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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 625 resources

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
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
8GitHub stars
Local experiment that asks an off-the-shelf model typed System One questions with single-position logit readout, measuring speed, calibration, and order sensitivity.
Jev Practices & Patterns#community#jevbest#catalog-import
8GitHub stars
Early-alpha Haskell DSL for building Jev question packets as expressions with inferred types, exact request rendering, and exhaustive typed answer handlers.
Jev Repos & SDKs#community#jevbest#catalog-import
Demo that turns free-text UI descriptions into real shadcn components using only Jev typed Choice, Noul, and Score answers, with no generated code on the decision path.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Portable agent skill that guides a coding agent through choosing, designing, and testing Jev uses, including when plain code is the better answer.
Jev Agents & MCP#community#jevbest#catalog-import
10GitHub stars
Pi context extension that folds repeated reads, filters long command logs through Jev, and retrieves saved originals as searchable verbatim chunks.
Jev Agents & MCP#community#jevbest#catalog-import
8GitHub stars
Claude-driven browser automation where plain-English chat drives Brave or Chrome, Jev makes on-page decisions, and a guard freezes irreversible clicks.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Self-hosted Stacks runtime that backfills decoded chain data from genesis into your own database and serves it as tables, a REST API, or row streams.
Jev Tools & CLIs#community#jevbest#catalog-import
7GitHub stars
Browser playground for trying Jev decisions: pick a preset scenario, edit state and typed noul, choice, or score questions, then read probabilities back. Runs against OpenRouter, Vercel AI Gateway, or the TypeSafe API with your own key.
Jev Demos & Experiments#community#jevbest#catalog-import
11GitHub stars
Scala 3 client for Jev that sends one state with typed noul, choice, and score questions over your own sttp backend. Answers come back typed with probabilities, usable from Future, blocking Identity, cats-effect, ZIO, Monix, and Pekko.
Jev Repos & SDKs#community#jevbest#catalog-import
13GitHub stars
AI workspace monorepo with chat, durable tasks and workflows, integrations, Wiki knowledge, and cloud coding sessions. A Next.js web client, Hono API, and Fastify runner sit over branch-isolated Postgres.
Jev Agents & MCP#community#jevbest#catalog-import
5GitHub stars
Community Agent Zero plugin that exposes one typesafe_query tool for combined Choice, Noul, and Score questions over the same evidence, with probability cards in chat.
Jev Integrations & Adapters#community#jevbest#catalog-import
22GitHub stars
Independent open-source local decision model inspired by Jev, with a spark-s1 family plus smaller control models for agent gates, served locally with probabilities and policy actions.
Jev Demos & Experiments#community#jevbest#catalog-import
114GitHub stars
Browser agent where Jev picks each action from indexed page candidates while an LLM plans and reads, returning cited answers or schema-checked data with credential controls.
Jev Demos & Experiments#community#jevbest#catalog-import
39GitHub stars
Reproduction kit that rebuilds a frozen typed-decision benchmark suite from public sources and runs any engine through it with resume, scoring, and index computation.
Jev Practices & Patterns#community#jevbest#catalog-import
7GitHub stars
MCP server exposing one evaluate tool for Jev Choice, Noul, and Score questions, plus a separate eval harness that compares Jev against LLMs on shared labeled sets.
Jev Agents & MCP#community#jevbest#catalog-import
42GitHub stars
Server-authoritative browser FPS where one queued player fights a Jev-driven opponent to five kills, with spectators, killcam replay, and heuristic fallback when the API is down.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Benchmark harness that tests whether models can forecast federal motion-to-dismiss outcomes from the written record, scored per claim-defendant pair with micro-Brier and clustered intervals.
Jev Practices & Patterns#community#jevbest#catalog-import
8GitHub stars
Shadcn registry search block that shows lexical hits instantly then re-ranks the top candidates with Jev intent scoring in one request, with keyword fallback on failure.
Jev Integrations & Adapters#community#jevbest#catalog-import
Frozen 100-question-per-cell check of TypeSafe Jev on Korean versus English reading, paraphrase, and medical exam items, with recorded responses and uncertainty intervals.
Jev Practices & Patterns#community#jevbest#catalog-import
5GitHub stars
Small multilingual decision model for classification with a Korean focus that returns probabilities over a fixed choice set, in 4B and 2B sizes served through Kev.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Tournament engine that ranks texts by pairwise or cohort duels judged with Jev or local open-weight models, using Elo and TrueSkill ratings with a live web dashboard.
Jev Tools & CLIs#community#jevbest#catalog-import
4GitHub stars
Browser driving game where an in-browser vision model captions dragged-in road objects and Jev maps each caption plus location to stop, slow down, or continue.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Prose linter that combines millisecond static Python checks with per-judgement Jev probability calls, reporting ruff-style rule codes with tunable thresholds.
