Awesome Jev

Directory of projects built on Jev, TypeSafe AI's System One model.

Site: awesomejev.com (searchable, with GitHub stars refreshed daily).

Jev takes a state plus a set of typed questions (Choice, Score, Noul) and returns typed answers with calibrated probabilities in one request, no text generation. Model id jev-latest, endpoint POST https://api.typesafe.ai/v1/systemone, early access since 2026-09-15. Docs: docs.typesafe.ai.

Not affiliated with TypeSafe AI. To add a project, open a pull request or file an issue. See CONTRIBUTING.md.

899 entries · last refreshed 2026-09-22

Official

Docs, SDKs, and resources from TypeSafe AI.

TypeSafe AI - Company homepage, waitlist, and product overview.
Documentation - Introduction, primitives, patterns, cookbooks, HTTP API, and SDK references.
Quick start - Shortest path from an API key to a typed decision.
Playground - Paste a state, add questions, and see typed answers in the browser.
HTTP API reference - Request and response contract for POST /v1/systemone.
Primitives - Choice, Score, and Noul: the three question types and what they return.
Patterns - Speculative fan-out, confidence-gated routing, composite scoring, and intent routing.
Cookbooks - Reproducible recipes: parallel questions, reranking, guardrails, citation checks, extraction, hierarchical classification.
Smart home demo - Official interactive demo of speculative fan-out: many questions in one call, code keeps the relevant answers.
Workflow evals - Published eval methodology and per-model results for System One workflows.
Jev 1.13 jaggedness - Known failure modes of the current public model, documented by TypeSafe.
Introducing System One Models and Jev - Launch post: architecture, RLCD training, pricing, Doom and Wikiracing demos, FAQ.
Manifesto - The case for machine-native intelligence built for software, not conversation.
Discord - Official TypeSafe server. Builder demos live in the Show and Tell channel.
@typesafeai on X - Product and research updates.
TypeSafe agent skills (site) - Official agent skill for Claude Code, Codex, and compatible agents: primitives, patterns, and how to structure evaluations.
System One adapter (Python) - Official drop-in TypeSafeClient replacement backed by OpenAI, Anthropic, and compatible LLM APIs, for comparing Jev against chat models.
TypeSafe JavaScript SDK - Official TypeScript/JavaScript client with inferred answer types. npm install @typesafe-ai/sdk.
TypeSafe Python SDK (site) - Official sync and async Python client. pip install typesafe-sdk.

SDKs & clients

Community clients for languages without an official SDK.

advocaat - A small, type-safe client for asking AI questions about your data, powered by TypeSafe Jev.
ruby_decision_model - Ruby client for decision models such as Typesafe Jev.
jev (dannote) - TypeSafe Jev for OTP: reply to Jev from a GenServer and pattern match on its answer.
spring-ai-typesafe (site) - A Java SDK for the TypeSafe AI JEV API, & Spring AI TypeSafe integrations.
jevalyn - The decision layer for your Rails app. A Rails-native wrapper around TypeSafe's Jev System One API: typed, calibrated decisions in your control flow.
typesafe-sdk-go (atharvamhaske) (site) - Unofficial go sdk for typesafe ai.
typesafe-ai - Typed TypeSafe AI clients for Rust, with async and blocking backends and observable retries.
evoke (site) - Software, by reflex. A sentence becomes a call of a small program, chosen by Jev, TypeSafe AI's classifier, and run only when it is sure enough. Reflexes are recipes anyone can write, share and improve. A CLI you talk to, a package manager for reflexes from git, and a TypeScript SDK.
super-jev - A small, extensible decision-to-action harness for TypeSafe Jev.
typesafe-sdk-go (Tangerg) - Go SDK for the TypeSafe AI API — typed questions in, probability distributions out.
JevSwiftSDK - An independent, type-safe Swift SDK for TypeSafe Jev, with async/await, batching, retries, and SPM support.
zod-jev - Zod validates the shape, Jev validates the meaning: semantic checks on request bodies become calibrated probabilities you threshold in code.
jev-dsl - Agent-first Haskell DSL for TypeSafe's Jev judgment model: typed packets, inferred types, answers under the same labels.
jevgo (devbackend) - Unofficial Go client for the TypeSafe AI System One API (Jev) — typed questions in, calibrated answers out.
scala-jev-sdk - Effect-agnostic Scala 3 client for the System One API that runs on any sttp backend (Future, cats-effect, ZIO, Monix, or blocking) with answers typed by question value.
typesafe-dotnet-sdk (site) - Community .NET SDK for the TypeSafe AI System One API — typed noul, choice, and score questions with structured, confidence-scored answers. Not affiliated with TypeSafe AI.
typesafe-sdk (joshmn) - Ruby client for typesafe.ai.
typesafe_sdk (post) - An idiomatic, type-safe Elixir port of the official TypeScript AI SDK (ai / ai-sdk) providing unified LLM integrations, streaming text and structured outputs, tool calling, and agentic workflows. Jev is their current flagship model and is the first System One model.
jev-go - Community Go SDK for TypeSafe AI Jev / System One.
jev4k (site) - A Kotlin DSL and client for TypeSafe's Jev model.
JevR - R client for the TypeSafe Jev System One API.
rust-sysone - System One TypeSafe AI Rust Client (unofficial).
typesafe-ai-rs (site) - Independent async and blocking Rust SDK for the TypeSafe AI System One API.
jev (virolea) - Ruby client for the typesafe AI Jev model.
jev-go (Gaurav-Gosain) - Go client for TypeSafe's System One API and its model Jev: typed judgments and calibrated probabilities instead of generated text.
jev-java - Idiomatic Java SDK for TypeSafe AI Jev System One decision engine.
jev-java (gudcks0305) - Unofficial Java SDK for TypeSafe Jev and Vercel AI Gateway, with Spring Boot and WebClient support.
jod (site, post) - Semantic schemas over TypeSafe's Jev — validate the state locally, then project typed answers.
typesafe-sdk-dotnet - Unofficial .NET port of the TypeSafe AI client SDK (typed questions & answers).
typesafe-sdk-java (site) - Community Java client for the TypeSafe System One API (unofficial).
typesafe-sdk-rust - Rust SDK for the TypeSafe AI API.
typesafe-sdk-swift - Swift SDK for TypeSafe AI.
zio-typesafe-ai - Scala 3 / ZIO client for the System One API: typed end-to-end, several questions per round-trip via NamedTuple.
jev-android - A Kotlin Android SDK for UI automation powered by TypeSafe Jev, with an accessibility runtime and sample app.
jev-docs - Community-maintained history of Jev / TypeSafe System One APIs, SDKs, agent guidance, and engineering best practices.
jev-php-sdk (site) - PHP SDK for TypeSafe's Jev: send text and typed questions, get typed answers with calibrated confidence. PHP 8.1+, works with any PSR-18 client, Laravel 8–13.
jevclient (site) - Async Python client for TypeSafe Jev. Typed questions in, probabilities and choices out, no prose to parse.
jevgo - Go client for TypeSafe AI's System One API (Jev), with optional Langfuse instrumentation.
SystemOneDotNet - .NET client for TypeSafe System One (Jev) — typed questions in, typed answers with probabilities and confidence out. No prompt engineering, no output parsing.
typesafe-jev-bridge - Use the TypeSafe Jev decision model (System One) anywhere: zero-dependency OpenAI-compatible bridge for 9Router, Claude Code, Cursor, Cline & any OpenAI SDK. Typed yes/no, choice & score judgments via CLI or HTTP.
TypeSafeAI.Net (site) - .NET SDK for the TypeSafe AI platform.
decido - Probabilistic decisions for Python. Use Jev or bring your own provider; crawl with Playwright.
jev - Unofficial Go client for TypeSafe's System One API and its model, Jev.
jev (kataras) - A Go client for the TypeSafe AI's System One API and its model, Jev.
jev-go (guillemus) - Unofficial Go SDK for TypeSafe AI's Jev API.
jev-go (kyledickey) - TypeSafe.ai Jev Go SDK.
jev-harness-router (site) - Per-turn router for agent harnesses: one 350ms Jev call picks the model tier, effort, tools and skill, behind a hard deadline with a regex fallback. Claude Agent SDK adapter included.
qualm - Typed decisions from a System One model. An uncertain answer is a different type from a confident one — and the compiler makes you handle it.
s1-rs - Typed System One layer for Rust (Choice/Score/Noul).
system-one-playground (site) - Readable scripting, semantic code checks, a Go System One client, and Studio.
tinystruct-typesafe-sdk (site) - A tinystruct-based TypeSafe SDK with JEV model.
typesafe - An idiomatic Elixir client for the TypeSafe AI API.
typesafe_sdk_ex - Typesafe AI SDK in Elixir using Req.
typesafe-client - Unofficial typed async Rust client for the TypeSafe System One API.
typesafe-go (cole-gillespie) - Unofficial go SDK for typesafe AI, with typed answers, retries, and context support.
typesafe-go (zhirschtritt) - Idiomatic Go SDK for the TypeSafe AI API.
typesafe-rs (site) - Latency-first Rust SDK for TypeSafe System One.
typesafe-sdk (binnash) - PHP & Laravel SDK for TypeSafe AI's JEV Model series.
typesafe-sdk-go (dwisiswant0) (site) - Go SDK for TypeSafe AI.
typesafe-sdk-go (unimtx) - Community Go SDK for the TypeSafe System One API with typed Choice, Score, and Noul questions plus retries, contexts, and structured errors.
typesafe-sdk-ruby (site) - Unofficial Ruby SDK for the TypeSafe AI API (Jev model) - typed questions, retries, and typed errors. Community port of typesafe-sdk-js.
TypeSafe.Jev (site) - Typed AI decisions for .NET: ask Jev (TypeSafe AI System One) yes/no, choice and score questions and get a C# enum with calibrated probabilities back.
TypeSafeAI (site) - First-class, NativeAOT-ready .NET SDK for TypeSafe AI System One, generated with AutoSDK.
typesafeai-go - Go SDK for TypeSafe AI API https://docs.typesafe.ai/api.
kunobi-jev - Rust client for the TypeSafe System One API (Jev).
tinyjevclient - An integration with jev by typesafe.ai in Rust.
typesafe_ai (hfiguera) - A supervised Mint client for the TypeSafe AI System One API.
typesafe_ai (typesend) (site) - Unofficial Elixir SDK for the TypeSafe AI API.
typesafe-sdk-go - Unofficial Go SDK for the TypeSafe AI System One API — 1:1 parity with the official JS and Python SDKs. Not affiliated with TypeSafe AI.
typesafe-sdk-php (site) - Unofficial PHP SDK for the TypeSafe AI System One API — 1:1 parity with the official JS and Python SDKs. Not affiliated with TypeSafe AI.
typesafe.zig - An idiomatic Zig client for the TypeSafe AI API.

Integrations

Jev inside frameworks, gateways, and platforms.

eve (site) - Vercel's open agent framework, which ships Jev as the default evaluation model in its experimental evaluate path.
ai-cli (site) - Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.
pg-jev (site) - Ask your Postgres tables questions in plain language. A PostgreSQL extension powered by TypeSafe's Jev.
jev-shell-history - Fish-style zsh history autosuggestions ranked by Jev (TypeSafe).
neo4jev (post) - Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships.
pg_typesafe - Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.
jevmail - Open-source AI email triage for Gmail. Sorts your inbox into Needs reply, Updates, Promos, Sales and Spam with Jev, TypeSafe AI's decision model, via Vercel AI Gateway. Read-only, runs locally, 1,000 emails in about a minute for 3 cents.
HA-Jev - Home Assistant integration for TypeSafe Jev. Ask a question about your house and get a probability, a choice or a score as an entity.
Loki (site, post) - Self-improving agent harness with an optional TypeSafe Jev companion for typed Choice, Score, and Noul judgments.
ruby_llm-typesafe - TypeSafe structured-output provider for RubyLLM 2.
jevql (site) - Semantic SQL for Postgres, powered by Jev.
jev-feels - Semantic decisions as ordinary Ruby — feels?, decide, score, Rails validations and pattern matching powered by Jev.
typesafe-jev-workflow - Async LangGraph workflow that gets a typed Jev Choice (invoice or general) and routes each inbound email to the matching handler.
jevc (site) - Compile agent policy prose into deterministic verdict programs: narrow evidence questions for the model, the verdict computed in code. Install: npm i -g jev-compiler.
a0-typesafe-ai - TypeSafe AI Jev judgments for Agent Zero, with typed tools and probability cards.
typesafe-ui (site) - Shadcn-style reusable components and blocks for using TypeSafe AI.
typesafe-on-neon (post) - Neon Function proxy for the Neon AI Gateway with TypeSafe Jev routing.
jevmetrics - OpenTelemetry Collector connector that uses Jev to assess metric metadata and apply retention policies before export.
llama-index-jev - LlamaIndex reranker + router powered by TypeSafe Jev — typed scores/choices, cheaper than LLM-as-judge.
typesafe-assist - Home Assistant Assist conversation agent powered by TypeSafe's Jev (System One) model.
demo-symfony-typesafe - Démo : trier des demandes de support avec Jev (TypeSafe) et Symfony AI. Messenger, Live Components, Turbo, kit shadcn de UX Toolkit.
Jev4Mellea - Jev adapter to Mellea.
laravel-typesafe-jev - Unofficial Laravel integration for TypeSafe Jev AI with typed responses, async requests, scoped dependency injection, and testing fakes.
n8n-nodes-jev (site) - Helper n8n community node for Jev by TypeSafe. Classify, route, and score text with questions you define, and get a probability for every answer so unsure items can go to review.
n8n-nodes-typesafe-jev - N8n community node for TypeSafe Jev structured AI decisions.
pydantic-jev-examples - Pydantic AI capabilities made stronger with Jev: small runnable demos, one file each.
typesafe-ai-rails - Community Rails integration on the typesafe-sdk gem: configuration, persisted usage and cost telemetry, and opt-in confidence policies.
hush - GitHub Action for issue triage that abstains: label, spam, needs-info and duplicate in one call, each applied only above a threshold you set, and nothing at all below it.
jev-lens.nvim - Neovim popup for jev-lens verdicts: do I need to look, which files, and strip the debris.
judging-with-typesafe - Скилл для агентов Letta: суждения по критериям через TypeSafe System One (Jev).
agentgateway Jev guardrail example (post) - Jev as an LLM prompt guardrail inside the agentgateway proxy, with tracing and cost tracking.
Jev on Vercel AI Gateway (post) - Hosted typesafe-ai/jev for AI SDK evaluate calls, no TypeSafe waitlist required.
n8n-nodes-typesafe-ai (site) - N8n community node for the TypeSafe AI System One API — typed yes/no, choice and score questions with calibrated probabilities.
TrainLCD Jev rerank (post) - Pull request adding Jev to station-suggestion reranking in the TrainLCD transit app.
Vercel AI SDK provider (post) - @ai-sdk/typesafe-ai plus experimental_evaluate; use jev-latest as an evaluation model.

