Skip to content

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 145–192 of 209 resources

2GitHub stars
Dart package driving Flutter integration tests with Jev: register tap, text, scroll, and custom actions, state a goal, and let Jev pick actions within an attempt budget.
Jev Integrations & Adapters#community#github
1GitHub stars
Java SDK for TypeSafe with typed noul, choice, and score handles: pass records, maps, or strings as state and read answers back by handle or explicit key.
Jev Repos & SDKs#community#github
1GitHub stars
Bun CLI for Jev judgments: evaluate a mixed question map in one call at the root, or use choice, noul, and score shortcuts that print shell-friendly scalar values.
Jev Tools & CLIs#community#github
1GitHub stars
Repository whose README shows only the standard Next.js starter: dev server, page editing, font optimization, docs links, and Vercel deployment.
Jev Tools & CLIs#community#github
Native Apple Silicon harness comparing local decision models through one decision interface, running models serially and emitting an offline dashboard with latency and accuracy.
Jev Benchmarks & Evaluations#community#github
1GitHub stars
Chrome MV3 extension blurring secrets and PII in-page with instant regex plus a Jev classifier for ambiguous snippets, keeping the rest of the page readable.
Jev Tools & CLIs#community#github
1GitHub stars
Python wrapper giving Jev long-input support: scores chunks per question, keeps the best within a token budget, marks omissions, and checks sufficiency before answering.
Jev Models & Reimplementations#community#github
1GitHub stars
Clojure client for TypeSafe AI's Jev System One model: send state plus typed questions and get typed answers with probabilities. It does not generate text; a REPL starts with clojure -M:nrepl.
Jev Tools & CLIs#community#github
1GitHub stars
Local HTTP service exposing Jev through the Vercel AI Gateway: projects POST state plus typed questions and get Jev answers with provider metadata, without holding a TypeSafe API key.
Jev Integrations & Adapters#community#github
1GitHub stars
Java client for the TypeSafe System One API: send yes/no, choice, and scoring questions in one request and read typed answers with confidence scores and token usage.
Jev Repos & SDKs#community#github
1GitHub stars
Rust stdio MCP server letting Codex offload bounded judgments to Jev: four tools for yes/no, choice, score, and batch, while Codex keeps investigation, edits, and tests.
Jev Agents & MCP#community#github
1GitHub stars
Community Node.js MCP server exposing Jev as four read-only advisory tools for bounded probabilistic decisions, with the host model keeping final authority over every action.
Jev Agents & MCP#community#github
1GitHub stars
Ruby gem wrapping the TypeSafe System One API: send state with noul, choice, and score questions from plain hashes and read structured answers with probabilities and confidence.
Jev Repos & SDKs#community#github
1GitHub stars
Self-contained Raspberry Pi 4 stack running Laya System-1 typed decisions fully on CPU: one Docker image serving ONNX and torch backends behind the same `/v1/systemone` protocol.
Jev Models & Reimplementations#community#github
1GitHub stars
Unofficial C++23 client for the TypeSafe AI API ported from the community Rust SDK: send named noul, choice, and score questions over `POST /v1/systemone` and read typed answers.
Jev Repos & SDKs#community#github
Repository presenting Rubik's cube restoration with TypeSafe AI's Jev, per its one-line README; no setup, method, or usage details are documented in the digest.
Jev Tools & CLIs#community#github
1GitHub stars
Independent Chinese-language test harness probing Jev `jev-1.13.0` where vendor claims hold and break: program-computed ground truths, recorded confidence and end-to-end latency, stdlib-only Python reruns.
Jev Tools & CLIs#community#github
1GitHub stars
Virtual-iPhone CLI whose stated goal is handing a booted guest to Jev from a natural-language goal: full VM pipeline plus host control socket with per-action screenshots for AI-driven testing.
Jev Tools & CLIs#community#github
Go moderation service that returns allow, review, or block with per-class reasons over HTTP or RabbitMQ, backed by Jev with a versioned JSON policy and bearer auth.
Jev Tools & CLIs#community#github
1GitHub stars
Go SDK for TypeSafe AI that sends mixed noul, choice, and score questions in one SystemOne call, with retries, typed errors, and env-based configuration.
Jev Repos & SDKs#community#github
0GitHub stars
Claude Code skill documenting Jev typed decisions, calibration quirks, and classify-route-rerank-gate patterns, with a dependency-free Java client and replayable fixtures.
Jev Agents & MCP#community#github
0GitHub stars
Learning log explaining Jev single-pass typed decisions with a ticket-routing example, noting vendor speedup claims as unverified and routing low confidence to a human.
Jev Integrations & Adapters#community#github
0GitHub stars
Independent public-surface profile of TypeSafe AI: System One endpoint shape, OpenAPI, agent card, MCP, skills, SDKs, limits, and security notes, with no software to download.
