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All Jev resources

This is the full index of everything Jev: 2231 entries for TypeSafe AI's flagship System One model, from official documentation, SDKs, and cookbooks to community-built clients, MCP servers, agent tools, and write-ups. Every entry is tagged by category, format, and topic, and sorted newest first.

Filter by category or tag, or search titles, descriptions, authors, and repos. Open any card for its detail page — most entries carry a verified deep dive with highlights, caveats, and a quickstart snippet.

Entries
2231
Categories
11
Official
93
Community
2138
Source sites
148
Deep dives
2231

Last updated . Entries are added as they appear and re-checked when they are touched.

Browse Jev by category

11 ways into the ecosystem. Each category page leads with its own shortlist of starting points.

All 2231 Jev resources

Search the full directory, or filter by category and tag.

Showing 193–240 of 954 resources

17GitHub stars
Rust harness that turns any decoder into a Jev-compatible typed-judgment endpoint over logprobs, with MCP judge tool, HTTP wire server, and eval plus calibration commands.
Jev Tools & CLIs#community#awesomejev#catalog-import
20GitHub stars
TypeScript recipe library with 248 focused functions that call Jev for routing, reranking, gating and labelling, returning structured ready-or-review decisions for Node backends.
Jev Agents & MCP#community#awesomejev#catalog-import
12GitHub stars
Chrome extension that labels each X post with Substance, Humor, Chit-chat, Promo or Junk plus AI-written and off-topic flags, collapsing hidden posts to one line.
Jev Demos & Experiments#community#jevbest#catalog-import
16GitHub stars
Curated index of Jev tools, integrations and experiments across frameworks, browser use, mobile, coding agents, MCP, observability, data, trading and games.
Jev Guides & Articles#community#jevbest#catalog-import
13GitHub stars
Decision layer answering finite text, vision and voice choices with none-of-the-above probabilities and execute, confirm or reject policy, plus a JevPick speculative decoder.
Jev Practices & Patterns#community#jevbest#catalog-import
16GitHub stars
Python experiment that builds a past-only market state for a Hong Kong code plus HSI and HSTECH, asks Jev for up, flat or down direction, and saves JSON with an HTML report.
Jev Practices & Patterns#community#jevbest#catalog-import
36GitHub stars
Stock decision terminal that gathers Valyu market evidence across five categories and uses Jev for a typed 30-day outlook with probability, signals, and timing.
Jev Tools & CLIs#community#jevbest#catalog-import
11GitHub stars
Standalone Flue example that routes support chat through Cloudflare Workers AI, using gpt-4o-mini for chat and Jev for typed intent and urgency routing.
Jev Demos & Experiments#community#awesomejev#catalog-import
10GitHub stars
Dual-brain routing that pairs Jev reflex judgments with get-fable deterministic invariants, plus lossless context compaction and shadow-mode telemetry.
Jev Guides & Articles#community#awesomejev#catalog-import
12GitHub stars
Coding-agent guard that puts Jev intent and risk checks in front of tool calls, tool outputs, and replies across Pi, Claude Code, and Codex CLI.
Jev Agents & MCP#community#awesomejev#catalog-import
9GitHub stars
Chrome and Edge extension that scores X posts with Jev and overlays STOP watermarks on likely low-quality posts and AD marks on promoted posts.
Jev Tools & CLIs#community#awesomejev#catalog-import
12GitHub stars
Local OpenAI-compatible proxy that skips repeat model calls on same-intent paraphrases and retried agent turns, judged by Jev or a local System One model.
Jev Agents & MCP#community#awesomejev#catalog-import
11GitHub stars
TypeScript library that keeps probabilistic Jev judgments separate from deterministic workflow policy with explicit thresholds and inspectable outcomes.
Jev Tools & CLIs#community#awesomejev#catalog-import
Rental search agent that drives a real Chrome across Craigslist, Facebook Marketplace, Redfin, and Zillow and returns one shortlist with photos and links.
