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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 49–96 of 209 resources

3GitHub stars
Curated link collection of Jev projects across SDKs, integrations, agent tooling, apps, games, and benchmarks, grouped by section with official docs first.
Jev Guides & Articles#community#github
2GitHub stars
Claude Code PreToolUse hook that screens Bash, file edits, and tool calls with Jev risk, policy, and allow-ask-deny judgments before execution.
Jev Agents & MCP#community#github
2GitHub stars
Go integration bringing Jev Choice, Score, and Noul to adk-go with a typed client, function tool, routing agent, assessment callbacks, and context filter.
Jev Agents & MCP#community#github
2GitHub stars
Chrome side-panel bot that consults Jev each interval for trade direction on an NSE stock via the Zerodha web session, with paper trading on by default.
Jev Tools & CLIs#community#github
Pilot wiring Jev into LangGraph routing and Deep Agent guardrails with executed notebooks, showing where code, Jev judgments, and chat-model replies each belong.
Jev Models & Reimplementations#community#github
2GitHub stars
Minimal Go client for Jev using only the standard library, with typed Choice, Noul, and Score questions plus local confidence thresholds.
Jev Tools & CLIs#community#github
2GitHub stars
No-code desktop terminal that puts Jev Buy, Sell, and Hold calls behind a confidence slider, with exchange connections, strategy canvas, and backtesting lab.
Jev Guides & Articles#community#github
1GitHub stars
Java RAG assistant over org documents with hybrid retrieval and citations, using Jev optionally for chunk reranking and answer-grounding checks.
Jev Tools & CLIs#community#github
Demo of the LangChain Jev harness pattern in LangGraph: a fast classifier routes events and gates a risky tool call, leaving open-ended reasoning to a chat LLM. Entry is POST /events; output lands in JSONL files.
Jev Agents & MCP#community#github
1GitHub stars
Hybrid chess experiment pairing Jev strategic candidate selection with a deterministic alpha-beta search engine inside a Chrome extension that plays on Chess.com with live telemetry.
Jev Tools & CLIs#community#github
1GitHub stars
Community Go SDK for the TypeSafe System One API: send one state with a map of typed Noul, Choice, and Score questions and branch on calibrated probabilities. Zero dependencies, verified against the live API.
Jev Agents & MCP#community#github
1GitHub stars
Claude Code plugin that turns classification problems into reusable .sig.json signatures, then scores CSV, Excel, or text datasets row by row through the Jev API and writes results back to Excel.
Jev Integrations & Adapters#community#github
1GitHub stars
Standalone Rust CLI that ranks an agent's available skills for the next step with two Jev evaluation passes over live session context, plus an explicit none-of-these option. Advisory only; it never loads skills itself.
Jev Agents & MCP#community#github
1GitHub stars
Tiny mood tracker: write a few words about your day and Jev returns one of five moods plus an energy score and self-care nudge, plotted on a Year in Pixels calendar stored in the browser.
Jev Tools & CLIs#community#github
1GitHub stars
Unix-style bug-discovery pipeline: small tools pass JSON lines through seed, expand, judge, verify, and report stages, spending one cheap Jev judgment per code node to chase leads across callers and configs.
Jev Integrations & Adapters#community#github
2GitHub stars
Learning project rebuilding a Jev-style decision model on a frozen Qwen3-0.6B backbone with a rank-16 LoRA, served alongside text generation from one weight set on Apple Silicon. Explicitly not production software.
Jev Models & Reimplementations#community#github
1GitHub stars
Eleven-level Jev course from hello-world to a ticket-triage capstone, pairing short lessons with runnable scripts against the live API and using LiteLLM so the writing half works with any provider.
Jev Benchmarks & Evaluations#community#github
2GitHub stars
DeepSeek Harness plugin that gives agents hands in the user's own logged-in browser: 176 site adapters with 200+ one-shot commands plus generic page primitives, with write actions behind an approval gate.
Jev Integrations & Adapters#community#github
1GitHub stars
Portuguese-language customer-service study with two Jev experiments: a pre-agent guardrail filtering inbound messages and a per-turn pre-evaluator escalating only failures and borderline calls to an LLM judge.
Jev Benchmarks & Evaluations#community#github
1GitHub stars
Command-line client for the System One API aimed at scripts, shell pipelines, and agent tool calls: pipe in a state with typed questions and get typed decisions back without a full LLM workflow.
Jev Agents & MCP#community#github
1GitHub stars
.NET 10 client plus MCP server for the Jev evaluation API, covering noul, choice, and score questions with typed answers, probability distributions, and confidence values.
Jev Tools & CLIs#community#github
Community Camunda 8 connector that calls Jev from BPMN to pick the best option, find every match, or ask custom noul, choice, and score questions gateways can route on.
Jev Tools & CLIs#community#github
1GitHub stars
DeepSeek Harness approval guardian fork that lets a reviewer model allow, deny, or defer tool requests via chat completion or one System One call asking decision and risk questions.
Jev Agents & MCP#community#github
1GitHub stars
Telegram-driven Solana bot that runs one autonomous trade cycle at a time, with dump-shield exits, a 5% loss cap, and JEV-based sizing, stops, and profit targets.