Jev Agents & MCP#community#jevbest#catalog-import
5GitHub stars
Independent Jev-inspired decision API with choice, score, and noul primitives, shipping a local mock server plus Python and JavaScript SDKs for interface prototyping.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Word-level language model experiment that uses Jev as its output layer, with explicit tokenizer, sampler, repetition mask, stop rules, and chunk verification.
Jev Practices & Patterns#community#jevbest#catalog-import
Curated collection of 139 independent Jev robustness tests on wording, order, repetition, language, injected text, and calibration, each grouped by the property measured.
Jev Guides & Articles#community#jevbest#catalog-import
21GitHub stars
Local offline pipeline that converts open Jev reproductions to ONNX, applies quantization, and serves typed decisions on CPU with a protocol-compatible endpoint.
Jev Demos & Experiments#community#jevbest#catalog-import
13GitHub stars
Three.js drone simulator where TypeSafe Jev flies a generated city from pad A to pad B through the AI SDK provider, with code turning telemetry into a situation report and probabilities into stick deflections.
Jev Demos & Experiments#community#jevbest#catalog-import
7GitHub stars
Python client and decision toolkit for the Jev System One endpoint with noul, choice, and score primitives, batched asks, composition helpers, concurrent evaluation, and an MCP server.
Jev Practices & Patterns#community#jevbest#catalog-import
9GitHub stars
MCP tool router for Codex that keeps large external tool inventories behind a small find_tool surface and asks Jev to select from names and descriptions at a 0.90 threshold, falling back to bounded search.
Jev Agents & MCP#community#jevbest#catalog-import
4GitHub stars
Playful chat demo that makes Jev hold a conversation one word at a time by picking from a compact 979-word vocabulary through repeated Choice calls.
Jev Tools & CLIs#community#jevbest#catalog-import
11GitHub stars
Pre-commit and CI gate that turns each Markdown requirement into one Jev yes-or-no question over the paired code and fails the build when probabilities miss configured thresholds.
Jev Agents & MCP#community#jevbest#catalog-import
156GitHub stars
Community multimodal System One model in sizes from 0.8B to 27B that answers typed Noul, Choice, and Score questions over screenshots, photos, video, and text.
Jev Demos & Experiments#community#jevbest#catalog-import
5GitHub stars
OpenAPI compatibility gate that pairs deterministic structural checks with bounded Jev questions over changed prose to catch behavioral breaks that schema diffs miss.
Jev Agents & MCP#community#jevbest#catalog-import
4GitHub stars
TypeScript browser harness where an OpenRouter planner splits goals into subgoals, Jev picks each concrete action, OpenRouter fills text fields, and Playwright drives the page.
Jev Demos & Experiments#community#jevbest#catalog-import
4GitHub stars
Shell CLI that sends state plus noul, choice, and score questions to Jev in one request and prints probabilities, choices, and rubric positions for pipes and scripts.
Jev Tools & CLIs#community#jevbest#catalog-import
4GitHub stars
Proof-of-concept dispatcher that discovers an MCP server's tools at runtime with list_tools() and routes plain-language commands using only Jev Choice and Noul, with no general-purpose LLM calls.
Jev Agents & MCP#community#jevbest#catalog-import
4GitHub stars
Research decoder that treats Jev as if it were a language model, assembling replies in code from Choice distributions over a hierarchical codebook instead of generated tokens.
Jev Practices & Patterns#community#jevbest#catalog-import
Recruiter dashboard that applies calendar date math plus visa, tenure, license and clearance gates, then a Jev decision step, sorting resumes into disqualified, advance or manual review.
Jev Tools & CLIs#community#jevbest#catalog-import
9GitHub stars
Hermes Agent plugin exposing Jev as four coding-workflow tools for parallel judgments, binary checks, option routing and rubric scoring, with a bundled question-design skill.
Jev Agents & MCP#community#jevbest#catalog-import
3GitHub stars
Approval gate for Claude Code where hooks send each tool call to Jev and a local policy returns allow or deny without changing the harness model, provider or sandbox.
Jev Agents & MCP#community#jevbest#catalog-import
27GitHub stars
Local typed-decision models that answer Choice, Noul and Score in one forward pass on your own machine, with a Python API, local HTTP server and System One request shape.
Jev Demos & Experiments#community#jevbest#catalog-import
3GitHub stars
Open local classifier that reproduces a hosted Jev job-posting decision with a frozen CPU encoder plus small per-question heads, answering the same posting questions offline at zero marginal cost.
Jev Practices & Patterns#community#jevbest#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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