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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

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Showing 385–432 of 954 resources

3GitHub stars
Browser agent where Jev makes every navigation decision and agent-browser performs clicks and typing, stopping when the named goal page is reached or blocked.
Jev Demos & Experiments#community#jevbest#catalog-import
3GitHub stars
TypeScript layer that binds a Standard Schema state to Jev Choice, Score, and Noul questions, validating locally before sending one parallel request with typed projections.
Jev Repos & SDKs#community#jevbest#catalog-import
5GitHub stars
Autonomous Pokemon Red demo where Jev reads a compact text state each turn and answers typed Choice and Noul questions that deterministic code maps to PyBoy button presses.
Jev Demos & Experiments#community#jevbest#catalog-import
Local three-panel playground for trying TypeSafe judgments, with 110 editable examples across 22 categories including A/B comparisons, running one request per Run without bulk automation.
Jev Demos & Experiments#community#jevbest#catalog-import
3GitHub stars
DeepSeek Harness bundle that registers a jev_ask tool plus a jev skill so a DSH agent can send mixed Noul, Choice, and Score questions to Jev.
Jev Agents & MCP#community#jevbest#catalog-import
6GitHub stars
Idiomatic Java 17 and later client for Jev with one-off evaluate calls, reusable JevRequest builders, async support, and structured rubric helpers.
Jev Repos & SDKs#community#jevbest#catalog-import
6GitHub stars
Go driver for native macOS apps where Jev picks the next Accessibility action from live app and window state, with code mapping typed answers to tool calls.
Jev Demos & Experiments#community#jevbest#catalog-import
9GitHub stars
Native C++ DuckDB extension that runs Noul, Choice, Score, and mixed judgments directly from SQL with batching, concurrent HTTP, and chunked streaming and no Python UDFs.
Jev Integrations & Adapters#community#jevbest#catalog-import
4GitHub stars
DuckDB table functions over a VGI worker that expose Jev Choice, Noul, Score, and multi-question ask for LATERAL joins with confidence-based routing.
Jev Integrations & Adapters#community#jevbest#catalog-import
7GitHub stars
MCP server exposing Jev Choice, Score, Noul, batched ask, file-reading triage, and model listing as typed tools with full probability distributions.
Jev Agents & MCP#community#jevbest#catalog-import
3GitHub stars
macOS window switcher that predicts the app you want on ⌘` from recent switching history, asking Jev to pick from the 10 most recently used running apps with a 1 s fallback.
Jev Tools & CLIs#community#jevbest#catalog-import
3GitHub stars
Independent browsable field guide to Jev 1.13.0 covering 11,621 text-study requests, Snake controllers, and a 3D-city driving lab with replays, token counts, and reports.
Jev Practices & Patterns#community#jevbest#catalog-import
Curated collection of 83 public projects using Jev for moderation, automation, routing, search, classification, experiments, and behavior studies, each linking to its original source.
Jev Guides & Articles#community#jevbest#catalog-import
6GitHub stars
Agent skill plus CLI that rebuilds a plain requirement, an existing prompt, or current LLM-call code as typed Jev choice, score, and noul questions with runnable code.
Jev Agents & MCP#community#jevbest#catalog-import
8GitHub stars
Local server emulating the Jev System One endpoint at POST /v1/systemone with typed noul, choice, and score questions, so the official SDK works with only base_url changed.
Jev Demos & Experiments#community#jevbest#catalog-import
4GitHub stars
Browser agent that takes a goal and start URL, reads each page as a numbered control table, and has Jev pick one operation and target per step until done or stuck.
Jev Demos & Experiments#community#awesomejev#catalog-import
4GitHub stars
Design-time toolkit for using Jev from a coding agent, combining docs, a stdio MCP server, and an agent skill for decomposing judgments into Choice, Score, and Noul.
Jev Practices & Patterns#community#awesomejev#catalog-import
5GitHub stars
Electron app for controlling a Windows 10 or 11 PC by voice in Turkish or English, routing decisions through OpenRouter typesafe/jev-1.13 with UI Automation first.
Jev Demos & Experiments#community#awesomejev#catalog-import
136GitHub stars
Unofficial operator companion showing how Jev works as a function call, with an offline lab, smart-home demo, TypeScript harness CLI, and portable agent skills.
Jev Practices & Patterns#community#awesomejev#catalog-import
3GitHub stars
Semantic test matchers for Vitest and Jest where plain-English expectations become single Noul judgments, with probabilities mapped to pass, fail, or ambiguous.
Jev Practices & Patterns#community#awesomejev#catalog-import
4GitHub stars
Hook-level gate for coding agents that watches tool use for grader tampering, hidden-test edits, and eval-process interference, steering toward checks that cannot be gamed.
Jev Practices & Patterns#community#awesomejev#catalog-import
4GitHub stars
Fills Notion database properties with calibrated Jev judgments through a native macOS SwiftUI app and a terminal CLI, polling row edits and routing uncertain entries to review.
Jev Demos & Experiments#community#awesomejev#catalog-import
3GitHub stars
Browser page that turns pasted text and a plain-language question into a runnable Jev request, then keeps every run so you can check whether the answer holds steady.
Jev Demos & Experiments#community#awesomejev#catalog-import
5GitHub stars
Unofficial Java SDK that defines Choice, Noul, and Score questions in code and submits them together for typed answers instead of parsed text.
Jev Repos & SDKs#community#awesomejev#catalog-import
3GitHub stars
Life-and-civilization sim where every voluntary action is a validated Jev Choice with ledger receipts, while optional LLM planners may only propose grounded intentions.
