AI-assisted summaries and translations. Check original sources for context and performance claims.
ÜBERSETZT
4 clicks / 7d
browser-use
Ultra-schneller Browser-Agent: Jev wählt in einer Anfrage die Operation und das DOM-Element aus; ein kleines LLM schreibt nur Text, wenn das Tippen erforderlich ist.
JEVLAB ART
Source-linked curation
ÜBERSETZT
4 clicks / 7d
tamaratran
Plugin für Claude Code, der Zusammenfassungen durch Jev-Entscheidungen ersetzt. Jeder Werkzeugaufruf und das Ergebnis werden in einem schnellen Antrag bewertet, veraltete werden gelöscht oder abgeschnitten, alles andere bleibt unverändert.
JEVLAB ART
Source-linked curation
CodeAlive
A moderation system for Mastra agents that processes inputs in a single file.
JEVLAB ART
Source-linked curation
Jerry the Martian
Reduces context usage by 30-55% through Jev-based compaction for OMP agents.
JEVLAB ART
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madeye
Jev-assisted file retrieval and request caching for faster Pi workflows.
JEVLAB ART
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compozy
Context-pruning proxy for Claude Code and Codex: Jev judges which history is still needed, measured not claimed. POC here now, heading soon into https://github.com/compozy/compozy.
JEVLAB ART
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Pierre-Eliott Lallemant
Jev analyzes outreach messages to identify signals that lead to booked demos, improving campaign performance.
Source-linked curation
RaZaan
A Chrome extension enabling agents to browse and interact with websites, utilizing Jev for decision-making.
Source-linked curation
GodsBoy
Typed, confidence-aware agent skill routing with TypeSafe Jev.
JEVLAB ART
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Pedro Knigge
A developer project providing a local MCP server for running pre-made Jev question packs.
JEVLAB ART
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Heman10x-NGU
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground.
JEVLAB ART
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droidrun
Standalone Android agent for Mobilerun where Jev makes every decision, with a live React studio and an Uber demo.
JEVLAB ART
Source-linked curation
x.com
A community post describes a plugin that manages agent context by analyzing and pruning unnecessary data, available in Spanish.
JEVLAB ART
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Ravinder Poonia
An agent project aimed at reducing token usage for coding agents via an MCP server.
JEVLAB ART
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Alex Hancock
An experiment using Jev for real-time model selection in AI agents, collected for the agents shelf.
JEVLAB ART
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luantak
Scans a codebase for covert, deceptive, or data-stealing behavior with Jev, then reports suspicious files and line ranges before the user runs it.
JEVLAB ART
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Robin Bilgil
Detects low-quality content in real-time as users scroll.
JEVLAB ART
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x.com
A community post providing a tutorial on Jev, including demos for browser control and AI memory.
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Cris Lenta
A community post describing 500 real-time agents operating in a 3D environment with notable performance metrics.
JEVLAB ART
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Notte
Jev automates browser tasks by selecting actions from a dynamic action space.
Source-linked curation
Marcelo Mendes
An agent that plays Tetris with rapid decision-making capabilities. Shows potential for real-time game automation.
JEVLAB ART
Source-linked curation
www.youtube.com
Tutorial covers API setup and building prototypes with Jev and LLMs.


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ego
Agent makes rapid shopping decisions using Ego Lite and Jev. Completes 20 product evaluations in under 4 seconds.
JEVLAB ART
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Rafal Wilinski
A massively parallel browser-based adversarial testing suite for evaluating releases, costing pennies.
JEVLAB ART
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Clownware
An agent project that enforces policies by judging Claude Code tool calls.
JEVLAB ART
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Milind S
A system using Jev to interact with computer interfaces without screenshots, relying on local CoreML models and OCR.
Source-linked curation
Instructa
A deterministic model routing system for coding agents with a skill for Codex.
JEVLAB ART
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brnyxx
Browser use for coding agents, 3-5x faster than browser-use. MCP server + CLI; TypeSafe Jev decides every step in ~300 ms.
JEVLAB ART
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RubyBrewsday
Write Cucumber tests with just the .feature file. No step definitions — Jev (TypeSafe AI) resolves each Gherkin step and Playwright runs it.
JEVLAB ART
Source-linked curation
AkashPriyadarshii
100% free ₹0 agent-first SEO & GEO CLI suite and MCP server in Rust replacing Semrush and OpenSEO via DuckDuckGo and TypeSafe Jev System One.
JEVLAB ART
Source-linked curation
x.com
A community experiment using Jev as a plugin in Claude to reduce unnecessary tool calls, cutting token count from 1M to 86K.
JEVLAB ART
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Starchild
Starchild uses Jev for real-time prompt classification, reducing costs by 20x and increasing speed by 6x with average processing time of 140ms.
JEVLAB ART
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www.youtube.com
A tested resource evaluating Jev's capabilities in browser automation and support tasks.