Agent tooling

Gates, routers, reviewers, MCP servers, and skills for coding agents.

fast-jev-compaction - Claude Code plugin that replaces the compaction summary with Jev decisions: every tool call and result is scored in one fast request, stale ones are dropped or truncated, everything kept stays verbatim.
jev-review (devagrawal09) (post) - A staged code-review workflow and local dashboard built with TypeSafe Jev.
foreman (site, post) - Software Factory Foreman: an agent supervisor that uses Jev decisions to keep coding agents on task.
jev-search (site) - Search the web with TypeSafe's Jev: source selection, query understanding and relevance ranking. Built with Search1API.
jev-router (gargpratyush) - Route to the cheapest model in claude code for your task using jev-router.
jev-mcp (jkudish) (post) - Proof of concept MCP for Typesafe's new Jev AI model.
typesafe-mcp (post) - Go CLI and single-binary MCP server exposing TypeSafe judgments to Claude Desktop, Claude Code, and Codex.
jev-review (NiazMorshed2007) - Local-first MCP plugin for continuous software-quality review by AI coding agents, powered by Jev.
jev-codex-router (post) - Per-turn model & reasoning routing for Codex, driven by Jev (TypeSafe System One): picks the model, thinking depth and speed mode for every turn.
JevRouter - A lightweight Jev-powered router for models, tools, and subagents.
jev-pruner - Claude Code plugin: trim long Bash output with TypeSafe Jev before the model sees it.
pi-jev (y0usaf) - TypeSafe Jev as a decision layer for the Pi coding agent: a measured tool-call gate plus jev_ask for typed, calibrated answers.
pi-warden - Guardrails for Pi built on pi-typesafe that steer the agent instead of interrupting you: Jev judges irreversible and off-task tool calls, detects stuck loops, checks unverified done claims, flags slop.
building-with-jev-skill - A skill for writing and improving programs that call Jev, TypeSafe's System One model.
JevHarness (site) - LLM-authored task-specific Jev harnesses with optional full-trajectory reward reflection and GEPA evolution.
jev-code - Bounded TypeSafe Jev workflows for coding agents.
skillranker - 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.
Supercov (site) - Code quality and test coverage for coding agents: Jev scores each source file so the agent knows what to fix first.
jev-dsh-decision - Jev DSH 决策引擎｜面向 Agent Harness 的结构化决策插件。原生支持 DeepSeek Harness，通过 iPolloWork 支持 OpenCode、Codex Harness。
grok-bot-jev (site) - Connect TypeSafe Jev to Grok Bot as a cheap decision layer - usage gates, skill template, examples.
jev-lint - Lint text in code by jev scorerer.
winnow (post) - A calibrated context sieve for Claude Code: every tool result is judged by a System One model before it enters context.
hono-jev-router - Route HTTP requests by meaning. A semantic router for Hono powered by Jev.
jev-recruiter - A Jev powered LinkedIn recruiting agent. Watch it browse relevant profiles, save links, and review evidence against your hiring brief.
ask-jev-skill (post) - Skill for Hermes, and other agents, to ask typesafe's jev.
jev-mcp (burnigtm) - MCP server that puts TypeSafe Jev on the coding loop in Cursor, Codex, and any MCP client.
pi-jev (TheoOliveira) - Semantic tool routing and typed System One decisions for the Pi coding agent using TypeSafe Jev.
jev-engineering-zh - 《Jev 工程学：为 coding agent 而作》完整中文翻译 — 保留原结构与 7 张插图.
Canny - Stops AI coding agents from claiming work is done without evidence. Deterministic hooks decide, TypeSafe's Jev advises. Append-only ledger, zero runtime dependencies.
jev-seo (site) - 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.
jev-recall - Retrieve by relevance, not resemblance: filter an AI assistant's memories with TypeSafe's Jev.
jev-skill-suggester - 用 TypeSafe Jev 推荐已安装 Skill / Bounded installed-skill recommendations with TypeSafe Jev. Python CLI, Codex skill, bilingual docs and live examples.
snifftest (site) - A prose linter that sniffs out AI writing tells. Zero dependencies, countable rules plus one judgment model.
jeview - An unofficial local visualizer for Jev (TypeSafe): a live view of every call your code makes. Not affiliated with TypeSafe AI.
pi-jev-auto-mode - Jev (TypeSafe System One) backed auto mode for the Pi coding agent: semantically auto-approves bash, write, and edit tool calls and fails closed when a decision cannot be made.
is-malicious - Scans a codebase for covert, deceptive, or data-stealing behavior with Jev, then reports suspicious files and line ranges before the user runs it.
jev-guard - Prompt-injection and dangerous-action guard for coding agents (Claude Code, Codex, pi, ACP), powered by Jev.
yoshi - 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.
jev-cli (Nasrallah-AL) (site) - Command-line tool for TypeSafe's Jev AI model.
jev-code (rhighs) - Interactive TypeScript coding CLI with typed routing, decision programs, and validated formal trees driven by Jev.
Cheshi - Jev-powered conversation memory: find past sessions and revisit decisions with original sources. A macOS workspace for OpenAI Codex. Manage AI conversations and agents, explore code with CodeGraph, and work with Git, Ghostty terminals, and Apple Notes in one app.
jev-mcp (blakestone-x) (post) - MCP server for TypeSafe Jev: typed classify, score, check, match and screen for any agent, with confidence on every answer.
Jev-Mem - Jev-Mem: System-One Controlled Agentic Memory.
jev-axi (site) - Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.
jev-belay - Claude Code Stop hook that blocks an unverified done: reads the transcript for evidence, asks Jev once, fails open on everything else.
jgrep - Grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line.
jev-use (site) - Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM.
jevwire - Jev decision layer for agents: MCP server, embeddable DecisionModel library, and an escalate-only Claude Code plugin (TypeSafe AI's Jev).
jev-agent-skill-router - Typed, confidence-aware agent skill routing with TypeSafe Jev.
jev-superpowers - Systematic software development framework for AI coding agents upgraded with TypeSafe Jev System One typed decisions.
patdown - Typesafe's jev as a "fuzzy linter". give your code an ocular patdown.
pi-jev-router (philippdubach) - A minimal Pareto-optimal OpenRouter model router for pi, based on Jev.
jev (BorisLeMeec) - A claude code plugin for jev.
JevLoop - The agent loop where decisions don't cost a large language model call. Zero deps, runs offline, no API key needed.
slop-grader (site) - Rule-based slop grader for text files powered by Jev: evaluates markdown against customizable rulesets, outputting violation flags and scores for an AI agent to auto-fix.
hermes-jev - Typed System One decisions, ranking, verification, and an opt-in Hermes tool gate using TypeSafe Jev.
hermes-jev-approvals - PoC: TypeSafe Jev as the reviewer for Hermes Agent smart command approvals. 8.7x faster, 4.4x fewer prompts, measured on 153 real commands. Approvals only.
pi-jev-router - Automatic model routing for Pi using TypeSafe's Jev through Vercel AI Gateway.
typesafe-skill-router - TypeSafe (Jev) skill routing for Hermes Agent: names the one skill worth loading, before the model call. Opt-in, stdlib only, ~$0.001 per routed turn.
JevLint - Configurable semantic linting powered by Jev, with file-level NOUL judgments and a magic-strings plugin.
pi-jev - Jev-assisted file retrieval and request caching for faster Pi workflows.
pi-fast-jev-compaction - Pi extension: verbatim context compaction with TypeSafe Jev decisions.
pi-quiet-ask - TypeSafe Jev as the pi coding agent's quiet decision layer.
clean-code-review (site) - Every code file in a pull request, judged against Uncle Bob's Clean Code by TypeSafe's Jev, then reviewed by Luna. Built on eve and Next.js.
jev-commit - Pre-commit hook: one Jev call judges whether your commit message matches the staged diff, plus debug leftovers, unmentioned work, and a credential check.
jevcache (kushals256) (site) - Skip expensive LLM calls when TypeSafe Jev says same intent. OpenAI-compatible local cache proxy — npx @kushalicious/jevcache.
jev-router - Cost-aware LLM router that picks the cheapest model capable of handling a query, using TypeSafe's Jev for fast classification instead of an LLM call.
jevscape - RuneBench harness for TypeSafe's Jev: bounded action catalog, tick-mode controller and a live dashboard.
omp-jev-compaction - Verbatim Jev-scored context reduction for omp, over TypeSafe or OpenRouter.
pi-jev-sentinel - Pi coding-agent extension: TypeSafe Jev checks for tool calls, tool outputs and replies (prompt injection, approvals, secret scrubbing, task pinning).
jev-mcp (arunav25) - Connect JEV to MCP clients and compare its judgments against general-purpose LLMs using shared datasets and measurable accuracy.
jev-router (prismhq) - Open-source LLM router that uses TypeSafe's Jev to pick a model, on top of LiteLLM.
pi-heed - Runtime constraints for the pi coding agent: checks every side-effecting tool call against what you said, before it runs. Powered by TypeSafe Jev.
jev-mcp (rashedInt32) (site) - MCP server exposing TypeSafe Jev as typed, calibrated judgment tools: classify, score, check, batched ask. Ships as a Claude Code plugin.
jevtest (joshhu) - 情緒測謊器：嘴上說「好」，心裡真的好嗎？用 TypeSafe Jev（System One 模型）透過 OpenRouter 即時判斷，並與一般 LLM 對照.
pi-jev (iefnaf) - Pi extension suite powered by Jev: selective context compaction and model routing.
reflex-gate - Local Jev / System One–compatible gateway — not TypeSafe’s Jev. Fast, privacy-first, offline.
riff - A small, fast prose linter: ruff-style rule codes for writing, backed by TypeSafe's Jev model.
bicameral - Hybrid coding harness: System 2 writes, System 1 (Jev) runs reflexes.
diffjury - DiffJury — TypeSafe Jev PR risk router + code review coach.
dsh-jev - Jev (System One decision model) plugin suite for DeepSeek Harness (dsh).
jev-guard (muratcakmak) - Probability-scored guardrails for Claude Code: deny rule-breaking edits and unasked-for deploys, route your docs into each prompt, and check the final answer against the turn's own evidence.
jevriel - Give your AI JEV wings. A skill and plugin to build with TypeSafe Jev, upgrade LLM-only workflows and measure the result.
pi-jev-context-curator - A Jev based context curator for pi.
deepseek-harness-jev-pre-compaction - A pre-compaction advisor for DeepSeek Harness. Runs before the standard compaction-basic backend, using TypeSafe JEV to safely prune low-value tool results from model context. Original session events stay in the append-only log; only the model-visible view is replaced with compact markers or archive pointers to reduce context bloat.
jev-code (FrancoisChastel) - Jev, TypeSafe's System One classifier, as a tool inside Claude Code, Codex, Pi, and OpenCode: typed classify, check, score, rank, and ask, plus one-command setup.
jev-pref - Turn your AGENTS.md preferences into a fast, Jev-powered AI linter.
jev-spec (site) - ⚡ Catch spec drift on every commit: check your code against your Markdown specs with TypeSafe AI's Jev model.
jev-usecases - Production TypeSafe Jev (System One) use-case harnesses with confidence-gated decision logic.
jevymarket - Polymarket trading bot driven by Jev (TypeSafe AI) via OpenRouter.
nitro - Grok Build with TypeSafe Jev routing tool selection once per turn: 22 to 40% cheaper on the same tasks.
pijev - PiJev: a terminal coding agent with Jev in the loop — Jev ranks the repository's files before the first call, picks skills and triages failures; your coding model writes the code. Built on Pi.
slidepilot - Voice-driven semantic auto-advance for Slidev, powered by Cloudflare Agents and TypeSafe AI Jev.
taste-lint (site) - CLI that uses Jev to catch AI slop in UI, copy, and agent instructions before ship (probabilities on semantic taste checks).
tink-route - Dynamic, confidence-aware Agent Skill routing with TypeSafe Jev and Tink.
claude-jev (0x7067) - Claude Code plugin: Jev for rule checks, verbatim compaction, and prompt routing.
construct-auto-classifier (site) - Effect-based safety gate for AI coding agents' shell commands (OpenCode, Antigravity): fast structural rules, then TypeSafe's Jev or a chat model judges what a command does. Certified with Jev at zero dangerous commands allowed.
dsh-jev-prune - Jev-judged context compaction for DeepSeek Harness: semantic tool-result pruning + deterministic receipt compaction.
fast-dev-compaction - Codex plugin: verbatim Jev-guided context restoration around session compaction. Port of tamaratran/fast-jev-compaction to Codex lifecycle hooks.
hermes-jev-plugin - TypeSafe Jev (System One) decision tools for Hermes Agent: jev_check / jev_route / jev_score / jev_evaluate.
jcm-router - Local proxy that picks the Claude model and effort per message using TypeSafe Jev. Routes subagents, leaves your cached main chat alone.
Jev Auto Router (site) - Per-call GPT model routing for Codex: Jev chooses model and effort, a local Responses proxy keeps the tool loop intact, then independent verification and Router Compass check whether the task still passed.
