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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 1–48 of 209 resources

A paper analyzing 2,170 public Jev projects on GitHub as of September 22, 2026. It maps how projects use Jev for attribute judgment, scoring, action selection, content filtering, and model and tool selection, and finds public attention concentrated in routing and interface projects rather than tracking project counts.
Jev Practices & PatternsArticle#community#research#ecosystem
Community
Native Swift 6 package that evaluates @Generable structs and enums through System One decision models in 15-150 ms, with on-device Laya, self-hosted laya-serve, and TypeSafe Jev cloud backends.
Jev Models & Reimplementations#community#github
21GitHub stars
Self-hosted Rust LLM gateway and load balancer with a System One decision route: one endpoint for OpenAI, Anthropic, local, and Jev-compatible backends, with Model Groups, team budgets, and Postgres usage records.
Jev Integrations & Adapters#community#github
13GitHub stars
Go Unix CLI that pipes state on stdin into one Jev question — noul, choice, or score — across TypeSafe, Cloudflare, and Vercel providers, printing machine-readable JSON and signaling success by exit code.
Jev Repos & SDKs#community#github
10GitHub stars
Reproducible study testing whether Jev zero-shot can match specialist rerankers on fixed MS MARCO passage, MS MARCO document, and TREC-1 WSJ candidates, reporting ranking quality, time, and API cost.
Jev Agents & MCP#community#github
8GitHub stars
Open local decision model on Qwen3-4B with LoRA adapters that answers choice, score, and noul questions with probabilities, calibrated confidence, and conformal sets, offline with no per-call cost.
Jev Tools & CLIs#community#github
14GitHub stars
Local pass-through proxy that asks Jev which tier each human turn needs — fast, balanced, frontier, or max — then forwards Claude Code and Codex CLI traffic to that model while streaming responses back unchanged.
Jev Agents & MCP#community#github
9GitHub stars
Swift provider adapter that sends typed noul, choice, and score prompts to the hosted System One API through SwiftDecision DecisionBackend, returning validated probability distributions.
Jev Tools & CLIs#community#github
7GitHub stars
Community index of Jev use cases, open-source projects, benchmarks and criticism, built from a JSON dataset spanning GitHub, Reddit, YouTube and blogs, with a section for failures.
Jev Guides & Articles#community#github
7GitHub stars
Unofficial Go and Rust clients for the System One API covering noul, choice and score questions, with env-based config, retries, typed errors and gateway support.
Jev Repos & SDKs#community#github
6GitHub stars
Python helper that turns judgment calls into one-liners like likely, classify and rate, defaulting to Jev while also running on local or OpenAI-compatible backends.
Jev Models & Reimplementations#community#github
9GitHub stars
Self-hosted CPU-only server that speaks the /v1/systemone wire format for the KEV decision model, packaged as one container with ONNX Runtime and a health check.
Jev Models & Reimplementations#community#github
Unofficial .NET port of the JavaScript SDK covering SystemOne noul, choice and score questions with env-based config, retries and typed errors.
Jev Demos & Experiments#community#github
Laya multilingual server exposing POST /v1/systemone and GET /v1/models for noul, choice and score questions, usable with the official TypeSafe SDK.
Jev Models & Reimplementations#community#github
6GitHub stars
Open-weight 4B decision model on Qwen3.5-4B-Base serving a Jev-compatible /v1/systemone API, returning per-option probabilities with adjustable thinking.
Jev Agents & MCP#community#github
5GitHub stars
Python CLI that audits files and package trees against plain-English JSON rule packs in one System One forward pass, locally with kev or remotely with Jev.
Jev Models & Reimplementations#community#github
6GitHub stars
Home Assistant integration exposing decision-model APIs through a native AI Task entity, typed jev actions, YAML decision sensors and an Assist router.
Jev Integrations & Adapters#community#github
5GitHub stars
LangChain notebook with runnable Jev examples for ticket triage, model routing, reply guardrails, tool selection and finance inbox checks.
Jev Integrations & Adapters#community#github
5GitHub stars
OpenCode plugin adding an Auto virtual model that asks Jev to pick one of your connected models per turn, failing closed to a fallback when unsure.
Jev Integrations & Adapters#community#github
3GitHub stars
Python CLI that pulls recent arXiv papers, scores relevance with TypeSafe and writes daily Markdown and JSON rankings with resume-safe storage.
Jev Tools & CLIs#community#github
3GitHub stars
Idiomatic unofficial Elixir client for the TypeSafe AI API, installed from Hex with typed noul, choice, and score question builders plus supervision-tree support.
Jev Repos & SDKs#community#github
3GitHub stars
Compact open-weight typed-decision model with a local 150M ONNX release for CPU inference, speaking the Jev and Laya /v1/systemone request shape.
Jev Agents & MCP#community#github
3GitHub stars
Zero-dependency Go client for the TypeSafe System One API with typed noul, choice, and score questions, strict response validation, and safe concurrent use.
