fast model and hard work to a stronger one.

Agent RoutingJevClaude CodeGitHub
Elia AlbertiElia Alberti@EliaAlberti
jev-rules

jev-rules

Jev picks which of your rules apply, so Claude only sees those.

Coding AgentsClaude CodeTypeSafe JevGitHub
MUKiMUKi@mukiwu

Jev Search MCP

Plain-language web search where Jev picks the sources.

MCP / SkillsTypeSafe JevSearch1APIGitHub
Akash PriyadarshiAkash Priyadarshi@akashpriyadarshi

jev-seo

An agent-first SEO and GEO CLI in Rust, with DuckDuckGo and Jev.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
Jiaqi GuJiaqi Gu@jiaqigu

jev-skill-router

Skill routing for an agent, decided by Jev.

Evidence: COMMUNITY OBSERVED
Agent RoutingJevGitHubGitHub
Akash PriyadarshiAkash Priyadarshi@akashpriyadarshi

jev-superpowers

A skills framework for coding agents, with Jev gates and vetting.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
savka777savka777@savka777

jev-use

Say it, and your Mac does it, with no vision model.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Coco ResearchCoco Research@cocoresearch

jev-use (voice)

Voice control for macOS where Jev is the fallback, not the router.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Moritz KrembMoritz Kremb@moritzkremb

jev-voice-browser

A browser you control by voice, from Moritz Kremb’s Jev tutorial.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Michael PoageMichael Poage@RubyBrewsday
jevcumber
DEMO

jevcumber

Cucumber tests from the .feature file alone. No step definitions.

Browser AgentsNode.jsTypeSafe JevGitHub
MA
MathBullied@MathBullied
jevgrep
DEMO

jevgrep

Semantic code search for agents: find behaviour, not strings.

Search & Semantic RetrievalJevMCPGitHub
Omar HernandezOmar Hernandez@omarhernandez

jevmod

Moderation with a probability per category and thresholds you set.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
BrainwiresBrainwires@brainwires

jevwire

A decision layer for agents: MCP server, library and Claude Code plugin.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
sushrutb17sushrutb17@sushrutb17

LinkedIn NoSlop

A Chrome extension that blurs low-value LinkedIn posts.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
DroidrunDroidrun@droidrun
Mobile Jev
DEMO

Mobile Jev

A mobile agent on a real Android phone, with Jev making each decision.

Browser AgentsTypeSafe JevMobilerun APIGitHub
TianyuCodingsTianyuCodings@tianyucodings

NanoJev

A 0.6B replica: parallel decisions in one forward pass, no decoding.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
NotraNotra@notra

Notra

Turns your work into content, with Jev classifiers for GEO.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
Eric ZhangEric Zhang@ericzhang

openjev-sglang

A public Jev-compatible API on an open model: 64 tasks in under a second.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
NourNour@nourhelmi

pi-jev-compaction

Automatic context clearing for Pi, without losing the conversation.

Coding AgentsPiTypeSafe JevGitHub
Safzan PiraniSafzan Pirani@safzanpirani

pi-jev-skill-picker

Ranks the Pi agent’s skills for the task in front of it.

MCP / SkillsPiTypeSafe JevGitHub
Max LvMax Lv@madeye

pi-jev

A Pi extension: Jev picks the file excerpts, a local model writes the code.

Coding AgentsPiTypeSafe JevGitHub
FiledFiled@filed

playjev

Typed browser automation: Playwright acts, Jev decides.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
lyklyk@lykycy123
RoboJEV
DEMO

RoboJEV

Two-stage Jev control of a Franka Panda arm in MuJoCo.

Agent RoutingMuJoCoPythonGitHub
Eugene CheahEugene Cheah@eugenecheah

Simple Jev

An open-source library that turns any Hugging Face model into a Jev-style endpoint.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
Daniel WilloughbyDaniel Willoughby@danielwilloughby

Sniff Test

A prose linter for AI writing tells: regex rules plus Jev for judgment.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
Hitakshi AroraHitakshi Arora@hitakshiarora

solari-reflex

A speed layer for computer use: one Jev decision per step.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
mossyfieldmossyfield@mossyfield

ST-jeved

A SillyTavern extension that measures each reply before it lands.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
Kevthetech143Kevthetech143@kevthetech143

super-jev

A small decision-to-action harness for Jev.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Matthew BlodeMatthew Blode@matthewblode

taste-lint

Catches AI slop in a diff before it ships.