jev-assist - Don't burn your expensive main model on grep-and-guess grunt work — let jev rank the whole repo, and save the main model for reading the right files and writing the right code.
jev-canvas - Draw on a tldraw canvas with your voice and a pointing finger. Jev (TypeSafe System One) decides action, target and place in ~350 ms per spoken word.
jev-judgment - Agent Skill: send closed coding-agent judgments to TypeSafe Jev.
jev-model-router (satviksinha) - Model router for Claude Code using Jev.
jev-predict-skill - Predict another skill's next closed decision with TypeSafe Jev — without running that skill.
jev-shield - Semantic MCP firewall powered by Jev — screens every tool call, tool result, and tool description with calibrated System One verification. 94% block recall, 0 false positives, ~$0.00002/check.
jev-skill-gate - Cut Claude Code's skill manifest by ~75% with TypeSafe Jev. Scores every installed skill for relevance and hides the rest via skillOverrides — 12,750 → 3,185 tokens on a 217-skill install, for $0.0009 a session.
jevex - Minimal agent loop where Jev directs control flow and a LangChain chat model writes argument values and the final response.
jevkit - Fast Rust CLI for TypeSafe Jev: typed decisions, offline linting before you pay.
mastra-jev-moderation - Input moderation for Mastra agents on TypeSafe Jev — one file.
prompt2jev - Agent skill and CLI that turn natural language, an LLM prompt, or the code that runs one into a TypeSafe Jev decision: typed state, Choice/Score/Noul questions, and a runnable script.
tiershift - Shift every LLM call to the cheapest model that can handle it. Routing decided by TypeSafe Jev in ~180 ms. No training data. Policy in plain YAML. TypeScript and Python.
todo-jev - ⚡ Ultra-fast, low-cost intelligent task classifier and 3-tier routing engine powered by TypeSafe Jev (System One).
typesafe-cli (geilt) - CLI and agent skill for TypeSafe System One (Jev): typed Choice, Score, and Noul judgments.
windows-save-token-jev-setup - Windows Codex Skill：通过 npx 或 Git 安装，安全配置 save-token-jev 的 PreCompact/SessionStart Hooks，并提供信任、原生压缩与旧内容隔离验证。
actiongate-jev - Runtime authorization and guardrails for AI-agent tool calls with deterministic policy and TypeSafe Jev via OpenRouter.
agent-chaperone (site) - Screens an AI agent's tool calls before they run and tool results before the agent reads them. An MCP proxy plus a hooks adapter for a client's built-in tools.
ailerix (site) - Type-safe model router. Jev (System One) banks each request to a typed catalog route.
auto-mode-for-paseo - A Paseo provider that uses TypeSafe Jev to route each Codex turn.
claude-jev-plugin - TypeSafe Jev semantic guardrails for Claude Code.
clear-head - Claude Code Stop hook that checks an AI assistant's claims against what it actually read this session, using TypeSafe's Jev as the judge.
git-jev-stage - Select Git changes for staging with a plain-language description.
jev-builder-loop - Grok skill: Jev as a judgment sensor in a builder-agent loop (priors × probabilities → next act).
Jev-chooses-a-LLM - Jev Router for Cursor - TypeSafe Jev picks COST/BALANCED/INTELLIGENCE, Cursor executes.
jev-codex-pilot - A Codex overlay incorporating JEV to make the best decisions regarding model selection and depth of reasoning. All while automating the process via an automated Kanban system.
jev-codex-router-skill - Portable Codex Skill for Jev model and reasoning-effort routing, with safe installation and Chinese usage guides.
jev-decisions (site) - Safety checks for Hermes and other AI agents before they act, ask for approval, or verify a change.
jev-git (site) - Sub-second Git pre-commit & pre-push semantic reflex gate powered by TypeSafe AI Jev.
jev-layer (site) - Portable System-1 decision layer for agent harnesses with host-owned routing, receipts, replay, and fail-open integrations.
jev-mailroom - Email triage PoC: reads a mailbox over IMAP and classifies each message by what it is and what it's about, using TypeSafe System One (Jev) — 11 questions in a single call, decided in Python.
jev-mcp (site) - MCP server wrapping TypeSafe's Jev System One models — typed noul/choice/score judgments for AI agents.
jev-mcp (freepik-company) - MCP server for typed decisions with Jev / System One via OpenRouter or TypeSafe.
jev-mcp (Songokou1983) - Local MCP server exposing TypeSafe Jev (System One decision model) as native Claude Code / Codex tools.
jev-model-router (lucianfialho) - Cost-optimized OpenRouter model router using TypeSafe's Jev, with a live full-catalog scorer instead of a hardcoded model list.
jev-router.nvim - An intent router for Neovim that classifies AI commands with Jev (TypeSafe's System One model) via the OpenRouter Decisions API, then routes execution to the matching handler.
jev-rust-review - Rust-aware code review for Claude Code and coding agents, powered by TypeSafe Jev.
jev-scout (site) - Zero-hallucination open-source repo and crate scout powered by TypeSafe AI Jev System One scoring.
jev-skillful - Per-prompt capability router for coding agents: resolves installed skills, MCP servers, agents and commands against your prompt via TypeSafe Jev, and measures whether the injection actually helps.
jev-system-architect (post) - System-architecture skill for TypeSafe AI Jev/System One — find fuzzy semantic judgment and turn it into small Choice/Score/Noul primitives.
jev-workbench - Build versioned judgment functions on TypeSafe's Jev once, then call the same published version from your backend over HTTP and from coding agents over MCP. The vendor key stays on your machine.
JevPromptCoach - Claude Code plugin that scores how well you prompt a coding agent, and shows whether your habits are improving. Runs on TypeSafe's Jev model. Zero added latency.
jevprune - Filter command output for coding agents using a task description.
jevsume - ATS-friendly resume review powered by Jev (TypeSafe System One). The frontend extracts resume text the way a parser would, then a Cloudflare Worker runs typed JEV questions and composes a JevScore.
limpet - A Stop hook that stops your coding agent from stopping too early. Plain-language rules, judged by jev.
pi-fast-jev-compaction (KamilPostrozny) - Fast JEV compaction extension for pi.
pi-jev-compaction - Automatic Jev context clearing for Pi. Keep the conversation, prune stale tool output, retrieve originals without rerunning commands.
pi-jev-context - Reversible context pruning for Pi, powered by TypeSafe Jev. Keep useful context without deleting session history.
pi-typesafe-jev - A pi extension that exposes TypeSafe (Jev, System One) judgments as five pi tools, so a model can make narrow semantic judgments while your code and your users keep control of thresholds, weights, and actions.
skill-router - Tell Claude Code which installed skill a session needs, using Jev (TypeSafe AI) for the decision and skills.sh for discovery.
typesafe-as-a-judge - Unofficial community MCP plugin for Codex and Claude Code using TypeSafe Jev for bounded routing, ranking, extraction, verification, and escalation.
typesafe-migration-guard - Automated database migration safety reviewer powered by TypeSafe AI (Jev System One model).
typesafe-mod - Claude Code mod that routes decisions to TypeSafe's Jev model: ranks installed skills per prompt, and answers the agent's own this-or-that questions when confident.
Antigravity-mcp-semantic-search-with-TypeSafeAi - Fast semantic code search & diff sanity auditor for AI coding assistants (Antigravity, Cursor, Claude Code) powered by TypeSafe System One.
ask-jev - Utilizing Jev, the RLCD-type model provided by TypeSafe AI, to independently and cheaply judge agentic coding sessions.
codex-jev-preflight (site) - Fail-open Codex UserPromptSubmit hook that injects TypeSafe Jev pre-task routing metadata.
dgui-hypermem (site) - DGUI-HyperMem (DeckerGUI HyperMemory) - self-hosted hybrid memory MCP server on Cloudflare Workers with a JEV (Choice/Noul/Score) reasoning layer and a HuggingFace training-brain flywheel.
dsh-jev-tools (site) - Jev judgment, not generation: prune long tool output, screen fetched pages for injected instructions, and gate completion claims inside DeepSeek Harness.
hermes-jev-router - Experimental Hermes plugin: Jev-assisted model routing plans with budget and capability constraints. API access pending.
instruct-jev (site) - INSTRUCT_JEV - TypeSafe AI Jev / System One instruction corpus (choice/noul/score), compiled by DeckerGUI. 119 rows. Mirrored on HuggingFace.
jev-engineering (site) - Decision layer for coding agents: deterministic rules before any model call, then one Jev request, as a Claude Code PreToolUse hook, an MCP server, a loopback service and a team policy that personal overrides can tighten but not loosen. Ships the 300-call injection kit behind its own numbers.
jev-firewall (site) - Real-time firewall for AI coding agents: a PreToolUse hook checks every Claude Code / Codex tool call with deterministic shell-aware rules, and unmatched actions go to Jev for a calibrated allow/ask/block that fails closed.
jev-model-router (site) - Jev (TypeSafe) model router on the Vercel AI Gateway.
jev-model-router (Mandrilsquad1441) - Pick the best AI model and reasoning effort for any task in ~1s. Plugin for Claude Code, Claude Desktop and Codex, powered by TypeSafe's Jev decision model and live OpenRouter pricing. Balance intelligence, speed and cost, or choose your priority.
jev-organize (site) - Throw in a pile of company files and get them classified and organized by department, type, sensitivity, date, counterparty and PII, with an index for AI agents. Powered by TypeSafe's Jev on OpenRouter (17¢ per 1,000 files). Zero-dependency Node CLI + Claude skill + Codex agent.
jev-routing - Go Jev harness for Claude Code, Codex, and Grok Build. No npx. Not an MCP server.
jev-triage - Uses typeful jev, zero sync to pull and sync large repositories for issue triage.
jev-wrapped (site) - Telegram channel X-ray: Jev judges a year of posts, you get a card. One Cloudflare Worker.
jevgrep (site) - Grep by meaning: pipe in any text, ask a yes/no question in plain English, get only the matching lines. Works behind tail -f, about $0.004 per 1,000 lines, powered by TypeSafe's Jev.
jevskill - Teach your coding agent to stop burning context. Jev (System One) via OpenRouter or TypeSafe: 325ms, 0.000013 USD per decision. A/B tested 99.3% fewer input tokens with accuracy up. Ships a reversible reduce and a ledger that learns when Jev pays off.
magic-jev - A Magic 8 Ball for pull requests: click the ball and it answers "should I approve this?" with one of the 20 classic phrases, chosen by Jev from the PR's real signals in about 200 ms.
omp-typesafe - TypeSafe AI (Jev) adversarial reviewer and typesafe_ask tool for the omp coding agent.
stepwarden - Every tool call your agent makes, checked before it runs. A Claude Code plugin that uses TypeSafe AI's Jev to verify each pending tool call against the session plan, then allows it, asks you, or blocks it. Proof of concept.
agent-gate-loop - Reusable GitHub Action: agent fix loop gated by checks, an AI reviewer, and TypeSafe Jev.
agent-handoff-gate (post) - Experimental protocol for evidence-aware agent handoffs, with Jev-assisted review before results reach the lead agent.
check-risk - A CLI and GitHub Action that assesses code-change risk using deterministic rules and TypeSafe Jev, recommending checks and reviewers before merge.
DGP (Decision Graph Protocol) (site) - Experimental decision protocol whose Jev adapter evaluates framed evidence with typed choices, while application code validates permissions and commits simulated demo actions.
frost (site) - A flexible and configurable CLI model router using TypeSafe Jev.
jev-gates - Six hook gates for Claude Code that catch broken rules, out-of-scope edits, unfinished asks, and false claims, each judged by Jev against a fixed checklist and one piece of evidence.
jev-judge - Dependency-free CLI and Codex skill that send local state to Jev for batched typed judgments and return answers without echoing the state.
jev-review (thiago-ss) - Autonomous Jev pull-request review with typed decisions, calibrated approval gates, and trusted-owner escalation.
omp-jevens-classifier - Jev-powered model-judged permission gate for OMP (TypeSafe System One).
pi-agent-foreman (site) - Send Pi agents back to work when they stop before the job is done.
pi-jev-code - Single-agent Pi coding coprocessor with Jev semantic gates, baseline-to-current diff review, and append-only observability telemetry.
pi-typesafe - Pi coding-agent extension built on the TypeSafe AI System One API (Jev).
switchboard - Guardrail + model router for LLM gateways on TypeSafe's Jev (System One model), with an independent accuracy/calibration/latency evaluation. Stdlib Python.
typesafe-demo-mcp - MCP server exposing TypeSafe System One judgments (noul, choice, score) as agent tools.
typesafeai-review - Using Typesafe.AI to generate diff reviews.
zcode-jev - Typed judgment layer for coding agents — gates from PRD to ship. Jev-ready, provider-agnostic.