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0xLogicrw
Thread cataloguing the first wave of Jev tools: MCP servers, routers, reviewers, and browser agents.
JEVLAB ART
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HyunjunJeon
Agent Skill: send closed coding-agent judgments to TypeSafe Jev.
JEVLAB ART
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prasanth263
A developer project for the agents shelf featuring a local MCP gateway with Jev tool discovery and a dashboard.
JEVLAB ART
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Marcel Pociot
Marcel Pociot's browser extension that collapses posts based on a Jev judgment.
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John Yeo
A community post about improving a Slack agent's speed using Jev for faster skill and tool classification.
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24601
Agent skill: design judgment-assisted systems with TypeSafe Jev (System One). Maps Choice/Score/Noul onto decision theory, reranking, and routing. Composition algebra, question design, validation gates. MIT.
JEVLAB ART
Source-linked curation
jkudish
Proof of concept MCP for Typesafe's new Jev AI model.
JEVLAB ART
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Kyle Jeong
A small agent using Jev compaction to manage searchable memory efficiently.
JEVLAB ART
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Dicklesworthstone
Rust CLI powered by Jev from TypeSafe.ai that ranks agent skills for the next step using live session context. Includes Claude Code hooks, structured JSON, abstention, and local feedback. Requires a TypeSafe API key.
JEVLAB ART
Source-linked curation
Agent Labs
A developer project where Jev assists in browsing by selecting actions, with an LLM planning and citing sources.
JEVLAB ART
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burnigtm
MCP server that puts TypeSafe Jev on the coding loop in Cursor, Codex, and any MCP client.
JEVLAB ART
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devagrawal09
A staged code-review workflow and local dashboard built with TypeSafe Jev.
JEVLAB ART
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simota
MCP server and agent skill for the TypeSafe AI System One API (Jev): decompose a judgment into Choice / Score / Noul questions, lint them, measure on labelled data, and put calibrated thresholds in code.
JEVLAB ART
Source-linked curation
Shashank H
Context curator for Pi agent using Jev technology.
JEVLAB ART
Source-linked curation
www.youtube.com
Retriever AI evaluates Jev's performance on real browser tasks, identifying strengths and areas for improvement in integration with larger models.


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Miguel Ríos Berríos
AgentRun leverages Jev for creating self-sufficient agent workflows.
JEVLAB ART
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Idan Levin
Jev achieved 100% task success on the WebMCP benchmark with significantly lower model costs compared to other systems, using a combination of tool selection and argument generation.
JEVLAB ART
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skillsagentes.com
A resource explaining Jev's functions, costs, and evaluation metrics as TypeSafe's System One model.
JEVLAB ART
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Rafal Wilinski
A community post about humor management on a social platform.
JEVLAB ART
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bojansandhaus
Safety checks for Hermes and other AI agents before they act, ask for approval, or verify a change.
JEVLAB ART
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phyous
TypeSafe Jev plays original Civilization II in a browser, with live action probabilities. Experimental full-game harness.
JEVLAB ART
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eriestra
Almond-fastloop: Almond's browser computer-use rig (Chrome DevTools + TypeSafe Jev), and the Browser Use Olympics benchmark it is measured on.
JEVLAB ART
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choxos
Data extraction for systematic reviews, quoted from the papers. Ask a trial report and its supplements your extraction form or a RoB 2, ROBINS-I, QUADAS-2 or TIDieR template; Jev points at the lines, every answer is a verbatim quote with its page, you check it and export the table. Files stay in your browser.
JEVLAB ART
Source-linked curation
x.com
Testing Jev as a search reranker shows limited improvement over vector retrieval, with mixed results depending on evaluation methods.
Source-linked curation
jvsteiner
Minimal agent loop where Jev directs control flow and a LangChain chat model writes argument values and the final response.
JEVLAB ART
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shiftynick
Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.
JEVLAB ART
Source-linked curation
ÜBERSETZT
greenyamao
Schnelle semantische Code-Suche und Diff-Sicherheitsprüfer für AI-Coding-Helper (Antigravity, Cursor, Claude Code), betrieben von TypeSafe System One.
JEVLAB ART
Source-linked curation
Romàn
A community post demonstrating Jev's ability to score 700 leads and predict outreach message performance in 40 seconds.
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DanRWilloughby
A prose linter that sniffs out AI writing tells. Zero dependencies, countable rules plus one judgment model.
JEVLAB ART
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0xNatoshi
Per-turn model & reasoning routing for Codex, driven by Jev (TypeSafe System One): picks the model, thinking depth and speed mode for every turn.
JEVLAB ART
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OFFIZIELL
TypeSafe AI
Official TypeSafe reference: Skill suggestion.
JEVLAB ART
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Kushwho
Audit your git diff against YAML coding-standards packs using TypeSafe's Jev model, from a CLI or your AI agent's command/skill.
JEVLAB ART
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ndolinschi
Route tasks to research/code/browser/support/writer agents via TypeSafe Jev.
JEVLAB ART
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HyunjunJeon
TypeSafe Jev as the pi coding agent's quiet decision layer.
JEVLAB ART
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abhishekashokvkumar
A developer project using Jev for plain-language MCP tool calls without an LLM.
JEVLAB ART
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madewithjev.com
A resource explaining Jev Engineering methodology for AI agent development.
JEVLAB ART
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yikangy873
A developer project for agents and browsers, where Jev selects actions within Codex Computer Use.
JEVLAB ART
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NiazMorshed2007
Local-first MCP plugin for continuous software-quality review by AI coding agents, powered by Jev.
JEVLAB ART
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marcus
A flexible and configurable CLI model router using TypeSafe Jev.
JEVLAB ART
Source-linked curation