Evidence: COMMUNITY OBSERVED
Coding AgentsJevGitHubGitHub
Shingo ImotaShingo Imota@shingoimota

tenbin

Split a judgment into Choice, Score and Noul, lint it, then measure it.

Evidence: COMMUNITY OBSERVED
Tool SelectionJevGitHubGitHub
Milind SoniMilind Soni@milindsoni

TipTour

A pointer companion for the Mac, with Jev driving the cursor.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
AteeqAteeq@ateeq

Tocsin

22.8M log lines grouped into patterns, then one question each.

Evidence: COMMUNITY OBSERVED
Agent EvaluationJevGitHubGitHub
タイドタイド@plattypuus

typesafe-mcp

An MCP connector that gives Claude Code, Claude Desktop, and Codex typed Jev judgments.

MCP / SkillsJevMCPGitHub
VercelVercel@vercel

eve

Vercel’s open agent framework, with Jev as its default evaluate model.

Evidence: COMMUNITY OBSERVED
Browser AgentsJevGitHubGitHub
Ghaleb DweikatGhaleb Dweikat@GhalebDweikat

winnow

A context sieve for Claude Code: Jev judges each tool result before it lands.

Coding AgentsClaude CodeTypeSafe JevGitHub
thruwirethruwire@thruwire

Foreman - Jev Supervision for Autonomous Codex Sessions

Software factory foreman based on TypeSafe's Jev model supervising autonomous Codex runs.

Stars: 530+Target Agent: Codex CLISupervision: Per-Turn Guidance
Agent RoutingTypeScriptCodex CLIGitHub
irfndiirfndi@irfndi

Prism - Autonomous LP Trading Agent with Jev Market Regimes

Autonomous DLMM liquidity rebalancing with Jev detecting toxic flow and market pressure.

DEX: Meteora DLMMArchitecture: Regime ClassificationExecution: Deterministic Smart Contracts
Tool SelectionTypeScriptSolana / Meteora DLMMGitHub
Vercel LabsVercel Labs@vercel-labs

json-render - Generative UI Component Assembly with Jev

Vercel Labs' generative UI framework using Jev for discrete component and layout selection.

Stars: 18,200+Framework: React 19 / Next.jsSpeedup: Instant Assembly
Tool SelectionTypeScriptReact 19GitHub
lahfirlahfir@lahfir

Agent Desktop - Reliable OS Accessibility Automation in Rust

Desktop computer use via OS accessibility trees with Jev choosing stable UI targets.

Stars: 1,600+Core Engine: RustInterface: Accessibility Trees
Browser AgentsRustmacOS / Windows Accessibility APIsGitHub
Faadil ShaikFaadil Shaik@fhshaik

typesafe-mario - Direct Emulator RAM State Control with Jev

Plays Super Mario Bros. by reading structured emulator RAM without computer vision.

Stars: 370+Mechanism: RAM State DirectTarget Game: Super Mario Bros
Browser AgentsPythonNES EmulatorGitHub
Emrick GarrettEmrick Garrett@emrickgarrett

OneVOneJev - 1v1 Browser FPS Arena Powered by Jev

Fast-paced Three.js quickscope arena with Jev making real-time tactical decisions.

Engine: Three.js / WebGLMode: 1v1 FPS QuickscopeTick Rate: Sub-100ms
Browser AgentsJavaScriptThree.jsGitHub
Michael Hunger (jexp)Michael Hunger (jexp)@jexp

neo4jev - Graph Traversal & Relationship Classification with Jev

Navigating Neo4j graph structures by classifying the most promising edge at each node.

Stars: 120+Database: Neo4j / CypherTraversal: Edge Classification
Search & Semantic RetrievalPythonNeo4j Graph DatabaseGitHub
Akash PriyadarshiAkash Priyadarshi@AkashPriyadarshii

jev-curate - High-Throughput Dataset Sifter in Rust

High-throughput synthetic and pretraining dataset sifter for TypeSafe Jev.