Jev Practices & Patterns#community#awesomejev#catalog-import
Shell gate for coding assistants that judges commands by effect and blast radius, asking Jev twelve questions or a chat model, with fast rules first.
Jev Agents & MCP#community#awesomejev#catalog-import
6GitHub stars
Community n8n node that adds a Jev judgment step to workflows, returning one of your options with probabilities so unsure items can go to review.
Jev Integrations & Adapters#community#awesomejev#catalog-import
5GitHub stars
Experimental OpenTelemetry Collector processor that asks Jev about metric metadata and applies explicit keep or drop policy, starting in annotate mode.
Jev Integrations & Adapters#community#awesomejev#catalog-import
5GitHub stars
Ruby gem that groups noul, choice, and score questions into one parallel Jev query, exposing a typed result plus raw probabilities.
Jev Repos & SDKs#community#awesomejev#catalog-import
3GitHub stars
Go utilities for TypeSafe with a standard-library-only client plus qgrep for files and qlog for Kubernetes pod logs.
Jev Tools & CLIs#community#awesomejev#catalog-import
3GitHub stars
.NET port of the JavaScript SDK that batches Choice, Score, and Noul questions in one call, resolved by explicit options, environment, then defaults.
Jev Repos & SDKs#community#awesomejev#catalog-import
3GitHub stars
A local, trainable implementation of the System One decision contract on a 0.5B model: you send state plus closed questions and get one discrete answer per question by scoring option tokens instead of generating JSON.
Jev Tools & CLIs#community#awesomejev#catalog-import
3GitHub stars
Mailbox triage proof-of-concept: a local fake IMAP server feeds a listener that asks Jev one batched call per email, and plain Python turns the answers into labels that a single-file dashboard shows.
Jev Agents & MCP#community#awesomejev#catalog-import
2GitHub stars
A Chrome extension that scores X posts and replies as they enter the viewport, judging the author's handle, display name and bio alongside the post text and, for replies, the parent post.
Jev Demos & Experiments#community#awesomejev#catalog-import
3GitHub stars
A character-level language model assembled out of a classifier: the vocabulary becomes 28 Choice options, a to z plus space and stopping, and generation is the ordinary autoregressive loop.
Jev Tools & CLIs#community#awesomejev#catalog-import
5GitHub stars
A CUDA-native decision engine that turns an open Qwen3.5 checkpoint into a System One endpoint with Jev's wire format, answering many typed questions per state from C and CUDA with no PyTorch at runtime.
Jev Practices & Patterns#community#awesomejev#catalog-import
4GitHub stars
A DeepSeek Harness plugin that replaces DSH's size-based context compaction with Jev judgments: tool results that are still needed are never trimmed however large, and spent ones get a code-written receipt instead of a model-written summary.
Jev Agents & MCP#community#awesomejev#catalog-import
4GitHub stars
A CLI that takes the output of grep, git ls-files or a test run and returns each candidate line with a calibrated score, sorted, with an exact total and a cut line you read above.
Jev Agents & MCP#community#awesomejev#catalog-import
3GitHub stars
A self-hosted gateway that pools several official TypeSafe accounts behind one base URL, adding per-user keys with RPM and token quotas, an outbound proxy pool, and automatic account switching on upstream errors.
Jev Tools & CLIs#community#awesomejev#catalog-import
A community-maintained Chinese guide to Jev: what the three typed judgments actually return, six runnable demos in Python, TypeScript, Node and curl, and a curated read of public discussion.
Jev Tools & CLIs#community#awesomejev#catalog-import
6GitHub stars
A research repository that wires Jev and its open-weight counterpart Laya into a look-ahead-free quant stack as the judgment layer, then reports seven experiments including the ones that failed.
Jev Practices & Patterns#community#awesomejev#catalog-import
3GitHub stars
A single-file port of jev-ultrafast that lets Jev drive an Ego Lite browser on macOS: an in-page script indexes visible controls and one typed-choice request returns both the operation and the target index.
Jev Practices & Patterns#community#awesomejev#catalog-import
5GitHub stars
An MCP server that lets Claude or Codex drive a real Chrome window: Claude plans the task and Jev picks each click, keystroke and scroll from a numbered element list, with irreversible actions held for confirmation.
Jev Demos & Experiments#community#awesomejev#catalog-import
3GitHub stars
Companion code comparing Google ADK and Microsoft Agent Framework on one Pydantic VideoTimeline schema, with the same Jev client checking every generated segment for sane captions and durations.
Jev Practices & Patterns#community#awesomejev#catalog-import
6GitHub stars
Jev MCP server for coding agents with ready presets, deterministic rules before the model call, a confidence gate, server-side file triage, and a headless browser with SSRF protection.
Jev Demos & Experiments#community#awesomejev#catalog-import
18GitHub stars
Intrusion detection that puts one NSL-KDD flow plus five labeled examples into a single Jev request, asking an is_attack probability and a category choice with a 0.5 verdict cut.
Jev Demos & Experiments#community#awesomejev#catalog-import
4GitHub stars
Machine-native System One decision engine that synthesizes typed noul, choice, and score answers from deterministic fractal escape dynamics instead of large language models or VRAM-resident weights.
Jev Demos & Experiments#community#awesomejev#catalog-import
3GitHub stars
Resume review that extracts text like a parser would, then runs typed Jev questions through a Cloudflare Worker to compose a score, with general and per-job persona modes.
Jev Agents & MCP#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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