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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 97–144 of 209 resources

1GitHub stars
Community directory of Jev tools, SDKs, integrations, and examples with a searchable filterable site, plus daily cross-directory coverage records stored in data/coverage.json.
Jev Guides & Articles#community#github
1GitHub stars
Dependency-free Python toolkit that puts Jev in front of Grok Bot, turning calibrated answers into proceed, dry_run, ask_human, or skip with hard-coded safety overrides.
Jev Integrations & Adapters#community#github
1GitHub stars
Python guardrail that intercepts agent tool calls, sends agent state plus tool details to Jev, and allows, blocks, or reroutes execution based on Choice, Score, and Noul answers.
Jev Agents & MCP#community#github
2GitHub stars
Independent toolkit that reproduces Jev-style Choice, Noul, and Score decisions on any model exposing log-probabilities, plus a local server speaking the same systemone request shape.
Jev Agents & MCP#community#github
1GitHub stars
Experimental desktop SAST app that asks Jev reviewable questions about bounded source regions, with Rust handling inventory, bounds, hashing, consent, and persistence.
Jev Tools & CLIs#community#github
1GitHub stars
Evangelion-inspired MAGI demo that runs a question past three independent Jev sages and decides by majority vote over calibrated probabilities, with a live site and bilingual guides.
Jev Tools & CLIs#community#github
1GitHub stars
Tic-tac-toe demo where Jev plays one side through a Choice question over open cells, returning a chosen cell, confidence, and per-cell probabilities shown in an expandable move log.
Jev Tools & CLIs#community#github
1GitHub stars
ES6 rewrite of scheda.js for SystemOne-inspired timetable grids, drawing courses on canvas with configurable ids, colors, themes, and PNG export.
Jev Models & Reimplementations#community#github
1GitHub stars
Portable Python client bringing typed Jev judgments (noul, choice, score) to coding-agent harnesses over MCP or shell, with a shared budget ledger plus harness and memory-system recipes.
Jev Agents & MCP#community#github
1GitHub stars
Community directory of open-source projects built on Jev, merged from community awesome-jev lists and grouped by what each project does, with a companion site ranking the most widely listed builds.
Jev Guides & Articles#community#github
1GitHub stars
Deduplicated union of the public awesome-jev lists that re-checks every entry: link liveness, README evidence of real Jev usage, cross-list agreement, screenshots, and machine-readable data.
Jev Guides & Articles#community#github
Tiny open 0.8B decision model with no text generation or vision that plays Doom in real time from symbolic game state, answering movement and crosshair questions in one forward pass.
Jev Models & Reimplementations#community#github
1GitHub stars
Self-contained Neo4j demos showing where Jev helps GraphRAG pipelines: calibrated Choice, Score, and yes-no judgments on the decision steps, with open-ended generation left to a full LLM.
Jev Tools & CLIs#community#github
1GitHub stars
Codebase mapper that indexes a repo into small units without AI, then asks Jev which units matter for a plain-language task and returns ranked files with line numbers and probabilities.
Jev Agents & MCP#community#github
0GitHub stars
Browser-use agent that completes flight searches in real Chrome: Jev picks each next action from an indexed DOM table while a small model handles only text entry.
Jev Agents & MCP#community#github
2GitHub stars
ComfyUI custom nodes that send text plus typed SystemOne questions in one request and branch the image workflow on the answers, such as picking a LoRA from the prompt.
Jev Tools & CLIs#community#github
1GitHub stars
Arcade Tetris demo where Jev picks each piece's rotation and position: the engine enumerates reachable placements and a local Node server asks one choice question per move.
Jev Demos & Experiments#community#github
1GitHub stars
PI agent extension pairing in-flight terminal-output pruning with a surgical diff and secret guard, both driven by typed Jev questions plus a deterministic secret-literal layer.
Jev Tools & CLIs#community#github
1GitHub stars
DeepSeek Harness community plugin that classifies each turn's newest user message through the systemone endpoint and injects the verdict as tagged runtime context for tone and priority.
Jev Integrations & Adapters#community#github
1GitHub stars
Open-weight 2B single-pass System One decision model on MiniCPM5-2B that answers a shared-state dictionary of choice, noul, and score questions in one forward pass without generating text.
Jev Models & Reimplementations#community#github
1GitHub stars
Independent .NET client for the System One API with typed noul, choice, and score questions, DependencyInjection integration, cached model discovery, local validation, and typed errors.
Jev Repos & SDKs#community#github
1GitHub stars
Pi extension that checks file-mutating tool calls against written rules in constraints.md, asking Jev which rule a change violates and offering rework with the rule text.
Jev Agents & MCP#community#github
2GitHub stars
Jev-style /v1/systemone API over any OpenAI-compatible backend, reading single-token label logprobs with a restricted softmax instead of generating JSON.
Jev Tools & CLIs#community#github
1GitHub stars
Deliberately overengineered TypeScript package that asks Jev whether an integer is odd, with ESM and CommonJS builds, typed answers, and token and timing receipts.