Core: Rust StreamingFormats: Parquet & JSONLThroughput: 24 rows/sec
Tool SelectionRustParquetGitHub
monteduromonteduro@monteduro

killmyidea - Startup Idea Evaluation & Roaster with Jev

Input a startup idea and Jev scores it from multiple angles, outputting KILL, FIX, or SHIP.

Stars: 140+Verdict: KILL / FIX / SHIPSpeed: Instant Analysis
Tool SelectionTypeScriptNext.jsGitHub
sharzikisharziki@sharziki

SemDecide - Typed Semantic Decisions for Unix Pipelines & CI

Turn Jev into a command-line tool: classify, score, and filter directly in the Shell.

Interface: Unix Stdin / StdoutTarget: CI Pipelines & ShellStars: 50+
Tool SelectionGo / ShellUnix CLIGitHub
Thorsten Ball (mrnugget)Thorsten Ball (mrnugget)@mrnugget

jev-shell-history - Fish-Style Zsh Autosuggestions with Jev

Ranks and autosuggests past shell commands in zsh using Jev semantic relevance.

Shell: ZshStars: 100+Style: Fish Autosuggestions
Tool SelectionZshShell PluginGitHub
ChetasLuaChetasLua@ChetasLua

jevmeter - Live Video Sentiment & Perspective Scoring Overlay

Scores statements in video transcripts sentence-by-sentence and renders a live meter edit.

Output: 16:9 Rendered MP4Pipeline: Whisper + FFmpeg + JevStars: 80+
Tool SelectionPythonWhisperGitHub
Dev MortimerDev Mortimer@DevMortimer

pi-warden - Non-Intrusive Guardrails & Loop Protection for Pi Agents

Enforces project rules on every write, catches loops, and halts unverified done claims.

Stars: 130+Hold Rate: ~3 per 1,000 callsTarget: Pi Agents
Agent RoutingTypeScriptPi FrameworkGitHub
ColinColin@AboveColin

Jev for Home Assistant: Sensors, Automations & Assist

HA-Jev turns typed answers into Home Assistant sensors, automation actions, and Assist conversation decisions.

Platform: Home AssistantEntities: Typed Sensors & ActionsStars: 50+
Tool SelectionPythonHome Assistant CoreGitHub
Standard AgentsStandard Agents@standardagents

jevpilot - Three.js Driving Simulator with Jev Autopilot

Playable Three.js driving simulator with Jev selecting route options and speed regimes.

Stars: 180+Graphics: Three.js / WebGLControl: Closed-Loop Autopilot
Browser AgentsJavaScriptThree.jsGitHub
Theo LeeTheo Lee@TheoLeeCJ

SemIf - Direct Choice Probability Extraction from Open Models

Independent research reading choice probabilities directly from open model logits.

Stars: 1,500+Approach: Logit ExtractionLicense: Open Source
Tool SelectionPythonPyTorchGitHub
ReplyNodesReplyNodes@replynodes

ReplyNodes - SaaS Website Messaging & Clarity Audit with Jev

Audits SaaS landing pages for product clarity, target audience fit, and conversion triggers.

Target: SaaS Landing PagesDimensions: 6 Core CriteriaAnalysis: Instant Copy Audit
Tool SelectionTypeScriptNext.jsGitHub
Marissa FamularoMarissa Famularo@MarissaFamularo

Paper Trellis - Scientific Citation Validation with Jev

Verifies whether cited papers actually support the claims made in academic text.

Target: Scientific CitationsPipeline: Citation Parsing + Jev ScoringAuditing: Human-in-the-Loop
Search & Semantic RetrievalPythonPDF ParserGitHub
TH
Thin-Illustrator-912@Thin-Illustrator-912

Jev Agent Toolkit

A portable coding-agent Skill with an optional Jev MCP bridge.

MCP / SkillsTypeSafe Jev APIAgent SkillsGitHub
TR
Trainer_Intelligent@Trainer_Intelligent

JarvisCore Jev Routing

Jev decisions for RAG classification and agent/model routing.

Agent RoutingJarvisCorePythonGitHub
Chris TateChris Tate@ctatedev
json-render + Jev: Instant Generative UI
DEMO

json-render + Jev: Instant Generative UI

Chris Tate combines json-render with Jev to generate UI components, actions, and entire design system layouts in milliseconds.