Jev Tools & CLIs#community#awesomejev#catalog-import
14GitHub stars
Polymarket bot that pairs a web-search researcher brief with Jev pricing, trading only where Jev probability clears the order book by a set edge.
Jev Agents & MCP#community#awesomejev#catalog-import
9GitHub stars
Research-memory skill that keeps experiment claims traceable with ten operations, provenance gates, and optional batched Jev audits over memory files.
Jev Practices & Patterns#community#awesomejev#catalog-import
15GitHub stars
Swift package for typed yes-or-no, choice, and score decisions with MLX, Core AI, and Jev backends behind one session API.
Jev Practices & Patterns#community#awesomejev#catalog-import
11GitHub stars
Local memory layer that stores verbatim agent quotes in per-project SQLite and grades them with Jev into stale, wrong, unsupported, or keep verdicts.
Jev Practices & Patterns#community#awesomejev#catalog-import
15GitHub stars
Android accessibility app that reads visible WeChat single-chat text and asks Jev for intent, emotion, urgency, and posture, showing exactly 3 Toasts without writing replies or changing WeChat.
Jev Demos & Experiments#community#awesomejev#catalog-import
10GitHub stars
English-programmable cost module for JEPA PushT planning: linear probes verbalize imagined latents and Jev judges each constraint step, folded into CEM cost with memoised step facts.
Jev Tools & CLIs#community#awesomejev#catalog-import
36GitHub stars
iOS custom keyboard that analyses copied chat text with TypeSafe Jev for intent plus risk, then drafts two candidates per persona for tap-to-insert without auto-sending.
Jev Tools & CLIs#community#awesomejev#catalog-import
36GitHub stars
WeChat relationship assistant that combines screen reading, one 8-question Jev judgment with a strategy score, per-contact memory, and three chat-model replies behind a resident score bar.
Jev Demos & Experiments#community#awesomejev#catalog-import
14GitHub stars
Opt-in Hermes plugin that routes each turn to one skill: a wide Jev Choice plus request checks gate a narrow fits round, injecting a single ignorable hint line.
Jev Agents & MCP#community#jevbest#catalog-import
8GitHub stars
PowerShell module that asks Jev typed yes-no, choice, and score questions from the pipeline, raising named answers as object properties for filtering and selection.
Jev Repos & SDKs#community#jevbest#catalog-import
12GitHub stars
Pi extension that puts Jev behind coding-agent hooks: JSON packs ask closed questions on redacted state and turn probabilities into block, confirm, annotate, or steer actions.
Jev Agents & MCP#community#jevbest#catalog-import
38GitHub stars
Async supervisory layer for Hermes Kanban workers: locked DoD contracts, evidence tracking, budgeted trajectory checks, and Jev only for unresolved semantic criteria.
Jev Agents & MCP#community#jevbest#catalog-import
16GitHub stars
Local Qwen3.5 decision models in 0.8B and 2B sizes with fitted temperatures, systemone-shaped server, playground, guard, MCP tools, and eval harness.
Jev Demos & Experiments#community#jevbest#catalog-import
11GitHub stars
Chrome extension that labels each X post with intent plus rage-bait, synthetic, and undisclosed-ad signals from Jev, with threshold-only rendering and local caching.
Jev Demos & Experiments#community#jevbest#catalog-import
19GitHub stars
Ruby gem that models Jev as field predicates: feels and decide bind to model attributes with shared definitions, thresholds, confidence gates, batching, and test tapes.
Jev Integrations & Adapters#community#jevbest#catalog-import
10GitHub stars
Node router that sends each query to the cheapest capable LLM tier by asking Jev to classify demand against your tier descriptions, with no LLM call spent on routing.
Jev Agents & MCP#community#jevbest#catalog-import
9GitHub stars
Go SDK for the TypeSafe API that asks typed Noul, Choice, and Score questions about a state and returns probability distributions with confidence and typed accessors.
Jev Repos & SDKs#community#jevbest#catalog-import
30GitHub stars