Browser & computer use

Browser, desktop, and mobile automation with Jev choosing the action.

Jev Ultrafast (site, post) - Browser Use's ultrafast agent: Jev picks the operation and DOM element in one request; a small LLM only writes text when typing is needed.
jev-chat-jarvis - 装在手机上的对话副驾：在微信 / QQ / X / 飞书里读懂对方、给出候选回复、一键填入输入框，发不发由你。非侵入，只读屏幕，不 hook 不改包。
typesafe-computer-use (post) - Computer use for about $0.0002 a step: OCR the screen, classify the next action with TypeSafe, click. macOS.
hermes-jev-skills - Jev-powered model routing, memory, compaction, skill selection, computer and browser use for Hermes agents (also Claude Code and Codex).
jev-browser-use - 5–10x faster browser operations: Jev clicks, Codex thinks and verifies. Built at EZCollegeApp.
mobile-jev - Standalone Android agent for Mobilerun where Jev makes every decision, with a live React studio and an Uber demo.
jev-browser - Browser use using Typesafe's Jev model.
jev-voice-browser - Control a real browser by voice. Jev (TypeSafe System One) decides intent + target in ~300 ms per spoken word; Playwright acts — often before you finish the sentence.
unclutter (post) - WXT browser extension: Jev-powered page clutter removal with reusable template rules.
jev-chat-jarvis-mac - 微信消息意图识别悬浮窗（macOS）：看屏 + 本地小模型判断意图和风险，再按话术生成回复候选。纯只读、不注入微信。
jev-browser (Ying-Kai-Liao) (post) - Browser automation where an LLM plans and Jev (Typesafe System One) decides. Library, CLI and MCP server.
typesafe-adblock - 🧹 Fun project: a Chrome extension that asks a tiny AI decision model (TypeSafe Jev) "is this DOM element an ad?" and pops it off the page. BYOK, no backend, not a real ad blocker.
vibecheck - Chrome extension: vibe-check your X posts with TypeSafe's Jev before you hit Post.
Jev Social (site) - Local Instagram, TikTok, and LinkedIn research where Jev chooses bounded socai browser operations and streams captured evidence into cited reports.
Jevbridge - ACP and MCP adapter that bridges TypeSafe Jev with any LLM — computer use and typed decisions alongside Codex, Claude, Grok, and OpenCode.
jev-reviewer (site) - 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.
jot - The first general-purpose System One agent for Jev.
jev-cookbook (site) - Practical, tested recipes for TypeSafe's Jev decision model on OpenRouter: support triage, database indexing, file organizing, tagging, taxonomies, dedupe, PII detection, extraction, search re-ranking and a browser agent.
jev-for-chrome - Jev for Chrome: drives the tab you are looking at with TypeSafe Jev, a sub-second decision model. Community port of browser-use/jev-ultrafast, not affiliated with TypeSafe.
live-jev - 2D autonomous car simulation in the browser, driven by TypeSafe's Jev decision model.
jev-ego - TypeScript browser agent for ego lite: Jev Ultrafast indexed actions, TypeSafe Jev decisions, persistent observe/act CLI. No Chrome or Playwright.
jev-test-filter - Score every test against a git diff with Jev, and emit the filter arguments vitest, node:test, Playwright, cargo test and go test already understand.
x-scanner - Chrome extension that labels every post you scroll past on X with typed Jev judgments and a live cost counter.
lkclean - Chrome extension that cleans up your LinkedIn feed: hides engagement bait, self-promo and off-topic posts using Jev, TypeSafe AI's typed classification model — and explains every decision.
jev-ultrafast-mcp (site) - Hand the browser work off: an MCP server where a decision model drives the page for your agent, so a flow costs one tool call instead of a turn per click. Ref-based element tables, code-checked assertions, zero-model macro replay. Speaks CDP to your Chrome.
xtags - 在 X 的时间线上，给每条帖子标出它想让你干什么。判断来自 Jev，一个只返回概率、不生成文本的模型。
sift (bohutang) (site) - Chrome extension that labels every post on X (Substance · Humor · Chit-chat · Promo · Junk · AI-written) with TypeSafe Jev, and hides the ones you don't want.
AskJev (site) - AskJev — Jev autopilot for any website + guard on irreversible clicks (TypeSafe System One, not Claude).
keys-MiniMax-Code-CLI-Browser-Scroll-Context-Enhancement-Pack-with-Jev-Ultrafast-Integration - Validated enhancement pack for MiniMax Code CLI on arm64 DGX Spark + local GLM-5.3-EXL3: TUI scrollbar + context-meter patches, compaction repair for local vLLM, Jev Ultrafast + Playwright MCP browser integration, real usage ledger.
jev-agent-browser - Fast, bounded browser agents powered by Jev and agent-browser — typed actions, research, classification, and safe orchestration.
aside-jev - Aside agents decide with TypeSafe Jev (System One: Choice/Score/Noul). Not a Cua binding — Jev is the model, Aside is the browser runtime.
jev-browser (tontoko) - One grounded Jev/Playwright core: typed SDK, persistent CLI, and MCP server with native browser operations and deterministic assertions.
jev-weekend-shopping-chrome - 把对双休的支持，带进每一次购物。逛淘宝、京东时，JEV 实时猜测商品背后的工作制，疑似非双休直接盖上 PASS。原页生效，边逛边选。
jev-block-android-ad - JevNoiseGate filters unwanted notifications and SMS on Android. Rather than matching keywords, an LLM decides what's noise — and only what it explicitly flags is blocked. Verification codes are matched on-device and never uploaded; anything uncertain passes through.
jev-cua - Voice and text control for macOS. One floating bar, live UI action selection with Jev, and a continuous observe–act–verify loop.
jev-yt-time-saver - A Chrome extension that covers distracting YouTube videos with Jev. Show anyway whenever you want.
JevOnly - Pure Jev that can "type" and drive towards task completion.
ego-jev (site) - Jev (TypeSafe System One) inner loop for ego-browser — one ~0.4s typed decision per DOM step instead of an LLM turn. Agent skill for ego lite.
jev-browser (vinilana) - Hybrid browser harness: an LLM turns goals into verifiable subgoals, Jev chooses each action and DOM field, Playwright acts.
jev-mail - Chrome extension that triages Gmail with TypeSafe's Jev model: category, priority, spam % and reply % on every email.
otto - Open-source native computer use for macOS and Windows: TypeSafe Jev, local OCR, and selective planning.
computer_use - MacOS computer use driven by Jev (TypeSafe System One) as the decision maker.
jev-browse - Drives a real browser with Jev making every decision and Vercel's agent-browser performing every action, with a benchmark.
jev-browse (0x7067) - Browser automation with Jev (TypeSafe) as decision model.
jev-builder (site) - A browser form for building requests to TypeSafe's Jev: pick a template, fill in the blanks, copy the request. No JSON, no install, runs locally.
jev-mobile - Fast structured Android control loops with TypeSafe Jev and Mobile MCP.
jev-shield (vmendes90) - Privacy-first Chrome extension that semantically blocks native ads, sponsored feed cards, and video ads using TypeSafe Jev.
jev-skip - Browser extension that reads the YouTube caption track and paints a per-segment sponsor probability on the seek bar before the intro ends, with no crowd database.
jev-windows-voice - Türkçe ve İngilizce doğal konuşmayla Windows 10/11 bilgisayar kontrolü: OpenAI Realtime, local Whisper, Jev, UI Automation ve Playwright.
slop-filter - Chrome extension that hides AI-generated posts and comments on X, LinkedIn, and Reddit. Scored by TypeSafe Jev.
tweet-911 - Real-time AI / solicitation / parrot-bot scores for X posts and replies. Chrome extension + Workers API on open-compute, judged by TypeSafe Jev.
agent-fastpath (site) - Jev MCP server: a decision layer for coding agents, built on TypeSafe Jev (System One model). Ship gates, risk checks, file triage that keeps files out of context, and a safe headless browser, with calibrated confidence. For Claude Code, Codex, Cursor.
barrunto - A Chrome extension that brings TypeSafe's Jev to X.com to analyze posts as you browse.
ego-jev (jiangkoumo) - Drive the ego lite browser with Jev (TypeSafe System One): one indexed element table in, one operation + target out, single process. ~2x faster than a per-step LLM loop in our measurements.
jev-browser-control (site) - Let Claude code, chatgpt codex or control your own Chrome. Chrome extension + MCP server: Jev, TypeSafe's decision model, picks each click in ~0.5 s for a fraction of a cent. MIT, bring your own OpenRouter key.
jev-frontend-qa - Evidence-driven frontend QA built on Jev Ultrafast and Browser Harness, with a synthetic todo demo.
jev-ra (site) - Browser use for coding agents, 3-5x faster than browser-use. MCP server + CLI; TypeSafe Jev decides every step in ~300 ms.
jev-wingman - 基于 Jev 的聊天决策辅助，不挑 App（QQ / 微信 / 飞书皆可）· An on-device chat co-pilot that returns typed verdicts instead of prose, built on Jev.
jevarena - JevArena — two Jev agents duel in click-only browser games (Browser Use + TypeSafe Jev).
midscene-jev-runner - Community-maintained JEV runner integration for Midscene Test.
turbo - Jev-powered semantic browser use.
Winnow (site) - Know before you click. A Chrome extension that reads articles and YouTube videos ahead of you and says read, skim, save, or skip — with a confidence, tuned to your goals. Open source, MV3, powered by Jev.
Cerebellum-2B (site) - Non-Autoregressive AI Agent Decision Model. Open-source SOTA alternative to TypeSafe Jev. O(1) Tool Routing & DOM Automation on Qwen3.5-2B .
hunch - ⚡ Browser agent that acts on a hunch: Jev (TypeSafe System One) picks every click in ~150 ms, an LLM is only needed when confidence drops. Zero-dependency Python on top of agent-browser.
jev-browser-skill (site) - Let Jev, TypeSafe's ~100ms decision model, drive your browser. A plug-and-play skill for Claude Code and Codex.
jev-playwright-mcp - Jev-augmented Playwright MCP proxy — page-state triage, prompt-injection shielding, goal-based snapshot pruning, risky-action gating. Drop-in wrapper around @playwright/mcp for any coding agent.
jevcumber (site) - Write Cucumber tests with just the .feature file. No step definitions — Jev (TypeSafe AI) resolves each Gherkin step and Playwright runs it.
jevplayground (site) - Browser-only playground for Jev (TypeSafe AI's decision model) via Vercel AI Gateway.
psearch - Parallel web search for terminals and agents, with local Chromium and Jev-guided exploration.
browser-use-olympics - Browser Use Olympics by Almond: one prompt, five events, one clock. Plus fast loop, a ~200-line browser computer-use agent (Chrome DevTools + TypeSafe Jev).
jev-browser (KesavanKing) - Local browser automation UI that uses TypeSafe Jev to choose bounded page actions and a text model only for field values.
jev-browser (MahmoudAdelbghany) - Jev-powered browser MCP for LLM agents — ~300ms decisions, no LLM tokens in the loop. Benchmark vs Playwright MCP included.
jev-page-verdict - Chrome extension that asks Jev whether the page you are on is selling something or reporting first-hand experience, and marks Google results with verdicts it already has or snippet-only estimates, leaving low-confidence ones undecided.
jev-reach - Chrome-devtools-mcp plus one tool: Jev walks the browser to the right spot, then your agent makes a single devtools call there.
JevTest (site) - Bounded exploratory browser testing with Jev, deterministic assertions, and replayable evidence.
sift - Chrome extension that re-ranks Google results with TypeSafe Jev and folds away sales pages and SEO filler.
sloppy-jevs-extension - Open-source Chrome extension that filters AI-generated prose and ads with Jev.

Applications

Products, tools, and pipelines that call Jev.

jev-trader (site, post) - One AI trade decision every Monad block. Jev on Kuru MON-USDC.
simple-jev - Turn any open model into a classifier/jev endpoint.
jev-align (Sutro) (site) - Active-learning CLI that uses human labels and GEPA to improve Jev decision definitions.
notra (site) - Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.
jeff - A self-hosted drop-in replacement for TypeSafe's jev, powered by GliFormer.
LLM2Jev - Adapt local language models into Jev-compatible structured decision engines with Choice, Score, and Noul outputs powered by prefill-only binary inference.
jev-semgrep - Grep by meaning, across languages. TypeSafe Jev scores every line against a meaning; combine meanings with AND/OR/NOT. 意味で探す grep。日本語で英語を、英語で日本語を検索できる.
typesafe_register - Typesafe.ai注册机，极致优化，无限jev.
jev-trade (site) - Live Jev trader on Hyperliquid.
jevmeter (post) - Put a live Jev (TypeSafe) meter on any video: every sentence scored, rendered as a 16:9 edit.
jev-leftpad - Left-pad strings with TypeSafe AI's Jev. For reasons.
jev-voice - Talk to your Mac. Local whisper.cpp + one Jev (TypeSafe) call per command + macOS automation.
blink (post) - Codebase search powered by Jev from @typesafe-ai.
OpenDecision - OpenDecision is an open-source semantic decision engine like typesafe's jev.
Jev-Case - 收集全网优秀 case 的收藏库 | A curated collection of excellent cases from across the web.
Jev-Moderation-Bot - Real-time Discord moderation bot: Jev evaluates messages and metadata in parallel to catch phishing, spam, and social engineering with a progressive escalation ladder.
commit-miner - Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.
semdecide (post) - Typed semantic decisions for Unix pipelines and CI, powered by TypeSafe AI Jev.
refgarden - A spatial reference explorer for creators. Local Jev query choices, metadata highlights and source-linked collections.
Jev-Trades (site) - Trading bot with the all new TypeSafe AI's first system one model named as Jev.
Jev-Quantum - 亚微秒级 System-1 模型，准确率服从高斯分布.
dohnuts (site) - Dohnuts builds small multimodal models for direct decisions. -> System One model.
Jev-Register-Tool - TypeSafe（Jev / System One）申请 → 确认邮件 → 获批 → 注册 → 建 API Key 全链路工具，纯 HTTP 无浏览器.
jev-mac-voice - English full-duplex voice control for macOS with OpenAI Realtime, native Accessibility, and Jev.
invalidate - The invalidation layer for AI memory. Every fact gets a lease; new evidence ends it. Built on TypeSafe Jev.
jev-gmail-ai-spam-filter-and-labeling - Self-hosted AI email classifier for Gmail powered by Jev. Create custom labels, organize your inbox, and filter spam with confidence and cost controls.
jevocks (site) - Everyday Stocks Status with Jev.
jev-foundation-models - A lightweight, native Swift 6 bridge integrating TypeSafe AI's Jev System One decision model into Apple's Foundation Models framework.
jgrep (kyu1204) - Grep for what code does, not what it's called. Semantic code search powered by TypeSafe Jev.
jev-mail-classifier - Classify your inbox with Jev (TypeSafe's System One model) — tag, move, flag, and notify, all config-driven.
jev-cli (tumf) (site) - Small dependency-free CLI for TypeSafe Jev.
jev-reranker - Jev-powered relevance filtering and reranking for RAG in Python.
twitter-jev-guard - 使用 TypeSafe Jev 在 X/Twitter 时间线上识别低质量、垃圾和广告帖子，并在文字区域显示醒目的半透明水印。
hearth-jev-rental-search - Autonomous multi-source rental search powered by TypeSafe Jev.
jev-rerank - Use Jev (TypeSafe's System One model) as a calibrated reranker: one call, up to 30 documents, a probability per document. Apache-2.0.
jevlogs - Open-source Jev log triage for OpenTelemetry. Score the signal before expensive LLM analysis.
jevyoumean - Semantic "Did you mean?" for any CLI — wraps commands and uses TypeSafe's Jev to match subcommand typos by intent, not edit distance.
jev-minesweeper - TypeSafe Jev (System One) にブラウザ上のマインスイーパーを解かせるデモ.
jev_antispam_bot - Minimal grammY Telegram anti-spam bot powered by TypeSafe Jev.
jev_jsonschema - Run a JSON Schema through TypeSafe's Jev API, and get JSON back.
semantic-live-caption - 听写纸 · Real-time speech captions with live semantic annotation (key points / emotion / intent) — Confucius4-R2T2 + TypeSafe Jev + DeepSeek.
ai-elo-ranker - High-speed recursive AI Elo tournament engine powered by Jev and Swiss matchmaking.
citation-verifier (site) - Check whether each cited paper supports the sentence citing it. Claude proves the quote, TypeSafe's Jev scores it, a human decides.
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.
jev-tree (site) - Recursive Jev choice over a taxonomy. Select from more than 255 options without breaking TypeSafe Jev's choice cap.
jevflow - Probabilistic AI decisions as composable backend primitives — typed judgments (noul/score/choice), deterministic thresholds, and explainable workflows. Powered by TypeSafe's Jev, provider-agnostic.
llm-to-jev - Convert LLM prompts to Jev prompts.
verdict - Turn any llama-server into a jev system one endpoint.
ai-provider-for-jev - Connect WordPress to TypeSafe's Jev System One model for structured decisions (choice, score, noul).
hearim - Hearim (헤아림) — Jev-compatible multi-backend System One gateway in Go.
jev-docs-zh - Jev 模型（TypeSafe AI）官方使用文档的中文翻译 | Unofficial Chinese translation of the official Jev (TypeSafe AI) docs — https://docs.typesafe.ai.
jev-document-classification - JEV Document Classification enables the rapid and cost-effective classification of text-based documents using AI, leveraging TypeSafe's "System One" model.
jev-grug - Helping JEV speak <3.
jev-pr-labeler - Semantic GitHub PR labels using Jev's typed decisions, with conceptual scope instead of line counts.
jev-rs - System One judgments (noul/choice/score) from any LLM in one prefill — a Rust, Jev-compatible /v1/systemone engine.
jevsql - SQL with natural-language predicates, powered by TypeSafe's Jev. Filter, rank, classify and score rows by meaning — batched, cached and cost-guarded.
jevstudio - Jev Studio para criar programas usando Jev da TypeSafe.
jlink - Links records under a plain-English match rule using Jev Noul pair judgments, with local candidate blocking and match resolution.
nlgrep - TypeScript CLI that finds code, docs, logs, and text by natural-language conditions using Jev Noul judgments, with probability thresholds, source lines, and cached results.
typesafe-cli (y0usaf) - Ask Jev typed questions from the shell: noul, choice, and score answers as numbers, not prose.
typesafe-jev - Screen a folder of CVs with the TypeSafe Jev decision model: typed judgments, an editable policy, free re-scoring.
everything-about-jev - Tell you everything about jev,TypeSafe AI's System One model for typed decisions.
jev-accounts-hub - A multi-account manager and API gateway for TypeSafe / Jev. 一个用于 TypeSafe / Jev 的多账户管理器和 API 网关。交流群：1102910606.
jev-chat-windows-deepseek-jev - Windows 微信回复助手：DeepSeek 官方生成话术，TypeSafe JEV 官方判断排序，支持可取消的 3 秒自动发送。
jev-lm (uhhfeef) - A character-level language model built on Jev, a System One classifier.
jev-reranker (shinpr) - Rerank, filter, and compress JSON search results with TypeSafe AI's Jev.
jev-resume-disqualifier - Jev Resume Disqualifier: Sub-25ms automated resume knockout engine powered by TypeSafe Jev System One decision intelligence. Eliminates 80% of unqualified applicants with deterministic date math & EEOC-safe rejection notices.
jev-voice-control (site) - Control your Mac by voice. Speech → Jev (TypeSafe AI System One model) typed decisions → macOS actions. Menu-bar Swift app.
jev.nvim - Neovim plugin that asks the buffer a plain-language question: Treesitter splits it into functions, Jev scores each one, and answers land in quickfix ranked by probability.
jevify (Mintzs) - An optimized inference engine to turn LLMs into Jev-like machines: optimized for quick, lightweight, and accurate decision-making, classification, and scoring.
jselect - Selects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection.
one-system - Use local and hosted classifiers aka decision models aka Jev-like models, all through a single TypeSafe API.
pagegrade - Grade page sections for clarity, writing and on-page SEO. WXT + TypeSafe AI Jev.
smart-switch - Reimagined window switcher for macOS using frontier artificial intelligence. Predicted by TypeSafe's Jev model.
systemone-lite - Toy local System One–style decision API (Jev-shaped). Not affiliated with TypeSafe.
typesafe-go - A collection of typesafe.ai API utilities.
btc-jev-signal - Experimental multi-horizon BTC signal generator using TypeSafe Jev probabilities and Binance market data.
dohnuts.cpp - The same decisions, on CPU. System One model that can run on your Personal Computer.
emoji-jev - Emoji autocomplete at the speed of typing. TypeSafe AI Jev on a Whop-hosted TanStack Start app.
Jev_Ontology - Trying to combine Jev with ontology.
jev-audio-beeper - Low-latency audio censorship POC using Jev typed decisions and ffmpeg.
Jev-AV - Antivirus scanner and real-time defense sentinel: extracts structural features from executables, scripts, and documents (entropy, hashes, strings, PE imports) and has Jev judge whether each is malicious.
jev-cli - CLI for TypeSafe AI's Jev evaluation model — typed questions in, structured JSON answers out.
jev-cvss - Fast CVSS scoring from vulnerability descriptions using Typesafe Jev.
jev-edge - Typed-judgment admission control at the traffic edge: three-layer prompt-injection and abuse filter for nginx/OpenResty, powered by TypeSafe Jev. Fail-open, cached, hot-reloadable.
jevibe-check - A live tone labeler for Bluesky posts and drafts, using TypeSafe's Jev API.
laya-server - Typesafe ai > systemone > jev.
typesafe-docs - System One Models & Jev documentation. typesafe.ai documentation extracted in .md format for LLMs. Used to train LLMs.
commentcop - Put your code comments on trial. Powered by Jev.
draftpulse - Experimental: live X draft viral scorer powered by TypeSafe Jev.
Jackalope (site) - Desktop GUI for agentic coding that routes tasks across local agents and accounts, with Jev picking the best agent per task, running basic code-review checks, and supplying context.
jev-logtriage (site) - Jev scores collapsed log batches; code maps answers to suppress, watch, review, notify, or page. Nothing is executed.
JevTicktRouter - A .NET 10 and React 19 application for fast, structured AI-powered ticket triage using TypeSafe Jev.
dmx.to (post) - X client with Jev smart rules that filter the timeline by usefulness, type, and topic.
Jev Classifier (post) - Local Telegram channel JSON analyzer for intent, quality, sentiment, and speaker tone.
jev-A-share-trader - Local A-share technical analysis using Jev Choice and Noul questions to assess direction and volatility across two horizons, with evidence for Buy/Hold/Sell assessments and no order execution.
jev-resume-analyzer - CV diagnostics and job alignment with TypeSafe Jev, React and FastAPI.
jevegis (site) - Guardrails for LLM apps in one API call. Prompt injection, jailbreaks, leaks, unsafe content. Built on TypeSafe Jev. MIT.
mimicry - Rewrite AI drafts in your own voice with a bounded TypeSafe feedback loop.
pkg-gate (site) - Pre-install security gate for npm lifecycle scripts using TypeSafe System One.
s1s (site) - System One Search: navigate and trace code with TypeSafe judgments and repository evidence.
scam-shield (site) - Scam text message filter powered by TypeSafe's Jev model.
transcript-scorecard - ACME live support-call scoring demo with TypeSafe AI, Effect, SQLite, React, Vite, and Turborepo.
typesafe-comment - Small Python package that uses typesafe.ai to evaluate code comments on certain heuristics.
typesafe-triage-guard - Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.