Jev Tools & CLIs#community#github
2GitHub stars
Self-hosted inference server for open Jev-like models behind POST /v1/systemone, starting with Clef-Flash on vLLM with micro-batching and Jev-compatible choice, score, and noul.
Jev Models & Reimplementations#community#github
1GitHub stars
Terminal assistant that routes natural-language requests with Jev intent classification, then uses a separate generation model via Pi for commits, reviews, shell commands, and chat.
Jev Tools & CLIs#community#github
Offline prototype replaying public Shin 2017 EEG sample-by-sample to trigger intents, gate actions with a Jev policy question, and confirm via repeat or imagery before a mock agent acts.
Jev Agents & MCP#community#github
1GitHub stars
Guide plus runnable cookbooks for deciding when Jev fits, favoring decomposed atomic questions with confidence gating over single vague prompts.
Jev Guides & Articles#community#github
1GitHub stars
Claude Code plugin that puts Jev judgments in the agent loop to route tool calls, verify outputs, judge completion, and pick next actions with metered calls.
Jev Agents & MCP#community#github
3GitHub stars
Chromium extension plus self-hostable server that scores LinkedIn post text with twelve parallel Jev writing judgments, then folds or outlines suspected slop with reasons you can overrule.
Jev Tools & CLIs#community#github
OpenCode plugin that asks Jev once per prompt how much reasoning is needed, then maps minimal to xhigh effort onto the model's own variants without rewriting prompts.
Jev Agents & MCP#community#github
1GitHub stars
Jev-style local decision engine on DiffusionGemma 26B-A4B that reads one label-token slot per question in a single decoder pass to return distributions without generating text.
Jev Models & Reimplementations#community#github
1GitHub stars
Voice-driven UI prototyper for Next.js: local whisper.cpp transcribes mic audio on the Mac, Jev answers a batch of typed Choice/Noul questions per utterance, and json-render renders the design as shadcn/ui React.
Jev Models & Reimplementations#community#github
1GitHub stars
Neovim plugin that uses Jev as a ranking oracle: buffer words appear instantly as fuzzy matches, then Jev re-ranks up to 30 candidates against surrounding code and rebuilds the menu.
Jev Tools & CLIs#community#github
1GitHub stars
Curated index of open-source projects that provably call Jev, where every entry links to the exact source line proving the call, generated from data/index.json with rejects kept in not-listed.json.
Jev Guides & Articles#community#github
1GitHub stars
Compatibility server exposing the /v1/systemone typed-decision API on top of vLLM, SGLang, or OpenRouter models, with vision models enabling image inputs that Jev and Laya lack.
Jev Integrations & Adapters#community#github
Editorially reviewed catalog of Jev projects with demo media, filters, and search on the site, sourced from a single data/entries.json file rendered by a script.
Jev Guides & Articles#community#github
1GitHub stars
Experimental typed Zig SDK for Jev targeting Zig 0.16.0, asking yes/no, classification, and scoring questions in one request and returning probabilities with Zig enums.
Jev Repos & SDKs#community#github
1GitHub stars
Wire-compatible Jev re-implementation reading typed decisions from an LLM's next-token logits, plus a reproducible JevBench-based comparison of that approach against Jev on identical items.
Jev Benchmarks & Evaluations#community#github
1GitHub stars
Dependency-free .NET client for Jev targeting net8.0, sending state plus Choice, Score, and Noul questions and returning typed answers with confidence for threshold gating.
Jev Repos & SDKs#community#github
Async Rust client for System One decision-model endpoints with a Questions builder or compile-time QuestionSet derive, sharing one multiplexed HTTP/2 connection with no vendor default.
Jev Repos & SDKs#community#github
1GitHub stars
Claude Cowork plugin running reproducible Brasileirao Serie A probability experiments through Jev over Vercel AI Gateway, with Claude only fetching the table and presenting raw numbers.
Jev Integrations & Adapters#community#github
3GitHub stars
Rust server running Laya decision models locally on Apple silicon GPUs over MLX with no Python at runtime, speaking the same /v1/systemone API as laya serve.
Jev Models & Reimplementations#community#github
1GitHub stars
Bayesian decision study probing Jev on stationary Bernoulli multi-armed bandits, testing whether posterior statistics, exploration instructions, and supplied action values improve cumulative reward.
Jev Tools & CLIs#community#github
Curated collection of public Jev demos, repos, patterns, limits, and reported cost and latency notes, kept as a learning reference with cards linking to each creator post.
Jev Guides & Articles#community#github
1GitHub stars
GitHub Action that labels newly opened issues with Jev, returning a label plus confidence and flagging low-confidence cases for a human or an LLM instead of guessing.
Jev Tools & CLIs#community#github
1GitHub stars
Unofficial Symfony bundle exposing Jev noul, choice, and score questions through a typed client, validator constraints, Messenger background evaluation, Workflow guards, and a profiler panel.
Jev Tools & CLIs#community#github
GitHub Action that triages pull requests with four Jev typed questions and routes each PR to auto-approve, human-review, or block with a commit status and explanatory comment.
Jev Integrations & Adapters#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.

Follow @typesafeai