Likes: 7.8kRetweets: 502Category: Agent Routing
Agent RoutingJevjson-renderGitHub
TI
TianyuCodings@tianyucodings

JevHarness

LLM-written Jev harnesses, with reward reflection over the full trajectory.

Category: BROWSER AGENTSource: Verified Open Source
Browser AgentsJevTypeSafe AIGitHub
ZE
ZephyrDeng@zephyrdeng

ego-jev

One ~0.4 s typed decision per DOM step, instead of an LLM turn.

Category: BROWSER AGENTSource: Verified Open Source
Browser AgentsJevTypeSafe AIGitHub
YA
yangyu666@yangyu666

dsh-jev-prune

Context compaction for DeepSeek Harness, judged by Jev.

Category: BROWSER AGENTSource: Verified Open Source
Browser AgentsJevTypeSafe AIGitHub
AG
agent-chaperone@agentchaperone

Agent Chaperone

Screen an agent's tool calls with Jev before they run.

Category: BROWSER AGENTSource: Verified Open Source
Browser AgentsJevTypeSafe AIGitHub
ZJ
zjunlp@zjunlp

JevLoop

An agent loop where the decisions cost no LLM call.

Category: BROWSER AGENTSource: Verified Open Source
Browser AgentsJevTypeSafe AIGitHub
SU
SuperTurbo@superturbo

Hawk or dove?

Fed press conferences scored word by word, Jev against chat models.

Category: FINANCE & RISKSource: Verified Open Source
GuardrailsJevTypeSafe AIGitHub
PR
Prosper Otemuyiwa@prosperotemuyiw

jevocks

A stock terminal: Valyu brings the evidence, Jev gives the status.

Category: FINANCE & RISKSource: Verified Open Source
GuardrailsJevTypeSafe AIGitHub
MA
maybern-tripp-smith@mayberntrippsmi

fedjev-bench

Does Jev hear a rate rise coming in an FOMC statement?

Category: FINANCE & RISKSource: Verified Open Source
GuardrailsJevTypeSafe AIGitHub
TI
tiandee@tiandee

codex-jev-router

Route Codex work through a Jev decision.

Category: MODEL ROUTINGSource: Verified Open Source
Agent RoutingJevTypeSafe AIGitHub
JE
jev-chat@jevchat

jev-chat-jarvis

A reply co-pilot for phone chat apps: it reads the screen and drafts, you send.

Category: DEV TOOLSSource: Verified Open Source
Coding AgentsJevTypeSafe AIGitHub
DA
David-Lolly@davidlolly

Jev-Compatible

Make an existing SGLang or vLLM deployment answer as a decision service.

Category: DEV TOOLSSource: Verified Open Source
Coding AgentsJevTypeSafe AIGitHub
JE
jev-chat@jevchat

jev-chat-windows

A WeChat reply helper for Windows: screenshot, local OCR, three drafts.

Category: DEV TOOLSSource: Verified Open Source
Coding AgentsJevTypeSafe AIGitHub
YI
Yijun Yu@yijunyu

jev-rs

A Rust, Jev-compatible /v1/systemone engine, one prefill per judgement.

Category: DEV TOOLSSource: Verified Open Source
Coding AgentsJevTypeSafe AIGitHub
MI
mizchi@mizchi

jev-test-filter

Score every test against a git diff, then emit the runner arguments.

Category: DEV TOOLSSource: Verified Open Source
Coding AgentsJevTypeSafe AIGitHub
SM
smkrv@smkrv

jev-calibrate

Tune your Jev questions against your own labels, then confirm on held-out data.

Category: DATA & SEARCHSource: Verified Open Source
Search & Semantic RetrievalJevTypeSafe AIGitHub
CH
chenmingtang830@chenmingtang830

jevgraph

Knowledge graphs built from typed relation decisions, with the evidence kept.

Category: DATA & SEARCHSource: Verified Open Source
Search & Semantic RetrievalJevTypeSafe AIGitHub
NA
Nandakishor M@nandakishorm

Laya

Open weights that answer typed questions in one forward pass, 33 ms on a T4.

