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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 736 resources

10GitHub stars
Unofficial Windows overlay that reads your own WeChat window with local offline OCR and drafts one to three replies for one-click fill, with auto-send off by default.
Jev Demos & Experiments#community#awesomejev#catalog-import
Starter kit putting Kinde identity plus Jev judgment in front of every agent tool call, with allow, hold-for-approval, or deny decided in code and written to a ledger first.
Jev Practices & Patterns#community#awesomejev#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
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
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
5GitHub stars
WordPress plugin that exposes Jev noul, choice, and score questions to PHP with settings-page and constant-based key, model, and endpoint configuration.
Jev Tools & CLIs#community#awesomejev#catalog-import
5GitHub stars
Inline verifier that checks LLM responses and agent plans with one Jev call across alignment heads and returns block, flag, or pass for gates and hooks.
Jev Practices & Patterns#community#awesomejev#catalog-import
5GitHub stars
Inference engine around Qwen2.5-1.5B-Instruct for classification, yes/no judgements, and rubric scoring with 100% schema-valid JSON, no fine-tuning required.
Jev Tools & CLIs#community#awesomejev#catalog-import
4GitHub stars
Semantic PR labeling with Jev through OpenRouter Decisions API, assigning type, area, platform, and conceptual-scope size from a fixed taxonomy.
Jev Tools & CLIs#community#awesomejev#catalog-import
4GitHub stars
Chrome extension that scores Gmail messages with Jev for category, priority, spam, and reply likelihood, inline as badges or in a sortable dashboard.
Jev Demos & Experiments#community#awesomejev#catalog-import
6GitHub stars
Terminal coding agent on Pi where Jev shortlists skills, ranks retrieved excerpts, and triages tool failures while the coding model handles reasoning and edits.
Jev Agents & MCP#community#awesomejev#catalog-import
5GitHub stars
CLI and agent commands that audit a git diff hunk-by-hunk against editable YAML standards packs, with Jev answering typed questions and the agent fixing flagged lines.
Jev Practices & Patterns#community#awesomejev#catalog-import
Windows Codex skill that installs and verifies user-level save-token-jev hooks, where PreCompact selects records with Jev before native compression and SessionStart restores them.
Jev Agents & MCP#community#awesomejev#catalog-import
19GitHub stars
Open-source Jev-compatible decision engine with a Claude Code style REPL, answering Choice, Score, and Noul questions in one forward pass over open models.
Jev Practices & Patterns#community#awesomejev#catalog-import
5GitHub stars
Open arena pitting Jev against a chosen opponent on your question, hiding identities until you vote, then revealing latency, cost, and confidence data.
Jev Practices & Patterns#community#awesomejev#catalog-import
Reproducible study of Jev 1.13 as reward model, judge, and process verifier across eight tracks and 40,940 examples with CSV data and an interactive report.
Jev Practices & Patterns#community#awesomejev#catalog-import
4GitHub stars
Natural-language code and text search where every match is a Jev judgement over supplied context, for cases when exact words or rule syntax are forgotten.
Jev Tools & CLIs#community#awesomejev#catalog-import
10GitHub stars
Commit-time design and code review that blocks AI slop on motion, copy tells, typography, and code patterns, with Jev probabilities for ambiguous cases.
Jev Agents & MCP#community#awesomejev#catalog-import
5GitHub stars
Local agent observability stack that scores chains of tool events with Jev, Sentinel rules, and SafetyDrift, then sets escalate-only incident levels with graph forensics.
Jev Demos & Experiments#community#awesomejev#catalog-import
7GitHub stars
Local SEO tool that scores a page separately for search, answer, and generative engines, using fixed code rules plus 25 Jev judgment questions in one request with ranked fixes.
Jev Demos & Experiments#community#awesomejev#catalog-import
4GitHub stars
Unofficial Rust client for the System One API with a fluid request builder for noul, choice, and score questions, typed answers, and client-side cost math.
Jev Repos & SDKs#community#awesomejev#catalog-import
23GitHub stars
Browser extension for Chrome and Firefox that scores X, LinkedIn, Reddit, and YouTube items on AI-writing tells and collapses posts over your threshold.
Jev Demos & Experiments#community#awesomejev#catalog-import
Desktop paper-trading app for stocks and crypto where Jev answers narrow market questions each second and code turns the answers into orders under your stops and targets.
Jev Practices & Patterns#community#awesomejev#catalog-import
6GitHub stars
Claude Code routing mod that asks Jev which model tier and effort each turn needs, then directs that turn to haiku, sonnet, opus, or fable with visible route lines.