Jev Agents & MCP#community#github
Code review demo pairing Jev per-rule yes/no checks with a Meko datapack that stores guidelines, rulings, and decision traces, exempting only the ruled case on re-review.
Jev Agents & MCP#community#github
GitHub Action triage that asks eight Jev questions in one call, gates labels in plain Python, and layers regex redaction, a Jev guard battery, and a write guard.
Jev Tools & CLIs#community#github
TypeScript dashboard that scores prompts with Jev Choice, Score, and Noul, maps scores to block-through-allow actions, and falls back to Gemini or offline heuristics.
Jev Tools & CLIs#community#github
Condor drop-in where Jev Noul fan-out ranks Meteora pools and a Score sizes positions, while math clamps enforce rug cards, cost tiers, dry-run, and one-sided walls.
Jev Agents & MCP#community#github
0GitHub stars
Overview notes on Jev typed Choice, Score, and Noul decisions, hosted-only access via TypeSafe, Vercel, or Cloudflare, with request shapes and routing use cases.
Jev Tools & CLIs#community#github
0GitHub stars
Mesa market testbed pitting zero-intelligence traders against Jev archetype agents, with paired Monte Carlo stats, a live dashboard, and a pre-rendered econometrics notebook.
Jev Agents & MCP#community#github
Fixture-first LLM router that picks the lowest expected-cost qualified route, verifies output before release, and records cost provenance with idempotency keys.
Jev Tools & CLIs#community#github
0GitHub stars
Demo that checks a plain-language cancer profile against recruiting ClinicalTrials.gov eligibility rules with one Jev question per rule, quoting source text.
Jev Tools & CLIs#community#github
Local-first web app that pulls a repo issues and README, asks Jev to score complexity, criticality, effort and relevance, then sorts and exports.
Jev Models & Reimplementations#community#github
0GitHub stars
Local Go server for POST /v1/systemone running MiniCPM5-2B or Qwen3.5-4B in-process, answering in one forward pass with no text generation.
Jev Tools & CLIs#community#github
0GitHub stars
Embeddable System One server matching TypeSafe HTTP shape, scoring LFM2.5-1.2B logits in code with optional Laya and cloud failover.
Jev Models & Reimplementations#community#github
0GitHub stars
Per-turn opencode router that asks Jev which fleet model fits the turn, rewriting to that model or falling back on low confidence.
Jev Models & Reimplementations#community#github
0GitHub stars
Pass-and-play trap game for 2-6 players where Jev picks attack or legit lures across 8 vectors and adapts to each player weak spots.
Jev Demos & Experiments#community#github
0GitHub stars
Independent Qwen3.5 typed-decision stack in JAX with Pallas TPU kernels, LoRA tuning, per-type calibration, and MLX export.
Jev Tools & CLIs#community#github
Gen 9 Random Battles agent that sends a structured battle view to Jev each turn, validates the legal choice, and shows telemetry on a dashboard.
Jev Demos & Experiments#community#github
0GitHub stars
Browser neuroevolution game where flocks evolve to fly through towers with no datasets or backprop, plus human-vs-AI mode and DNA vault.
Jev Demos & Experiments#community#github
Local demo that runs Jev and Gemini in parallel over synthetic transactions, comparing decision, latency, tokens, and audit record.
Jev Benchmarks & Evaluations#community#github
0GitHub stars
No-code layer that turns plain English into validated Jev schemas, confirming with chips before deterministic execution and verdict card.
Jev Models & Reimplementations#community#github
Harness pitting Jev against Laya across six game-theory games with identical rules, plus a browser app to watch matches or play against the models yourself.
Jev Demos & Experiments#community#github
0GitHub stars
TypeScript gateway that fans one payload out to seven Jev risk and routing questions in one call, then enforces deterministic policy verdicts.
Jev Benchmarks & Evaluations#community#github
0GitHub stars
Minimal Chess.com-styled blitz and bullet chess app where Jev scores legal candidate moves in one parallel pass and reports confidence.
Jev Benchmarks & Evaluations#community#github
0GitHub stars
Learning scaffold teaching the System One pattern across triage, checkout, dunning, and PR review, with mock, LLM stand-in, and real Jev providers.
Jev Benchmarks & Evaluations#community#github
0GitHub stars
MCP done-gate for coding agents: it diffs git reality, measures conventions deterministically, asks Jev eight quality questions, and returns a fix list.
Jev Agents & MCP#community#github
Demo pairing Vonage Video API with Jev: chat sentiment and frustration scoring offers a video call and pings an employee dashboard.
Jev Agents & MCP#community#github
0GitHub stars
Agent plugin adding typed Jev judgment packs to six existing coding skills for Codex, Claude Code, and Oh My Pi, without changing their procedures.
Jev Agents & MCP#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