Games & simulations

Games and simulations with Jev making the moves.

typesafe-mario - A TypeSafe/Jev agent that plays Super Mario Bros. from structured emulator state.
embodied-jev - EmbodiedJev: MuJoCo robot decision workbench with MiniCPM5-2B, Jev and compatible model APIs.
jev-drone (site) - Camera-only autonomous drone in MuJoCo with a small judgment model (TypeSafe Jev) in the loop at 2.5Hz.
jev-libero (site) - Fine-grained robot control with Jev, physics previews, and configurable LIBERO tasks.
RoboJEV (site) - Two-stage JEV control of a Franka Panda in MuJoCo.
tsai-sc - TypeSafe Jev controls original StarCraft shareware through keyboard and mouse with recorded action probabilities.
PlayJev (site) - Play ten browser games from the screen with a 0.8B open model that returns a probability over the game's legal moves in one forward pass, no text generated.
typesafe-snake - Snake auto-played by TypeSafe's Jev model: one System One choice per tick, legal moves and facts generated in code.
OneVOneJev - 1v1 Jev quickscope arena — Three.js + TypeSafe System One.
jev-reflex-autonomy-lab - Multi-drone autonomy lab demonstrating TypeSafe Jev reflex decisions with optional System 2 strategy guidance.
mario-jev - Python prototype that plays NES Super Mario Bros. from structured RAM observations, with Jev answering focused movement and jump questions.
jev-tetris (trungdq88) (site) - Jev play Tetris in real-time against other AI models.
Jev Driving Lab (post) - Interactive experiments from support routing to a 3D driving simulation: structured sensor state in, typed steer, brake, and overtake decisions out.
clash-jev (site) - A Clash Royale bot with no trained policy: Jev (TypeSafe System One) makes every decision from the live game state.
jev-askable-arm - Zero-shot English goals on a sim Franka. Jev chains hardcoded primitives.
jev-doom-agent - A browser-native Doom agent experiment with structured spatial state, composable AI controls, live decision telemetry, and a Chocolate Doom WebAssembly runtime.
heist-one - Observable browser stealth game: Jev makes typed guard judgments while deterministic code owns the world.
jev-grand-prix - An F1 racing game where TypeSafe's Jev picks the racing line and the pedals, and learns each corner's limit between laps.
jev-plays-pokemon-red - Pokemon Red on PyBoy where code owns the route and the arithmetic, Jev only picks at branches, and every battle turn's faint prediction is scored by Brier against RAM state.
hundred - 100 AI NPCs live in a tiny town. Jev chooses the next action; the world writes the story.
agi-jev-containment - AGI JEV Detection — local AI agent monitor: chain-level malicious-agent detection (TypeSafe Jev + Sentinel), escalate-only L1–L5 containment, Neo4j forensics, AngryRobot dashboard. HackSpain 2026.
rubikjev (site) - Challenge the Jev's intelligence in Rubik Cube puzzles.
jev-harness (ismaelsoilet) (site) - Zero-dependency System One decision harness: 5 semantic gates saving frontier AI agent tokens on trivial errors & doom loops. Python + TypeScript + Rust. MCP-compatible.
gg-friggin-ez (site) - Fast, drop-in profanity and toxicity screener for Node.js, powered by TypeSafe AI Jev. Catches leetspeak, character spacing, and romanized profanity across languages including Kannada, Telugu, Tamil, Hindi, and Bengali. ~50-500ms latency.
HACKSPAIN-2026 (site) - Taiafox filters a hundred incoming messages down to the three that matter, coordinates responders by voice, and re-plans in under a second when the fire turns.
jev-arena-nanojev - 完全本地的 NanoJev 网格决策游戏实验场，支持中文 Pygame、多关卡与 GTX 1660S 训练.
jev-play-ping-pong (site) - Jev plays browser table tennis in real time: structured telemetry, typed decisions, ordinary Chrome inputs, and auditable evidence.
jev2048 (erhanmeydan) - TypeSafe'in Jev karar modeli gerçek bir online 2048 sitesinde oynuyor — hamle başına tek API çağrısı, tek anahtar.
jevball (site) - 22 Jev models, one ball: a 3D football match where every player is its own Jev (TypeSafe AI System One) decision. Watch, or take over the number 9.
jevtown (site) - Jevtown: a social network where people write and 10,000 AI personas react.
Slither-Me-Jev - 8 AI snakes, 1 human, 1 arena. Every snake is driven live by TypeSafe's Jev, making all decisions in real time.
tsai-civ2 - TypeSafe Jev plays original Civilization II in a browser, with live action probabilities. Experimental full-game harness.
Agent-JEV-Tetris - Using the new model JEV to play the game tetris.
jev-gomoku (XieChengYuan) (site) - 弈瞬：双 Jev 五子棋九宫格输入实验台，逐手查看模型决策，支持真实对局回放与实时对战。
jev-snake - An experimental Snake environment where the game engine owns deterministic rules and TypeSafe AI's Jev makes the movement decision from structured state on every tick.
jev2048 - Let Jev (TypeSafeAI) solve 2048.
typesafe-minecraft-demo - A Minecraft Java player controlled by TypeSafe AI, with live decisions, Canadian flag building, and a side-by-side dashboard.
beatjev (site, post) - Browser game: try to beat Jev at spotting a spam message.
casse-brique-typesafe - A Next.js brick breaker whose paddle is controlled in real time by TypeSafe AI's Jev model. Built with Claude Code.
chess-jev (post) - 3D chess where Jev plays both sides, or you jump in.
cyber-breach-jev - Cyber-Breach: The Jev Protocol - A tactical cyberpunk arena combat game powered by TypeSafe AI Jev System One decision model.
Game Plan (post) - Small game that tests how Jev handles unknown input.
Hollow Creek - Village NPCs that judge you each tick, deciding what to do and how they feel, instead of chatting.
Jev Arcade (post) - Krunker-style 1v1 FPS where Jev decides move, aim, ADS, fire, and jump at about 9 Hz.
Jev board games (post) - Playable board games driven by Jev decisions.
Jev Pac-Man - The maze as JSON; Jev picks the turn at each junction in real time.
Jev Tetris - Jev picks rotation and column from holes, stack height, and bumpiness.
jev-bfs - Wikipedia link races with direct Jev ranking and a live terminal display.
jev-games - Visual Jev lab for multiple games and emulator platforms.
jev-gomoku - MoonBit client for Jev plus a Jev-vs-Jev gomoku match, with timing logs.
jev-t-rex-runner (site) - Chrome dino game played by Typesafe AI Jev model.
jev-tetris - A visual TypeSafe demo where Jev chooses verified Tetris placements.
jev.mods - Minecraft mod where Jev tries to finish the game from scratch without a scripted route.
last-exit (site) - A cyberpunk border encounter powered by TypeSafe Jev. Bluff the guard. Inspect the receipts.
pdoom-protocol - USER + JEV: P(DOOM) PROTOCOL — co-op platform shooter where TypeSafe Jev plays alongside you.
pong-jev - TypeSafe's Jev plays Atari Pong. One typed Choice question per frame, no coordinates sent to the model.
ps2-ai-agent - Autonomous PlayStation 2 AI Agent with real-time visual telemetry HUD powered by TypeSafe Jev System One.
river-oaks (site) - NPCs of River Oaks Houston, Texas using Jev to power NPCs.
river-run-typesafe - River shooter game in Python, inspired by Atari's River Raid, played by a TypeSafe AI pilot.
roverlab - A 3D planetary rover sandbox for experimenting with autonomous decisions using TypeSafe AI.
shady-town - Shady Town: social-deduction party game for the living room TV, moderated by TypeSafe Jev.
siege (site) - SIEGE: 200 people vs one agent. A typed action gate (TypeSafe System One) that learns from every breach, evaluated by W&B Weave, hardened by a defender loop. Built at CoreWeave Hacks: Agent Loops 2026.
snake-jev - Snake controlled by parallel Jev assessments, with one API call per game tick.
terrarium - A sandbox where a TypeSafe System One model presses the controls of a small creature. Code runs the world.
typesafe-3d-chess - 3D chess powered by TypeSafe AI (Jev). AI vs AI by default, or play either side. Multiple difficulty levels.
typesafe-chess - Chess where both players are TypeSafe's Jev model: every move is a typed Choice decision.