Jev Agents & MCP#community#awesomejev#catalog-import
6GitHub stars
macOS menu-bar voice app where speech is transcribed on-device and Jev routes each clause to open, close, dictate, search, system, or UI actions with typed decisions.
Jev Tools & CLIs#community#awesomejev#catalog-import
5GitHub stars
Zero-dependency extraction library that numbers the words in your text, offers those numbers to Jev as choices, and maps the picks back to exact substrings with offsets.
Jev Demos & Experiments#community#awesomejev#catalog-import
5GitHub stars
Resume review app that takes a PDF, DOCX, or TXT plus a target role and optional job description, then returns an overall score, criteria, bullet scores, and ordering.
Jev Demos & Experiments#community#awesomejev#catalog-import
5GitHub stars
Community quickstart and FAQ that explains Jev as a called-by-software System One model returning choice, score, or yes-no probability over one API call.
Jev Demos & Experiments#community#awesomejev#catalog-import
5GitHub stars
Pluggable browser-automation decision layer that replaces per-step large-model calls with one Jev request for operation plus target, leaving observation and guards in code.
Jev Demos & Experiments#community#awesomejev#catalog-import
8GitHub stars
Kotlin UI-agent SDK for Android where Jev or DeepSeek picks actions from live on-screen controls and an accessibility service executes them under host policy.
Jev Repos & SDKs#community#awesomejev#catalog-import
5GitHub stars
Local grid tactics arena and NanoJev experiment field where each turn offers real candidate actions across 2-AP rounds, enemies, hazards, ammo, cooldowns, and staged bosses.
Jev Demos & Experiments#community#awesomejev#catalog-import
5GitHub stars
CLI that routes a task to one specialist skill from a Tink library using TypeSafe Jev, verifies the winner with tink mount, then prints it inline or as a mounted path.
Jev Agents & MCP#community#awesomejev#catalog-import
5GitHub stars
R client for TypeSafe Jev that asks typed noul, choice, and score questions about text or structured rows and returns probabilities ready for code and aggregation.
Jev Repos & SDKs#community#awesomejev#catalog-import
6GitHub stars
Self-hosted Feishu bot plus web workbench where a text model proposes 2-5 candidate answers and TypeSafe Jev picks among them with probabilities.
Jev Practices & Patterns#community#awesomejev#catalog-import
7GitHub stars
Independent open-source agent runtime where Jev makes typed tool decisions, an LLM authors text only when needed and reviews low-confidence calls, and code owns execution.
Jev Practices & Patterns#community#awesomejev#catalog-import
5GitHub stars
Android decision aid that reads the active chat window through Accessibility and returns typed judgments on reply timing, intent, tone, and risk without sending anything.
Jev Demos & Experiments#community#awesomejev#catalog-import
6GitHub stars
Independent harness grading System One decision models on the same sealed manifest and seed with byte-identical inputs, pitting closed Jev against open Laya and constrained Qwen.
Jev Practices & Patterns#community#awesomejev#catalog-import
11GitHub stars
Native C++ inference for Dohnuts on llama.cpp that runs the Qwen3.5-based decision model on CPU, scoring candidate markers with a scalar head in one forward pass.
Jev Tools & CLIs#community#awesomejev#catalog-import
9GitHub stars
Local bridge where TypeSafe Jev picks the model and reasoning effort for Codex Desktop and CLI sessions, reusing the existing Codex login.
Jev Agents & MCP#community#awesomejev#catalog-import
4GitHub stars
Experiment turning Jev into a sampler: DeepSeek proposes top-k next tokens with logprobs and Jev picks each token, also judging when to stop or cut rambling.
Jev Tools & CLIs#community#awesomejev#catalog-import
4GitHub stars
Semantic code search that scores every function against a plain-language predicate with a calibrated Jev probability, then hands back file-line hits for an agent to open.
Jev Tools & CLIs#community#awesomejev#catalog-import
4GitHub stars
OpenAI-compatible proxy that holds streamed tokens in a sliding buffer and scores the full criteria matrix before release, cutting the stream before a violating token reaches the client.
Jev Practices & Patterns#community#awesomejev#catalog-import
macOS computer-use kit exposing an 18-tool stdio MCP server plus CLI that drives apps through the accessibility tree, posting input in the background without moving the user cursor.
Jev Demos & Experiments#community#awesomejev#catalog-import
9GitHub stars
Code-review gate that parses a repo locally, asks TypeSafe Jev short typed questions per unit of evidence, and lets deterministic code combine answers into findings with locations and fix steps.
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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