Category: DATA & SEARCHSource: Verified Open Source
Search & Semantic RetrievalJevTypeSafe AIGitHub
ST
stas4000@stas4000

jev-papers

A thousand arXiv papers, one Jev decision each, checked by an LLM judge.

Category: DATA & SEARCHSource: Verified Open Source
Search & Semantic RetrievalJevTypeSafe AIGitHub
RI
Rizzo AI Academy@rizzoaiacademy

rizzo-flow

The open, local take on Jev: typed decisions without generating a token.

Category: DATA & SEARCHSource: Verified Open Source
Search & Semantic RetrievalJevTypeSafe AIGitHub
EP
epergaboni@epergaboni

JevSEO

An open-source SEO, AEO and GEO auditor that separates fixed rules from Jev judgments.

Agent EvaluationJevNext.jsGitHub
24
2456868764@2456868764

jevguide

Curated Jev showcases from X, by category, with media previews.

Category: GROWTH & SEOSource: Verified Open Source
Agent RoutingJevTypeSafe AIGitHub
QS
qs-lll@qslll

twitter-jev-guard

Low-quality, spam and ad posts get a translucent watermark.

Category: GROWTH & SEOSource: Verified Open Source
Agent RoutingJevTypeSafe AIGitHub
EH
ehui1226@ehui1226

hookmeter-jev

Millisecond viral hook telemetry, in a Chrome extension.

Category: GROWTH & SEOSource: Verified Open Source
Agent RoutingJevTypeSafe AIGitHub
EI
eijiaraki@eijiaraki

toxic-filter

Chosen expressions on X get blurred out.

Category: GROWTH & SEOSource: Verified Open Source
Agent RoutingJevTypeSafe AIGitHub
YU
YuanKJing@yuankjing

Jev-as-Policy

One-click simulation setup with Jev as the control policy.

Category: ROBOTICS & IOTSource: Verified Open Source
GuardrailsJevTypeSafe AIGitHub
AB
Ably Labs@ablylabs

Jev Pong

Pong where the ball moves one step per model decision. Jev against the LLMs.

Category: GAMING AISource: Verified Open Source
Tool SelectionJevTypeSafe AIGitHub
PA
Paul@paul

jev-piano

Jev can’t write a note, but with the right questions it improvises piano.

Category: GAMING AISource: Verified Open Source
Tool SelectionJevTypeSafe AIGitHub
ME
Meteor Simulation@meteorsimulatio

TypeEvacSafe

A fire evacuation simulation with a Jev-style decision for each person.

Category: GAMING AISource: Verified Open Source
Tool SelectionJevTypeSafe AIGitHub
CH
chalkychalk42@chalkychalk42

A leveling agent that gets cheaper as it runs

A guide-directed WoW agent designed to spend less the longer it plays.

Category: GAMING AISource: Verified Open Source
Tool SelectionJevTypeSafe AIGitHub
MA
Maxim Saplin@maximsaplin

LLM Chess: jev-latest

Jev played 80 games in a chess benchmark and made no illegal move.

Category: GAMING AISource: Verified Open Source
Tool SelectionJevTypeSafe AIGitHub
Hrishikesh ChappadiHrishikesh Chappadi@hrishirc1990

jev-browser-wingman

A bounded browser-action tool for Claude Code and OpenCode on a real logged-in Chrome session.

Browser AgentsJevClaude CodeGitHub
Fahad SaleemFahad Saleem@Pakgowithai

jev-browse

One-call browser sub-tasks for Claude Code and Codex, with Jev choosing each low-level action.

Latency: A few hundred ms per Jev decisionAgent turns: Fewer full model turns
Browser AgentsJevbrowser-harnessGitHub
0xShikhar⚡️0xShikhar⚡️@0xShikhar

JEV Fuse

A governed execution layer that turns Jev probabilities into deterministic policy actions.

GuardrailsJevClaude CodeGitHub
JO
jonathanavis96@jonathanavis96
jev-kit for Claude Code

jev-kit for Claude Code

A Claude Code kit that wires Jev into guards, sub-agent sizing, search, browsing and review.