Experimental language where questions and methods are composable values, with standalone .jpp sources run by a native Rust kernel and a Python implementation kept as reference.
Jev Integrations & Adapters#community#jevbest#catalog-import
12GitHub stars
RuneBench fork that connects Jev to RuneScape through an rs-sdk checkout, offering about 50 bounded catalog actions that Jev selects by probability while code executes them.
Jev Agents & MCP#community#awesomejev#catalog-import
8GitHub stars
Nushell module for Jev that pipes state into jev ask with noul, choice, and score builders, returning numeric answers that filter and sort in the pipeline.
Jev Practices & Patterns#community#awesomejev#catalog-import
8GitHub stars
Dependency-free Swift package for the System One HTTP API with typed Choice, Score, and Noul questions, batched evaluation, and reusable question sets.
Jev Repos & SDKs#community#awesomejev#catalog-import
8GitHub stars
Browser workflow that keeps one Aside REPL session open, compacts page observations into allowed candidates, and has Jev pick the next action with confidence checks.
Jev Demos & Experiments#community#awesomejev#catalog-import
Enhancement pack for the MiniMax Code CLI with TUI patches, continuous context renewal, a local-vLLM compaction fix, and a measured arm64 browser lane.
Jev Demos & Experiments#community#awesomejev#catalog-import
8GitHub stars
Browser Minesweeper demo that asks one Noul mine question per frontier cell in a single Jev request, decides opens and flags from probabilities, and falls back to an exact solver.
Jev Tools & CLIs#community#awesomejev#catalog-import
10GitHub stars
Streaming caption page pairing append-only ASR with per-sentence Jev annotation for key points, emotion, and intent, with custom labels and optional DeepSeek discovery.
Jev Tools & CLIs#community#awesomejev#catalog-import
Minecraft setup where Hermes plans at milestones, Jev picks one bounded harness action per step, and Mineflayer code owns validity and execution with no screenshots.
Jev Practices & Patterns#community#awesomejev#catalog-import
17GitHub stars
Local offline System One server speaking the hosted /v1/systemone wire format, so existing SDK code runs unchanged against small on-machine models.
Jev Practices & Patterns#community#awesomejev#catalog-import
8GitHub stars
Paper-trading arena where Eikos-27B and Jev get the same market view and 28 typed questions every five minutes across 14 Hyperliquid perpetuals with simulated fills.
Jev Practices & Patterns#community#jevbest#catalog-import
8GitHub stars
Zod 4 companion that adds Jev meaning checks to shape checks: one parseAsync call sends every semantic rule as noul questions in a single request and turns probabilities into ordinary Zod issues.
Jev Repos & SDKs#community#jevbest#catalog-import
10GitHub stars
Agent bridge that connects any CDP-speaking browser to Jev by reading the DOM instead of the rendered layout, so headless or non-drawing browsers can still drive CLICK, TYPE_TEXT, SELECT, WAIT, DONE, and BLOCKED steps.
Jev Demos & Experiments#community#jevbest#catalog-import
14GitHub stars
Open-weight multimodal judgment engine served over HTTP with a Jev-style POST /v1/systemone endpoint, answering choice, noul, and score questions from text or text plus screenshots on a local GPU.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Python layer that converts a JSON Schema into Jev questions and decodes the answers back into JSON that validates against the original schema, with sync and async clients.
Jev Tools & CLIs#community#awesomejev#catalog-import
7GitHub stars
Node.js profanity and toxicity screener that sends text to a System 1 classifier with Jev as the default model and returns booleans plus severity, language, obfuscation types, action, latency, and cost.
Jev Demos & Experiments#community#awesomejev#catalog-import
7GitHub stars
Local snake-arena demo where you steer a golden snake against four NanoJev AI snakes, with each AI snake showing its live direction-probability bars from a single forward pass.
Jev Practices & Patterns#community#awesomejev#catalog-import