Demos & playgrounds

Live demos and playgrounds.

killmyidea (site) - Describe your startup idea. Jev decides: kill it, fix it or ship it.
jevcache (site) - A decision cache for TypeSafe Jev-class models — memoize decisions so repeats are free, deterministic, and shareable. One 2 MB binary.
jev-spring-boot-starter - A simple Spring Boot 4 starter for TypeSafe Jev using Spring MVC and RestClient.
typesafe-ai-playground (BunsDev) (site) - Community TypeSafe AI playground: 110 use cases, games, dilemmas and model challenges, with editable prompts, A/B comparisons and a mobile-friendly UI.
jev-me - A grill-me style interrogation of your idea, with Jev doing the grilling.
jevframe (site) - Semantic AI for pandas and Polars: classify text, analyze sentiment, and score DataFrame rows with natural-language questions and full probabilities using TypeSafe Jev.
jev-ultralightspeed (site) - BRRRRRRRRRRRRRRRRRRRRRR.
flue-jev-demo - Flue agent routing with TypeSafe Jev through Cloudflare AI Gateway.
jev-autopilot - This demo uses Jev from TypeSafe AI to autonomously fly a drone in a random city from point A to point B, avoiding obstacles along the way. A trip costs $0.01.
Instinct (site) - Instinct: describe a case in free text and Jev picks the UI from a fixed catalog without generating a line of code or copy.
jev-system-one - A polished OpenAI + TypeSafe Jev terminal interface for answers with transparent decision reports.
jeveryword (site) - Text extraction with Jev: field extraction, PII detection and exact quotes, built on TypeSafe's Jev.
jev-ai (site) - Jev AI quickstart & FAQ — TypeSafe AI's System One model. Try it free: jevtypesafeai.com.
jev-notion - 🚀 Blazing-fast native macOS menu bar companion for Notion. Pure Swift & SwiftUI (<3MB), 8 languages.
jevguide (site) - Curated Jev showcases from X, organized by category with media previews and direct source links.
jevmoji (site) - Type anything. Get related emojis scored 0–3 with Jev.
jevseo (site) - Typed SEO, AEO and GEO judgments powered by Jev, a System One decision model. Code owns the rules, the model owns the meaning.
typesafe-ai-playground - Community TypeSafe AI playground: 110 use cases, games, dilemmas and model challenges, with editable prompts, A/B comparisons and a mobile-friendly UI.
ai-type-safe-platform (site) - TypeSafe platform bridge for Symfony AI.
ask-jev-ai (site) - A public wall where anyone asks a question in three to fifteen words and Jev, TypeSafe's judgment model, answers yes, no, or it depends in about 100 milliseconds. Every judged ask lands on the wall in realtime, with a running count toward one million, showing cost.
clarity-judge (site) - Multi-axis writing quality checker powered by TypeSafe AI's Jev model. Separate named checks, each with its own verdict and confidence.
got-jev (site) - Jev (TypeSafe AI) PoC through Game of Thrones.
intelliprompter (site) - A teleprompter of talking points that checks each one off as you cover it, using TypeSafe's Jev Score questions.
jev-cloud-quiz (site) - 三大クラウドの機能名を、TypeSafe AI の System One モデル Jev が確率つきで判定するデモ.
jev-connector - WordPress connector for the TypeSafe System One API (Jev): typed questions, confidence-scored answers, core Connectors API key management.
jev-ids (site) - Blazing-Fast Token-Efficient Intrusion Detection System (IDS) based on TypeSafe's Jev.
jev-information-extraction (site) - Parsing the PDF and extracting the relevant information.
jev-pii-checker (site) - CLI that finds PII in text with TypeSafe Jev: presence, sensitivity, and located spans.
jev-resume-match - Score how well a resume matches a job description using Jev (TypeSafe AI). Next.js app that returns typed, explainable match scores instead of generated text.
jfind (site) - Find files by describing them in plain English: find(1) with a semantic --like predicate, answered by TypeSafe.ai's jev model.
rover-claude-jev-demo - Just a weekend project with Claude as system two, and Jev as system One.
Should AI Kill Us All? (site) - Live verdict page: feeds Jev the day’s Florida Man, odd-news, politics and world headlines and asks all three primitives whether AI should kill us all, refreshed every ten minutes.
tempo-jev-demo - A natural-language task workspace comparing performance across AI models (TypeSafe's Jev, GPT-5.6 Luna, and Gemini 3.8 Flash).
toolgate (site) - Agent tool/MCP call gate — allow / ask_human / deny via TypeSafe Jev.
typesafe-ai-jev-example - Hands-on demos for TypeSafe's Jev (System One) model: six runnable examples and four field notes. Runs offline with no API key; samples/ holds real measured output from jev-1.13.0.
typesafe-ai-playground (markjaquith) (post) - A playground for experiments around Jev, TypeSafe's System One model.
werr (site) - Zero-memory System-1 decision engine & TypeSafe Jev wire-compatible runtime powered by Mandelbrot wave dynamics (JevBench #1).
gpt-vs-jev (site, post) - Compare GPT generated language with JEV structured Noul decisions on the same input.
guard-jev (site) - Comment-moderation playground: paste a comment, Jev decides what to do with it.
harden-jev-decides - JEV picks which stream idea becomes the live MVP. TypeSafe System One decision board.
jev_projects (site) - List of projects that use typesafe's jev.
jev-hooks (site) - Compose typed Jev judgments as reactive semantic state in React and backend programs.
JEV-language (site) - Give your Jev language.
jev-paper-judge (site) - Feedback on your paper in seconds.
jev-playground (Little-Planet-Labs) (site) - A small Next.js app for experimenting with TypeSafe AI's Jev model (System One).
jev-playground (wustep) (site) - Can a System One model steer music? Jev picks the plan (enums only); code renders sheet, audio and MIDI.
jev-practice-speed (site) - A WebGL demo where you play the card game Speed against a CPU whose brain is TypeSafe AI's Jev. The whole point of the app is to measure and show Jev's decision speed and decision accuracy in real time.
jev-should-i-apply - Typesafe/Jev public X demo.
jevcode (site) - JevCode — Jev (TypeSafe System One) 技术解决方案与最佳实践 · https://www.jevcode.ai.
jevtrafficsim (site) - TypeSafe AI's first model Jev takes on an entire city's traffic.
Postmark (site) - A working Demo that acts as classifier to classify linkedin post which inside uses jev by Typesafe.ai.
typesafe-arena - A playground for TypeSafeAI's Jev Model.
typesafe-showcase (site) - Next.js UI showing off TypeSafe's System One model (Jev) — parallel Noul judgments and a Choice-based citation checker, deployable to Vercel.
cartshield (site) - CartShield — SMB checkout fraud disposition via TypeSafe Jev.
Crowdcheck - Test a post against 10,000 synthetic personas before you publish it.
extremely-specific-council (site) - Twelve members. Zero qualifications. A playful TypeSafe AI council with animated votes, inspectable decisions, and shareable verdicts.
Formatho Jev Playground - Browser-based request builder for the System One API: compose state plus typed Noul, Choice, and Score questions. Mock mode runs locally without an API key; Live mode requires your TypeSafe key and calls api.typesafe.ai directly. Generates typesafe_sdk Python. Includes companion Jev Suitability Test.
harnessjudge (site) - Judge agent steps — ok / retry / escalate / stop via TypeSafe Jev.
hiresignal (site) - HireSignal — resume first-pass fit+interview via TypeSafe Jev.
human-compiler (site) - A compiler for human language. Paste text, get diagnostics. Measured by TypeSafe Jev.
Jev Gamecast (site) - Jev Gamecast: replay-first React app that asks Jev typed questions about live sports data.
Jev mood demo - Talk nicely or nastily over time; structured state tracks the mood.
Jev Room - One sentence becomes six room settings. Jev chooses, the app renders.
jev-ad-preflight - Typesafe/Jev public X demo.
jev-board-lab - Interactive explorer and Jev question workspace for Jev Board datasets.
jev-bun1 - TypeSafe の Jev を TypeScript SDK で使ってみる最初の 1 歩.
jev-demos - Demos to test the effectiveness of TypeSafe's "Jev" System One Model.
jev-dev - 同じ発言を jev と LLM の両方に判定させ、感情の変動値のズレと応答速度を1画面で見比べるデモ（affectus + Vercel AI Gateway）.
jev-user-jury - Typesafe/Jev public X demo.
jevplay (site) - TypeSafe Jev playground — custom Choice/Score/Noul builder with live distributions.
Job Risk Analyzer (site) - Job Risk Analyzer: CLI and REST API that uses Jev to score an occupation's exposure to AI-driven layoffs and its resilience.
lanebreak (site) - LaneBreak — support ticket priority+routing via TypeSafe Jev.
mcpmatch (site) - Match user goals to MCP catalog (two-stage) via TypeSafe Jev.
Probably (site) - Probably: live BTC, ETH, and XRP prices with a shared TypeSafe buy-or-wait demonstration. No trades placed.
pulselane (site) - PulseLane — clinic triage decisions via TypeSafe Jev.
Search-Function-Test (site) - A test project based on Jev AI, the goal is to build a search function for a blog/article website that has 100s of articles to search from, So the user can actually use the search as chat to question anything and find related answers/articles.
spendbrake (site) - Agent budget brake — continue / downgrade_model / stop via TypeSafe Jev.
swarmrouter (site) - Route tasks to research/code/browser/support/writer agents via TypeSafe Jev.
trustgate (site) - TrustGate — indie media T&S gate via TypeSafe Jev.
TypeSafe Typewriter (post) - Val Town demo where 16 typed judgments update live as you type.
typesafe-image-diffusion (post) - Diffusion-style pixel art out of a classifier: 256 parallel per-pixel Jev questions plus refinement passes.
Yes / No - Free, no-signup Noul demo. Ask a question, get yes, no, or maybe, with web search when needed.

Benchmarks & research

Benchmarks, evals, calibration studies, and open replicas.