Jev Repos & SDKs#community#github
6GitHub stars
Fifty runnable tev1 decision-model examples through local Ollama, from ticket triage and guardrails to six playable games, with a live request viewer and scoreboard.
Jev Demos & Experiments#community#github
3GitHub stars
Harness that sits Jev for the 66-subject Traditional Chinese TMMLU+ suite, asking every item as one four-way A/B/C/D choice with calibration reporting.
Jev Tools & CLIs#community#github
4GitHub stars
RWKV-7 decision-model server exposing a Jev-compatible /v1/systemone endpoint, with constrained decoding over answer tokens and zero output tokens.
Jev Tools & CLIs#community#github
4GitHub stars
Zero-dependency Node package wrapping the Laya decision model for offline typed answers, usable as a CLI service, in-process library, or browser build.
Jev Models & Reimplementations#community#github
3GitHub stars
OpenCode v2 plugin that asks Jev each turn which skills and tools matter for the request, then trims the advertised set for that request only.
Jev Agents & MCP#community#github
3GitHub stars
Video companion code showing Jev for QA work through the Vercel AI Gateway, from CI failure triage to guardrails, grounding checks, and local Ollama runs.
Jev Integrations & Adapters#community#github
3GitHub stars
Curated link collection for Jev covering official docs and providers, client SDKs, benchmarks, demos, tutorials, news, papers, and community threads.
Jev Guides & Articles#community#github
4GitHub stars
Browser chess lab where LLMs, System One models, and humans play single games, Swiss tournaments, and leagues with Stockfish analysis and cost tracking.
Jev Integrations & Adapters#community#github
3GitHub stars
Rubric-based eval harness that judges LLM and agent outputs with Jev through the Vercel AI Gateway, answering all rubrics for a case in one round trip.
Jev Benchmarks & Evaluations#community#github
5GitHub stars
Bun app that feeds live Kraken BTC, ETH, and SOL order-book features into Jev for typed BUY, SELL, or HOLD calls and runs them through deterministic paper execution with an SSE dashboard.
Jev Agents & MCP#community#github
3GitHub stars
Community Rust client for the TypeSafe API with async and optional blocking clients, typed Noul, Choice, and Score questions, retries, and structured errors.
Jev Repos & SDKs#community#github
2GitHub stars
ComfyUI script nodes offering a restricted Python-like interpreter with multiple text and numeric ports, plus a Jev variant that branches on yes, choice, and score answers.
Jev Models & Reimplementations#community#github
3GitHub stars
Python policy engine that defines Noul, Choice, and Score rules in YAML with tags, audit mode, and fail-closed handling, usable from a CLI or backend code.
Jev Repos & SDKs#community#github
2GitHub stars
Long-form Jev writeup that maps each conclusion to official docs, vendor evals, integrations, community reproductions, and press, separating contract facts from unverified claims.
Jev Tools & CLIs#community#github
3GitHub stars
MCP server that exposes Jev classify, score, yes-no check, risk gate, and multi-question decide tools to coding agents through one Jev call per tool.
Jev Agents & MCP#community#github
2GitHub stars
Prompt-injection scanner that combines deterministic checks with focused Jev judgments and a configurable reasoning model, exposed over CLI, SDK, HTTPS, MCP, and editor plugins.
Jev Agents & MCP#community#github
3GitHub stars
Home Assistant custom integration that gives a weekly checkup for unavailable entities, risky updates, stuck integrations, and missing areas, types, labels, and recorder trims.
Jev Integrations & Adapters#community#github
Home Assistant conversation integration that routes Assist utterances with Jev Choice and Noul scoring, binding intents and entities locally before falling back on harder requests.
Jev Agents & MCP#community#github
3GitHub stars
Terminal Gmail client for Omarchy where categories are Gmail labels, Jev files confident matches automatically, and a sidebar grades reply clarity, tone, length, next steps, and coverage.
Jev Repos & SDKs#community#github
2GitHub stars
Autonomous Tibia bot that polls OTClient game state every 250ms, asks five parallel Jev survival, targeting, spell, and movement questions, and executes the returned actions.
Jev Demos & Experiments#community#github
2GitHub stars
Go SDK for the SystemOne API using only the standard library, sending state plus Noul, Choice, and Score questions and returning structured answers with retries and typed errors.
Jev Repos & SDKs#community#github
2GitHub stars
Community notes and runnable curl examples for calling Jev's System One API, covering Choice, Score, and Noul questions plus a free browser playground for trying typed decisions.
Jev Agents & MCP#community#github
2GitHub stars
GitHub Action that reviews pull requests with a read-only finder agent plus a refuting verifier, using Jev only to triage, route, label, and gate merging.
Jev Tools & CLIs#community#github
2GitHub stars
Community n8n node that adds Jev Choice, Score, and Noul questions to workflows, keeping native answers, model version, token usage, and latency for confidence routing.
Jev Integrations & Adapters#community#github
Example collection pairing Pinecone retrieval with Jev judgments, including a reranking demo that narrows full-text candidates by natural-language criteria.
Jev Tools & CLIs#community#github

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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