Jev Benchmarks & Evaluations#community#github
3GitHub stars
Native macOS launcher and window manager on Option-Space for apps, files, calculations, window layouts, and clipboard reuse, with optional Jev matching for loose phrasing.
Jev Tools & CLIs#community#github
1GitHub stars
Backoffice email pilot where the LLM generates and uses CRM and ERP tools while Jev triages, gates tool calls, and verifies drafts before sending, with Telegram human approval.
Jev Agents & MCP#community#github
1GitHub stars
JavaScript library for stateful Jev applications where choices name words, places, tools, or vocabularies, and code validates effects while the runtime carries observations forward.
Jev Tools & CLIs#community#github
Engineering playbook and skill for placing Jev typed judgments at bounded seams while keeping validation, permissions, persistence, and policy in deterministic code.
Jev Agents & MCP#community#github
1GitHub stars
Reusable Codex setup separating stable AGENTS.md rules, the TypeSafe skill, Caveman conciseness modes, and the task prompt, with a Markdown guide and printable PDF.
Jev Agents & MCP#community#github
1GitHub stars
Go client for the TypeSafe API with typed noul, choice, and score builders, standard-library-only dependency, environment or struct configuration, and per-call overrides.
Jev Repos & SDKs#community#github
Readwise inbox proof of concept asking Jev one question set per article: a 23-tag scoring page plus a single-verdict triage page, with results kept in PocketBase.
Jev Tools & CLIs#community#github
Oh My Pi extension that asks Jev whether each interactive prompt is simple or advanced, then switches the OMP model role and thinking level without rewriting the prompt.
Jev Integrations & Adapters#community#github
1GitHub stars
Native C++ server on llama.cpp that answers System One choice, score, and noul questions locally in one prefill pass with zero generated tokens.
Jev Models & Reimplementations#community#github
1GitHub stars
Chrome proof of concept that sends Instagram post text to Jev and sampled images to Gemini, then overlays a colored border with expandable harm and promotion signals.
Jev Tools & CLIs#community#github
1GitHub stars
Rust Leptos and Axum demo that sends an NCR description to Jev as state with one yes-or-no question per defect code, then sorts suggestions by confidence.
Jev Tools & CLIs#community#github
Standalone Agent-Workflow adapter that projects bounded redacted evidence into typed Jev choice, noul, and score questions and returns secret-free advisory receipts.
Jev Agents & MCP#community#github
1GitHub stars
FastAPI service that scores one resume against one job description in a single Jev fan-out call, returning fit, skills, seniority, and a human-review flag.
Jev Integrations & Adapters#community#github
1GitHub stars
Probot GitHub app that triages issues and pull requests with two Jev fan-outs for category, impact, completeness, spam, and duplicates, then labels and comments once.
Jev Tools & CLIs#community#github
1GitHub stars
Rust CLI and resident HTTP service that exposes local and hosted decision models behind one Jev-compatible typed-JSON API with no generated prose to parse.
Jev Models & Reimplementations#community#github
1GitHub stars
Four Node scripts pairing Jev relevance, routing, and verification decisions via Vercel AI Gateway with pay-per-call Monid execution and per-team budget gates.
Jev Tools & CLIs#community#github
1GitHub stars
Independent Go SDK for System One that sends text or structured state, asks typed Choice, Score, and Noul questions, and returns typed answers plus model discovery.
Jev Repos & SDKs#community#github
1GitHub stars
Python MCP server over stdio that exposes Jev to an agent fleet with judge, rerank, and raw systemone tools plus Ollama-backed compilation.
Jev Agents & MCP#community#github
1GitHub stars
Zero-dependency Node ticket router that answers routing, priority, urgency, auto-reply, sentiment, and complexity for each ticket in one parallel Jev call.
Jev Integrations & Adapters#community#github
1GitHub stars
Stdlib-only Go SDK for TypeSafe Jev: ask dozens of noul, choice, and score questions in one SystemOne call and branch on probabilities plus confidence, with a matching shell CLI.
Jev Repos & SDKs#community#github
1GitHub stars
Diff-scoped semantic linter that keeps versioned YAML rules in-repo, checks merge-base diffs with bounded Jev decision matrices, and emits findings a coding agent can act on.
Jev Tools & CLIs#community#github
3GitHub stars
Dependency-free Go client mirroring the official Python and JS SDKs: send one state with typed Noul, Choice, Score, and Raw questions and get calibrated answers in milliseconds.
Jev Repos & SDKs#community#github
1GitHub stars
Self-hostable SystemOne-compatible API serving the frozen AutoJev Security V2.3 release as security-one, with shared-state parallel questions and bounded admission.
Jev Agents & MCP#community#github
MIT-licensed Microsoft.Extensions.AI providers for Anthropic Claude and TypeSafe Jev, plus a SupportDesk console sample wiring triage, drafting, and review together.
Jev Repos & SDKs#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.

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