SemIf (site, post) - Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.
NanoJev - A nano replica of Jev: parallel decisions, dynamic candidates, and an end-to-end training pipeline.
jevlike (post) - Train a small model that chooses among a changing list of text options, one probability per option in a single pass. Includes Doom, chess, and Wikispeedia demos.
von - The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
openjev (site) - Open, Jev-compatible System One decision server on DiffusionGemma.
decider - One-pass typed decisions with calibrated probabilities (System One style model), fine-tuned from Qwen3.5-2B.
openJev-verdict-2.0 (site) - Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE).
jev-visual - An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.
reflex - A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.
jev-eval-agent - Personal-assistant agent built on Vercel's eve with 100 mocked tools, measuring how many steps it takes when Jev picks the tool versus the LLM.
open-jev (daseinlabs) - One-pass option scoring with a local Gemma 3 4B on Apple silicon via MLX, inspired by jevlike, with a Doom demo.
jevbench - JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
Verdict-open-jev (site, post) - Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground.
jev-as-a-judge - Using Jev as an evaluator.
jevals - Agent evals and guardrails in one request. Built on Jev, Kev and Laya.
jevmlx (post) - Jev-style parallel constrained decisions for any MLX model on Apple Silicon. Typed, schema-valid JSON in one forward pass.
open-alternative-jev (site) - Open alternative to Jev: typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with benchmarks.
mini-jev - Mini-Jev: what a Jev-style typed-decision interface looks like on a frozen Qwen3-4B — read the option letter's logits instead of generating JSON. Preregistered experiment, results, teaching bench.
jev-dataops - An open-source JEV-powered workbench for streaming data selection, quality evaluation, automatic LoRA training and held-out model evaluation.
open-jev-typed-decision-engine - Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
agent-jev - AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.
LitJev (post) - A reproduction of Jev that turns any Qwen model into a fast decision model, serving the same /v1/systemone schema (Choice, Score, Noul) with no training and no generated answer text.
typesafe-ai-benchmark (site, post) - This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.
TypeAR (site, post) - Type-safe one-decision-per-token decoding engine for autoregressive LLMs, inspired by Jev.
Jev_apps - 看看 Jev 能做什么：用中英文讲清热门应用、工作原理和各自优缺点。Explore Jev apps with plain-language examples, explanations, and comparisons.
openjev (zhihz) - Local bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.
system-one-open - Open replica of TypeSafe's Jev: typed calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3 270M (Modal).
system-one - Batched single-token choice inference for open language models, compatible with TypeSafe.
jev-capability-atlas - Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。
jev-curate (site) - High-throughput synthetic & pretraining dataset sifter powered by TypeSafe AI Jev (api.typesafe.ai). Stream, filter, and score Parquet & JSONL datasets at 1,500+ rows/sec using System One typed decisions (Choice, Score, Noul).
jev-on-a-laptop (post) - Unofficial study: Jev-style parallel typed decisions on stock 1.5B-8B models on an Apple Silicon laptop. Benchmarks, research notes, and a Hugging Face Space demo.
jev-column-race (site) - Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.
open-jev (JoshuaSP) - Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results.
jevify (site) - An agent skill to discover TypeSafe Jev opportunities, design typed questions, and learn from recent community experiments.
jev_local - Replicating Jev with a local LLM.
laya-vs-jev-arena - Laya (open source, local) vs TypeSafe Jev (API): two AI models race in Snake and fight in a Mortal-Kombat-style arena. Every move is a real model decision.
OpenJev (zhangcy122) - OpenJev: Open-source alternative to TypeSafe Jev. Typed probabilistic decision API (Choice, Noul, Score) powered by open LLMs & constrained logprob calibration.
jev-benchmarks - Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
jsort - Sort by meaning: order lines along a plain-English dimension, from pairwise comparisons judged by TypeSafe's Jev model.
jev-studio - If you're experimenting with jev it will be easier from here.
jevfire (site) - JEV-inspired parallel decisions for CUDA LLMs. One context, many decisions. vLLM API, game-agent examples, and reproducible benchmarks.
jev-rag-benchmark - Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.
jevbetter - A stronger one-pass scorer over a variable list of text options: hashed n-gram encoder, rival-aware attention, gated head, temperature scaling, benchmarked against jevlike.
open-spark-jev - Open-source, local decision models inspired by TypeSafe’s Jev and System One - built on Qwen3 for NVIDIA DGX Spark.
openvons (site) - Openvons (open-Jev): 有限選択肢に確率で答える判断層 — テキスト / 画像 / 日本語音声コマンド.
jev_stock - An experimental JEV-powered framework for forecasting short-term stock price direction from structured market data.
JevForge (site) - End-to-end Jev-style structured-decision stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, preliminary RLCD, local serving, and interactive replay.
jev-cli (shaharia-lab) - Command-line tool for TypeSafe AI's Jev model. Ask yes/no, multiple-choice and rubric questions about any text and get calibrated probabilities back. Answers become exit codes for shells and CI, JSON for scripts, and MCP tools for AI agents.
jevcal - Stop guessing confidence thresholds: calibrate, threshold, and drift-check typed decision models (TypeSafe Jev) against an LLM teacher.
jev_project_context - Evidence-first long-term experiment memory skill for AI coding agents, with optional Jev decision-model layers.
jev-harness - Decision harness for TypeSafe Jev — confidence gates, shadow mode, recipes, and evals. Claude CLI 48.9s → Jev 1.3s on the same row-filter job.
jevgpt - A chatbot built on a model that cannot generate text (TypeSafe AI's Jev, driven autoregressively).
hermes-and-jev-play-minecraft - Hermes Agent plans, Jev (TypeSafe) picks bounded actions, Mineflayer executes: Minecraft with no screenshots or keypresses from a model. Includes the reproduction of rmalde/minecraft-agent's Ender Dragon run.
jev.nu - Nushell module for the TypeSafe System One API: typed decisions with calibrated probabilities.
typesafe-local - Inspired by TypeSafe Ai, Ask a local LLM typed questions, get calibrated probabilities instead of text. Structured output without generation or parsing. MLX / Apple Silicon.
AnyDecisionModel - A Swift package for typed decisions from language models (probabilities, choices, and scores), with support for local MLX models and the TypeSafe Jev API.
nanojev-arena - NanoJev Snake Arena: 1v4 human-vs-AI battleship + 100-agent swarm simulator. Local demo of Jev System-One model (open-source mini replica).
open-jev (site) - An open-source, from-first-principles reconstruction of the ideas behind TypeSafe AI's Jev, written in pytorch.
Augustus (site) - 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.
edgejev (site) - 离线可用的本地类型化决策：4 核 CPU 单题 15.6ms。Local & offline Jev / System One inference on CPU — ONNX + INT8, no torch at runtime. 支持 laya / kev / PlayJev.
jev-architect (site) - Find, design, and evaluate TypeSafe Jev decision loops.
jev-benchmark - Benchmarks and a playground for TypeSafe's Jev (System One) model: chess, and who-is-the-player-talking-to for speech-to-text game NPCs.
jev-korean-benchmark (site) - Reproducible early-access evaluation of Jev on Korean understanding and medical text, with runtime and cost evidence.
jev-search (larguesa) - Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.
jev-search-rerank-eval - Does a TypeSafe Jev rerank beat embedding search? Graded relevance eval (9,831 pairs, 164 zh/en queries) over the Agent Skills Hub catalog, with the judge-circularity bias measured.
pi-jev-context (Nyarlathoteppppp) - Cache-neutral context trimming for the pi coding agent, powered by TypeSafe Jev: long tool output cut to verbatim key lines before it enters context, with lossless recall. Measured, with pre-registered benchmarks.
claude-jev - Claude Code plugin that scores review findings, debug hypotheses and design options with TypeSafe's Jev — calibrated probabilities instead of one more opinion.
daf-jev - Daf-jev: composable Python toolkit for TypeSafe's Jev (System One) decision API — question builders, confidence gates, evaluator, calibration, CLI, MCP server, agent skill.
jev-little-airways - A show-and-tell capability study for Jev, TypeSafe's System One decision model.
jev-lm - A word-level language model whose output layer is Jev: n-gram drafter, Noul chunk verification, bits-per-token eval.
jev-rerank-bench - Can a decision model beat dedicated rerankers? TypeSafe Jev vs Cohere Rerank 4 vs ZeroEntropy zerank-2 vs a chat-model baseline: 14 datasets, every raw API response, bootstrap ranges on every gap.
LegalForecastBench - LegalForecast-MTD benchmark alpha and official evaluation workflows.
mcts-agent - Discriminative Monte Carlo Tree Search using TypeSafe Jev System One Primitives and Gemini.
OpenJev - OpenJev: an independent Jev-inspired System One decision API based on TypeSafe.ai concepts. Choice, score and noul primitives, local mock server, Python and TypeScript SDKs. Real inference planned; not affiliated with TypeSafe AI.
poorjev - Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071). Typed decisions, runs offline, no API key, no waitlist.
jev-align - Calibrated alignment verifier for LLM responses and agent plans — powered by Jev.
jev-bot - Self-hosted Jev decision workbench and Feishu bot: automatic choices, probabilities, and experimental word/character writing.
jev-codes (site) - Audit your git diff against YAML coding-standards packs using TypeSafe's Jev model, from a CLI or your AI agent's command/skill.
jev-oas-sentinel - Catch breaking API behavior hidden in OpenAPI prose with deterministic checks and TypeSafe JEV System One semantic review.
jev-ood-calibration - Independent calibration test of TypeSafe's Jev on a task it cannot have seen: 900 rule-generated support tickets (choice / score / boolean) plus 3 public benchmarks via Vercel AI Gateway. Raw responses, ECE with noise floor, temperature refit, per-type sign of miscalibration. Reproducible for ~$0.06.
jev-realtime-trading - Paper trading agents on a live tape, decided every second by TypeSafe's Jev (System One). Electron desktop app.
jev-reward-model-evaluation (site) - Jev 1.13 reward-model evaluation across 8 benchmark tracks, with an interactive report and 54-row SOTA comparison.
jevarena (chenmingtang830) (site) - Open-source BYOK arena for Jev and other AI judges. Find failures, compare quality, cost, and latency.
qwen-rlcd - Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B.
system-one-gemma - Open-source Jev-style System One decision model. Gemma 3 270M with a scoring head — fast, calibrated decisions in a single forward pass. No text generation. Inspired by TypeSafe.ai's Jev.
trade-jev - Backtest Jev (TypeSafe) as a BUY/SELL/HOLD trader on NQ L10 order-book data.
typesafe-ai-go - Community-maintained Go SDK for the TypeSafe AI System One evaluation API, with typed questions, fluent builders, retries, and examples.
Jev (site) - Unofficial TypeSafe Jev showcase — System One decisions, not chat.
jev-as-quant - Typed System-1 decisions (Laya/Jev) as the judgment layer of a quant research stack, with Claude as System 2. Requirements → design → code → experiments.
jev-behavior-study - Independent Jev 1.13.0 behavior study: report, controlled prompt experiments, raw results, and offline verification.
jev-chat - A chatbot from typed Jev decisions: hierarchical speculative decoding over System One probabilities.
jev-exploration - Jev (TypeSafe) exploratory thread: claim audit, live demos, and runnable code.
jev-flash-router - Open-sourced jev-flash-router: an MCP server for TypeSafe's new Jev model. AI coding agents waste hundreds of reasoning tokens just deciding which file to edit, which route to pick, or whether a diff breaks tests. Jev evaluates state and outputs calibrated probabilities. Works with Cursor, Windsurf, & Claude Code.
jev-gate - Not every coding task needs your best model. Experimental Jev-powered model routing for Claude Code — V3 prototype runs today, V4 routes at the task boundary.
jev-phishing-bench - Jev (TypeSafe) vs Claude Haiku 4.5 on 2 000 phishing emails: accuracy, calibration, latency, cost. Reproducible benchmark.
jev-web-analyzer (site) - See what Jev thinks about your SaaS website — powered by ReplyNodes web context and Vercel AI Gateway.
jevchess (site) - Jev, TypeSafe's System One model, plays chess against any OpenRouter LLM, Stockfish and you. One-page web app with live moves, Jev's move probabilities, saved games and win rates.
jevtest (site) - Semantic test matchers for Vitest and Jest, powered by TypeSafe's Jev model. Write expectations in plain English, get calibrated probabilities back.
local-jev - A local, offline System One server compatible with TypeSafe's Jev API. It answers typed yes/no, category and score questions with small open models.
new-api-plugin-typesafe - TypeSafe AI System One (Jev) task plugin for QuantumNous/new-api — native /v1/systemone, synchronous evaluation, token billing.
rh-guard (site) - Reward-hack radar for coding agents: structural denies + TypeSafe Jev System One sidecar for Claude Code & Cursor hooks.
calibre - Calibration and confidence-based routing measured on Banking77: 80.2% accuracy at $0.103 per 500 decisions.
cu-Jev (site) - Cuda-Jev — a CUDA-native Jev System One decision inference engine. Jev compatible API, examples, and reproducible benchmarks.
ego-jev-ultrafast - Jev drives your Ego Lite browser: one typed-choice request per step. Single-file, zero-dependency port of browser-use/jev-ultrafast with multi-model benchmarks and extra guardrails. Unofficial.
jev-2048 (site) - An instrumented 2048 web lab where every move is a Jev (TypeSafe AI System One) Choice, with no heuristic fallback | 用 Jev 决策模型驱动每一步的 2048 网页实验台，概率、置信度、延迟与成本全部摊开可见，且刻意不做启发式兜底.
jev-agent-failure-benchmark - Benchmarking Jev (Typesafe.ai) against a strong LLM on the Who&When Pro agent-failure-attribution benchmark (text subset).
jev-chess (site) - Chess moves, evaluations, persona opponents, and game classification with TypeSafe AI System One.
jev-for-engineers - Eight minimal working examples of TypeSafe's Jev (a System One model) applied to mechanical and electrical engineering: CAD/CAE/CAM routing, FEM result triage, DFM screening, BOM alignment, hallucination-proof extraction. Zero dependencies.
jev-mcp-server - MCP server for Jev (TypeSafe System One): the three official question types — choice, score, noul — plus batch classify. Calibrated probabilities, ~0.5s, <$0.001/call.
jev-mode - I kept watching coding agents burn context on decisions that aren't hard - triage 400 tickets, tag 600 files, route to one of six teams. jev-mode moves those verdicts to a typed-judgment model. I A/B'd it: 78% fewer tokens, 16x less work-attributable input, accuracy 96.1% vs 93.7%. Python, no deps, MIT.
jev-research-eval - Reproducible Jev Ultrafast research-browser eval harness + field note (QC’d cases, suite runner, report generator). Not investment advice.
jev-routing-experiment - Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.
jev-sec-bench (post) - Blind security benchmarks for Jev, TypeSafe's System One model: prompt injection and vulnerable code detection, built on jev-go.
jev-starter - Typed, policy-driven decision workflows on top of TypeSafe AI Jev: confidence routing, fallbacks, evaluation, and RAG patterns for TypeScript apps.
jev-storyboard-lab - Google ADK vs Microsoft Agent Framework for structured-output agents, with TypeSafe Jev as a vendor-neutral QC gate.
jev-ui (site) - React components that resolve which component to render, how to order a list, and whether to show an affordance — from calibrated judgments returned by TypeSafe's Jev.
jevbench (dhruvmehra) - Benchmark TypeSafe JEV against LLMs, fine-tuned BERT, Laya and zero-shot NLI on text classification: accuracy, calibration, latency, throughput, cost.
jevbus - A streaming event bus whose routing, subscription and consumption are decided by a probabilistic judge. The reference judge is TypeSafe AI's Jev (System One) model: send it a payload and a set of typed questions, get back calibrated probabilities instead of prose.
jevloop - A Python agent runtime powered by TypeSafe Jev: guarded tool execution, isolated Docker sandboxes, and side-by-side LLM comparisons.
jevmory - Coding-agent memory where every fact is a verbatim quote graded by TypeSafe Jev's calibrated confidence. Local-first, SQLite receipts, zero dependencies.
jevshield - Sub-100ms security gate for AI agent tool calls, powered by TypeSafe's Jev (System-1) decision model. Single-request Choice/Noul/Score evaluation, dual-factor blocking matrix, calibrated-confidence routing, fail-closed parsing, zero-config local fallback. LangChain-ready.
laya-browser-agent - Local, open-source Jev alternative: browser agent decisions with Laya (System One model) on your own machine. No cloud, no API key. Playwright/CDP, MCP-friendly.
metask-jev - Metask-Jev: calibrated typed-decision models (Jev-class). Single forward pass, candidate-logit readout. metask-jev-4b beats Bespoke Nimble-9B and Jev on JevBench.
OpenJev (GPT-AGI) - Jev-compatible System 开源Jev.
ORIGIN-CIVILIZATION - AI life-and-civilization simulation: TypeSafe Jev makes every decision (typed, probabilistic, auditable); LLMs plan — OpenAI-compatible APIs, local models (Ollama, LM Studio), Claude Code, Codex.
polymarket-btc-5m-agent - Agente de trading para o mercado BTC Up/Down de 5 minutos da Polymarket: modelo em código, Jev (TypeSafe System One) como portão, ordens maker, calibração e shadows em paper.
pytest-jev (site) - Semantic assertions for pytest: test what your LLM app's output means, judged by TypeSafe's Jev.
research_desk - TypeSafe Jev demonstration for new analyzation — experimenting with Jev for fast analysis of news and tickers.
ruby_llm-providers-typesafe (site) - TypeSafe System One models (Jev) for RubyLLM: typed judgments, evaluations and reranking.
siftr - Fast, cheap judgment for AI coding agents: semantic search, focused reads and list picking in ~2s. CLI + MCP server on TypeSafe Jev. Benchmarked on SWE-bench.
sysone-bench - First independent head-to-head benchmark of System One decision models (Laya vs Jev) on byte-identical inputs.
tenbin - 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.
toolgate (RiskAverseTech) - Open auto mode for AI agents — a calibrated tool-call firewall powered by TypeSafe Jev. Ships as a Claude Code hook.
typesafe-chess (Dimesio) - FUn little experiment with Typesafe AI Jev Model playing chess against stockfish :).
typesafe-jev-mcp (site) - MCP server exposing TypeSafe's Jev model as a typed evaluate tool.
watfile (site) - Text/PDF - File categorization and sorting with Typesafe AI Jev or local calibrated decision model.
zerosweep (site) - Autonomous System-One Triage Engine & Benchmark powered by TypeSafe AI (Jev). 75ms inference, $0 output tokens, and RLCD epistemic safety gates.
bes-kelime-jev (site) - Ne yazarsanız yazın, beş kelimeden biriyle cevap veren sohbet botu. Kelimeyi TypeSafe AI'ın Jev evaluation modeli seçer.
decisionbridge - A Jev-inspired decision interface for existing LLMs. Explicit choices, scores, calibration, and review thresholds.
dsh-jev-verify (site) - Jev (TypeSafe System One) decision tools + live verification benchmark for DeepSeek Harness: jev_decision (choice/score/noul) and jev_verify, honest by design.
jev-benchmark (themsquared) (site) - Reproducible benchmark for TypeSafe AI's Jev on agent tool-call risk classification: accuracy, latency, and whether the confidence score is worth routing on.
jev-carryforward (site) - What your last session knew, scored against what this one is doing. MCP server: a per-project ledger written as things happen, recalled per task with TypeSafe's Jev evaluation model via Vercel AI Gateway.
jev-freeform - An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.
jev-labs (site) - Never confidently wrong: a TLA+-verified consensus kernel around TypeSafe's Jev, run through 1,680 chaos-tested pharmacy decisions with zero wrong verdicts. Film, code, and every captured call.
jev-synergy-screening - Jev (TypeSafe System One) × ASReview SYNERGY abstract screening demo — Choice/Noul vs gold labels.
kyotsu-ai-bench - AI benchmark on Japan's 2026 Common Test: Jev vs luna-none vs luna-low (static dashboard).
modelsystem (site) - Curated catalog of System One / Decision Models — contributions for modelsystem.one.
openjev-experiments (site) - Experiments with openjev, an open Jev-style option-logit runner, on local models.
openjev-multimodal (site) - Local multimodal decisions on your Mac. Jev-compatible typed probabilities with Qwen, llama.cpp and Metal.
openpoke-meets-jev - Fork of OpenPoke where the yes/no decisions go to Jev instead of Claude Sonnet, with a same-inputs A/B against the replaced LLM decision and a 43,776-request adversarial run on the injection gate.
padflow-jev-evals - Typed-decision benchmark from PadFlow (land development SaaS): schemas, anonymized labeled rows, and a runner for confidence-calibrated models like TypeSafe Jev.
PocketJev - On-device iPhone visual decision tool using MLX and Qwen3-VL direct option logits.
RISC-jeV - I tortured Jev into being a RISC-V CPU.
system-one-security-triage (site) - Recorded comparison of Jev, Terra, and Opus on 100 synthetic security-triage cases, five passes each, with a static inspectable dashboard.
typesafe-vs-deepseek (site) - TypeSafe (Jev) vs DeepSeek-flash: side-by-side speed/token/cost/accuracy comparison across invoice extraction, email classification, and reranking.
what-is-jev (site) - Independent, source-linked research on TypeSafe AI's Jev (System One), with 947 rubric-scored public repositories, recurring patterns, datasets, and bilingual documentation.
FinancialPredictionJev - Using Jev to test how well it predicts financial markets(just like most llms as of september 2026, it doesnt do that good).
jev-alpha-bench - Does Jev predict stock returns from news? It reads the news well; there is no tradeable alpha. Three arms separate reading from recall.
jev-anotacao-sentencas (site) - Jev (TypeSafe) vs. Gemini 3.8 Flash vs. GPT-5.6 Luna na anotação estruturada de sentenças do TJSP: qualidade, tempo e custo.
jev-deferred-crispification - Position paper: the Hidden-Markov and fuzzy primitives missing from TypeSafe AI's Jev and System-One decision models. Two lemmas, one principle (Deferred Crispification), one architecture (BSF-S1).
jev-headline-bench - Can Jev pick the winner of a real headline A/B test? 64.5% across 10,984 Upworthy randomized experiments, 74.7% when the difference was decisive.
jev-jp-address - Jev (TypeSafe) 性能評価プロジェクト — 日本郵便 KEN_ALL をマスタに、AI SDK 経由の Jev が住所のあいまい一致にどこまで使えるかを検証.
jev-lab - TypeScript experiments, evaluations, and latency benchmarks for TypeSafe's Jev model.
jev-pick-and-place-study - A small reproducible MuJoCo pilot comparing Jev, Claude Haiku, and reactive rules for pick-and-place.
jev-playground (hegargarcia) - Benchmarks Jev against other evaluation models in games with explicit states, legal actions, and measurable outcomes.
jev-report - 发明 RLHF 的人，这次做了个不会说话的模型：Jev 独立研究报告。52 页 PDF + 50 条中文实测复现包 + 143 条可回溯数据表.
jev-secret-detection (post) - Measures how well TypeSafe's RLCD-Jev model spots real secret credentials in file snippets.
jev-shadcn-lint-eval - A small second eval for shadcn-ui/lint that uses TypeSafe's Jev to judge the linter's own output.
jev-spam-eval - Zero-shot spam filtering with TypeSafe Jev Noul questions, compared with TF-IDF baselines.
jev-trace-classifier - Application of TypeSafe Jev (noul judgment primitive) on the collusion.wiki corpus: agent vs human page authorship, head-to-head vs local Qwen3.8-Flash-Next.
misereru-slide-jev (site) - Ongoing Japanese research deck on Jev and System One models, maintained as Markdown slides.
Parallel Constrained Decoding (Qwen2.5-1B-RLCD) - Hugging Face Space exploring open-source parallel constrained decoding as an alternative to Jev.
shade-arena-jev-monitor - Evaluating TypeSafe's Jev as a fast monitor and action gate for agent sabotage in SHADE-Arena, compared with Gemini 2.5 Flash/Pro.
system-one-adapter-rust - Rust port of TypeSafe system-one-adapter (LLM-backed system_one evaluations).
thaiexam-jev-charts - Charts: TypeSafe Jev evaluated on Thai standardized exams vs 110 other models.
Typesafe_chess_eval - An evaluation of typesafe AI chess. As it turns out, the AI isn't doing really well even though chess is not a particularly open-ended game. Still, it's only a prototype and this probably wasn't optimzied for games.
typesafe-oracles - Evaluating TypeSafe's System One primitives (Choice/Score/Noul) — where a typed oracle beats an LLM call.