Jev decision latency: ~0.3 sCode-only pass-through: 93% / ~33 msOver-tiered dispatches: 20/27
Coding AgentsClaude CodeJevGitHub
BL
Blocboiven@Blocboiven

CasaJev

A local Jev harness that builds, verifies and reuses narrow tools across agent tasks.

New tool build: 29.29 sTool reuse: 2.07 sJev path median: 1.80 s (six-task synthetic pilot)
Coding AgentsJevCodexGitHub
Daniel AgriciDaniel Agrici@AgriciDaniel
Jev SEO Audit by Daniel Agrici

Jev SEO Audit by Daniel Agrici

A Claude Code skill and CLI that audits a live site, keeps rule checks in code, and uses Jev for typed page judgments.

Agent EvaluationPythonTypeSafe JevGitHub
AbroAbro@br_huni
ClearJev — Codex Prompt Model Routing
DEMO

ClearJev — Codex Prompt Model Routing

An independent Codex CLI skill where Jev selects a model for each prompt.

Coding AgentsCodex CLITypeSafe JevGitHub
vechenvechen@miu21590

Astra-Ares — Adaptive Reasoning in Codex

An experimental patched Codex CLI that uses Jev to adjust GPT-6 Astra reasoning effort mid-task.

Coding AgentsCodex CLI forkGPT-6 AstraGitHub
MikaMika@mika_systems
Jev Semantic Code Reading for Claude Code
DEMO

Jev Semantic Code Reading for Claude Code

A Claude Code plugin that uses Jev to locate relevant code and narrow large reads before the agent consumes context.

Coding AgentsClaude CodeTypeSafe JevGitHub
SantiagoSantiago@svpino
Hotel Review Filtering with Jev
DEMO

Hotel Review Filtering with Jev

Compare hotels by the review details that matter to you: Wi-Fi and noise.

Agent EvaluationTypeSafe Jev via OpenRouterApifyGitHub
MIKEMIKE@mikenevermiss
Jev Skills for Routing, Guardrails and Fan-out
DEMO

Jev Skills for Routing, Guardrails and Fan-out

Reusable community skills for adding Jev decisions to agent workflows.

MCP / SkillsTypeSafe JevAgent skillsGitHub
Jetwani AvinashJetwani Avinash@jetwaniavinash
Claude Code Project Memory with jevmem
DEMO

Claude Code Project Memory with jevmem

Keep useful decisions between coding sessions instead of saving every message.

Coding AgentsTypeSafe JevClaude CodeGitHub
PageIndexPageIndex@PageIndexAI
Long-Document Search with Jev and PageIndex

Long-Document Search with Jev and PageIndex

Find answer pages in long PDFs through a document tree.

Search & Semantic RetrievalTypeSafe JevPageIndexGitHub
Jon KraayenbrinkJon Kraayenbrink@kraayenJon
Search and Organize Saved LinkedIn Posts
DEMO

Search and Organize Saved LinkedIn Posts

Find useful posts again in a categorized bookmark board.

Search & Semantic RetrievalTypeSafe JevPythonGitHub
Kostas (tsale)Kostas (tsale)@tsale
Reconstruct an Incident Timeline with Jev

Reconstruct an Incident Timeline with Jev

Start with a confirmed malicious event and review which related activity belongs to the same incident.

GuardrailsTypeScriptTypeSafe JevGitHub
SumanthSumanth@Sumanth_077
Review Data Questions and SQL Answers with Jev

Review Data Questions and SQL Answers with Jev

Ask a SQLite question and review the generated SQL and its evidence.

Agent EvaluationTypeSafe JevQwenGitHub
EduardoEduardo@eduardo_builds
Find Answer Passages on a Web Page with Jev
DEMO

Find Answer Passages on a Web Page with Jev

Ask a page a question and jump to passages that answer it.

Search & Semantic RetrievalTypeSafe JevChrome extensionGitHub
IanIan@dumbfook
Filter Your X Timeline with Jev
DEMO

Filter Your X Timeline with Jev

Choose unwanted topics and let Jev judge each post.

GuardrailsTypeSafe JevChrome extensionGitHub
EV
EvanProgramming@EvanProgramming

Label GitHub Issues and Pull Requests with Jev

Select existing repository labels from issue and pull-request evidence.

Agent RoutingTypeScriptGitHub ActionsGitHub