Start here with Jev

Hand-picked entries the maintainers recommend first, from official primitives to community tools.

Published evaluations of four automation workflows, security incidents, agent trace observability, invoice processing, and customer service, comparing Jev and frontier LLMs as structured workflows versus single prompts.
Jev Practices & PatternsDocs#official#benchmarks#evaluation
Official
6GitHub stars
.NET SDK for the System One API with typed question sets, HttpClientFactory and dependency-injection wiring, plus Microsoft.Extensions.AI guardrail, routing, tool, and evaluator adapters.
Jev Repos & SDKs#community#sdk#csharp
A NativeAOT-ready .NET SDK generated from TypeSafe's OpenAPI definition, with typed question sets, batching, dependency injection, and Microsoft.Extensions.AI integrations.
Jev Repos & SDKs#community#sdk#csharp

Watch: Jev in action

Walkthroughs, tests, and demos from the community.

YouTube: KodeKloud's three-minute primer: what a System One model decides, and why it answers in milliseconds.

YouTube: Caleb Writes Code explains what Jev is and how to call it, in seven minutes.

YouTube: Greg Isenberg and Ryan Vogel on the businesses Jev unlocks, and a path in through the Vercel AI Gateway.

YouTube: CJ from Syntax demos browser use, classification, code review, a model router, and a chat bot with no LLM.

YouTube: Ryan Vogel runs Jev on 100 and then 1,000 emails: category, priority, spam, and reply predictions.

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

Discussions about Jev

Threads from Reddit and Hacker News about building with Jev.

Hacker News: Show HN: Ad Spend Guard gates budget before the auction, not the creative after.

Show HN: Gating ad budget with a decision modelRead the thread on Hacker News

Reddit: Reranking rebooking options with a decision model, ranked with reasons.

Hacker News: Pick Verify: a single decision at the warehouse pick station catches confusable picks.

Show HN: Verifying robot picks with a decision modelRead the thread on Hacker News

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

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

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

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

How entries are chosen

Every entry is hand-picked against the same bar, whether it comes from TypeSafe or the community.

  • Public and working — no paywalls, sign-up walls, or dead links.
  • Concrete — it has to be about Jev and the System One API, not generic LLM content.
  • Useful today — something a developer can learn from or use right now.
  • Distinct — if a similar entry exists, the description has to say what makes this one different: a different runtime, a cheaper path, a measured result, or a narrower focus.
  • Documented — repos state their license, and docs are in English or carry an English summary.

Spam, affiliate links, and thin AI-generated content are rejected. New entries are expected to ship with a deep dive: two to five highlights, caveats, a quickstart snippet where one helps, and a verification date. Star counts are refreshed when an entry is touched.

Common questions

Short answers about Jev and how this directory works.

What is Jev?

Jev is TypeSafe AI's first System One model. It takes a state plus typed questions and returns one structured answer per question — a choice, an ordered score, or the probability of yes — with calibrated confidence on Choice and Score answers, so code can branch on the result without parsing generated text.

What is the difference between Choice, Score, and Noul?

They are the three question primitives. Choice picks one of up to 255 options, Score rates on 2 to 10 ordered levels, and Noul answers yes or no. Choice and Score answers carry a confidence between 0 and 1; a Noul answer is the probability of yes.

Which Jev SDKs and client libraries are available?

TypeSafe maintains official JavaScript/TypeScript and Python SDKs plus a Python adapter. The community has built clients for Go, .NET, PHP, Laravel, Rust, Elixir, Ruby, and Scala, along with framework integrations such as DSPy, LlamaIndex, and Home Assistant. All of them are listed in the Repos & SDKs category.

Is the directory free, and is it affiliated with TypeSafe AI?

The directory is free to browse: every entry is hand-picked, and spam, affiliate links, and sign-up walls are rejected. JevDirectory.org is community-run and not affiliated with TypeSafe AI — Jev and System One are TypeSafe AI trademarks.

How often is the directory updated?

Entries are added as new resources appear and re-checked when they are touched. The directory currently holds 2231 entries from 148 source sites, last updated Oct 12, 2026.

What is a verified deep dive?

Most entries include a deep dive: two to five highlight bullets someone would only know from using the resource, a caveats note about limits and requirements, an optional quickstart snippet, and the date the link was last checked. 2231 of the 2231 entries carry one today.

For the canonical details, read the official TypeSafe docs and the API reference.

From the Jev community

Posts from builders shipping with Jev right now.

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