Other lists

Other curated lists.

awesome-jev (yibie) - A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.
awesome-jev-tools - A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.
awesome-typesafe (site) - Curated list of official resources and community projects for TypeSafe, System One models, and Jev, with a GitHub Pages site.
jev-skill - An awesome collection of Jev use cases, workflows, and agent skills.
awesome-jev-projects (site) - Awesome Jev: source-backed open-source ecosystem radar, plain-language project discovery, and automatic GitHub sync.
awesome-jev (heyjunpenn) (site) - A verified, community-maintained catalog of 485 open-source projects built with Jev.
awesome-jev - A curated, source-backed list of projects built with Jev, TypeSafe AI's System One model for typed decisions.
awesome-jev (AnotiaWang) (post) - A curated list of awesome Jev / TypeSafe System One applications, libraries, and resources.
awesome-jev (fatwang2) - A source-backed Jev project directory with a reusable Jev-only GitHub review workflow.
awesome-jev (OmniJev) (site) - Papers, open reproductions and independent evaluations behind System One models and Jev.
awesome-jev-typesafe (site) - Typed decisions with TypeSafe's Jev, the first System One model.
awesome-jev (kraayenjon) (site) - A curated list of Jev use cases, projects, SDKs, and resources. Jev is TypeSafe AI's System One model for fast, typed decisions in software — Choice, Score, and Noul with calibrated probabilities.
awesome-jev-use-cases (site) - Awesome list of TypeSafe AI Jev use cases: 74 demos ranked by likes, 150+ GitHub repos, limits, cost and API examples. CC0, sponsored by AY Automate.
awesome-jev (AppitStudio) - Curated Jev resources and runnable examples for typed AI decisions.
awesome-jev-zh (site) - Jev / TypeSafe System One 中文精选列表：官方资料、SDK、爆款应用、Agent 工具、开源复现与独立评测，附中文上手指南，每日自动收录 GitHub 热门项目。
awesome-jev (BeatAPI) (site) - We only curate source-reviewed JEV-related projects with 100+ GitHub stars — integrations, tools, open models, and experiments. Live gallery: beatapi.io/awesome-jev.
jev-hub (site) - JEV HUB · X 上关于 TypeSafe AI「系统一模型」Jev 的长文与演示视频聚合（保留原链与作者）｜谁是专家出品.
jev-radar - 📡 全网最全 · The world's most comprehensive tracker of the Jev (TypeSafe AI System One) ecosystem — 220+ documented cases · 108 confidence-graded entries · verified & rescanned every 3 hours · API access guide included.
awesome-jev-usecases (aliaihub) - Evidence-backed use cases, patterns, and guidance for building with Jev, TypeSafe AI's System One model. Every claim is labeled and sourced.
awesome-jev-usecases (site) - Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.
awesome-jev-live (site) - Awesome Jev — evidence-graded index of TypeSafe System One: SDKs, MCP tools, agents, apps and open models. 20 languages, rebuilt every 2 hours.
awesome-jev (Frank-ZY-Dou) - Public examples of Jev used for robot control, 3D modeling and adjacent control tasks, with sources and archived media.
awesome-jev (ckaraca) (site) - A curated list of tools, integrations, and experiments built on Jev, TypeSafe AI's System One model for fast, typed decisions.
awesome-jev (MrJev) (site) - Selective list behind a 10-star bar, with hands-on reviews at mrjev.com recording what each tool sends and where.
awesome-jev (tanxarx) - All things awesome related to Jev.
fable-jev - ⚡ Sub-100ms cognitive reflexes for autonomous coding agents. Powered by TypeSafe AI's Jev & get-fable.
awesome-jev (daftAI2026) (site) - TypeSafe System One / Jev community directory — GitHub projects & posts around typed decisions (typesafe.ai).

Articles & threads

Coverage, write-ups, and X threads.

AI that does not talk - Practical guide: playground, Python and JS SDKs, raw HTTP, and the agent skill.
AIAvatarKit turn-end gate - Voice-dialog turn-end detection using Jev scores after speech.
AINews: Jev, a System One Model that only decides - Latent Space's launch-day roundup: over 100x faster and 200x cheaper than small frontier LLMs.
Browser Use + Jev - Gregor Zunic's flight-search demo with a dynamic DOM action space.
Computer use built on Jev - Aaron Levin: 155x cheaper than Opus 5, about 20x faster, and it generalizes across operating systems.
ConsoleChaosRacing driven by Jev - Racing UI wired to Jev driving decisions.
DuckDB Jev classifier - DuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.
Early Jev tools roundup - Thread cataloguing the first wave of Jev tools: MCP servers, routers, reviewers, and browser agents.
Ground Truth news-framing extension - Browser extension that classifies an article's framing, type, topic, and loaded language with Jev.
Hacker News launch thread - 1,800-point thread debating whether typed decisions replace LLM calls for classification, routing, and scoring.
He says he co-invented ChatGPT. His new AI will not write a word - Dev.to walkthrough of the Vercel AI SDK evaluate integration.
Hide posts on X with natural language - Marcel Pociot's browser extension that collapses posts based on a Jev judgment.
Hook panel A/B tester - Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.
Internal classifier field note - Matched-precision comparison against a private fine-tuned classifier.
Jev as an agent safety monitor - Test report using Jev to check each agent action first: most attacks caught, almost no false blocks.
Jev gomoku harness - Local tactics shrink 225 moves to about 40 candidates, then Jev picks among tiered options.
Jev in 34 seconds - Short video explainer of how Jev's typed-decision loop works.
Jev in a Grammarly-style Mac app - Desktop writing app using Jev for fast structured writing judgments.
Jev plays Minecraft (r/accelerate) - Work-in-progress demo of Jev driving Minecraft, including fleeing zombies at night.
Jev Typewriter launch - Steve Krouse's playable 16-judgment demo and video.
Jev vs Mistral and Gemini for event validation - Head-to-head test at validating local event listings, with cost and latency.
Jev vs Qwen on Cerebras - Video comparison against a structured-output LLM baseline.
jev 同士に五目並べで対戦させた - Jev vs Jev gomoku with source and timing logs.
jev-rabbit PR review bot - Work-in-progress PR reviewer with plain-English Jev rules.
Jev: System One models explained - The Neuron's explainer on AI decisions without a chatbot.
Jev: System One models explained (DataCamp) - Third-party write-up of the System One primitives, pricing, and vendor workflow evals.
Jev: The Language Model That Will Not Talk - Anthony Maio's essay on what a model that cannot generate text is for.
Kalshi prediction-market bot - Jev trades 15-minute and 1-hour BTC, ETH, and SOL markets on Kalshi.
Launch thread by Diogo Almeida - TypeSafe's founder on why RLCD-trained decision models are a shorter path to value than chat models.
Mini-Vibe Check: Jev judged everything I have written in 0.7 seconds - Every's Mike Taylor runs his whole archive through Jev.
Model router built with Jev - Ephraim Duncan's demo where Jev decides which model should serve a request.
Model router CLI - Task plus subscription list in, Jev picks which model or agent should handle it.
One judge call vs twelve dimension scores (post) - One direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights on three classification tasks: 5,477 test rows, 25,174 Jev calls, $1.43. Decomposition wins on Japanese NLI (0.9076 vs 0.8373) but flags about 25× more hard benign rows as attacks (37.2% vs 1.5%).
OpenCode browser use powered by Jev - Preview of fast browser use with Jev and OpenCode's browser CLI.
SEO audit cost study driven by Jev triage - Technical SEO audit cost study from Boring Tools Kit where Jev ranks striking-distance fixes and content gaps by calibrated probability.
skillbox + Jev skill routing - MCP skill router where Jev picks the relevant skills instead of a long agent search.
Spanish AEPD corpus test - Jev versus a hand-built regex on 544 public data-protection resolutions: 98.2% agreement for about five cents.
Stagehand + Jev browser use - Observe the accessibility tree, Jev chooses the next action, Stagehand executes.
StarCraft Brood War WASM MCP demo - Brood War in WASM exposed as an MCP server, with Jev playing and still losing to a Zerg rush.
Support ticket classifier - Jev labels category, urgency, and human-versus-auto handling for support tickets.
Tabletop MMORPG action mapper - Eval of Jev turning free-text player intent into typed server actions: 96% agreement, 317 ms median.
Typed decisions, not chat - Independent walkthrough separating TypeSafe's published claims from public evidence.
TypeSafe AI debuts model for machines that plays Doom - The Register on the launch, the Doom demo, and the $40M seed round.
TypeSafe Jev: the first decision-only model class - Release-week technical roundup: API, evals, adapter, and skill.
TypeSafeのJevを正しく驚く - Japanese walkthrough of what Jev is and is not.
Vercel fx: Jev as a command safety reviewer - Guillermo Rauch: Jev reviews every fx command, faster and more accurate than a chat model.
Verdict (Open-jev) launch thread - Hemant Kumar on his 151M ModernBERT reproduction: 0.83% adaptive calibration error, 3.0% of predictions flip when the option list is reversed, 35.6ms on CPU, with the failed use cases reported alongside the wins.
ViZDoom Jev agent - Two decision channels on ViZDoom, navigation at 5 Hz and combat at 12 Hz, with an 18-kill test run.
What is Jev? - Short practical intro with a Python ticket-triage example.
Wiki-link clicker demo - Page-level demo where Jev picks which candidate link to click toward a goal.

Contributing

Pull requests welcome. Edit data/projects.json (it drives both this README and the site) and run npm run build. See CONTRIBUTING.md for the entry format and inclusion criteria.

License

CC0 1.0. Maintained by Gumbo.

Name		Name	Last commit message	Last commit date
.claude		.claude
.github		.github
data		data
scripts		scripts
site		site
.gitignore		.gitignore
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
package.json		package.json

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