AppitStudio 发布 awesome-jev:Jev 应用与开发者资源社区目录
AppitStudio/awesome-jev
AppitStudio 推出社区目录 awesome-jev,收录基于 TypeSafe AI 的 System One 模型 Jev 构建的应用、开发者资源与可运行决策示例。
Discover Jev-powered apps, developer resources, and runnable decision examples.
Jev is TypeSafe AI's System One model: give it state and typed questions, then use the returned choices, scores, and probabilities in your code. This independent community directory collects applications that use Jev, resources for developers, and small, inspectable workflows to learn from.
Explore Jev-powered apps · Share your app
Try the beta web UI at JevList. Explore the projects in this directory through a searchable web interface. We're continually improving the experience—take a look and let us know what you think!
Contents
- Explore Jev with our skill
- Start here
- Official SDKs and tools
- Community projects
- Computer and browser use
- Starter projects
- Reference project
- Patterns and cookbooks
- Model behavior and evaluation
- Contributing
Explore Jev with our skill
Use Awesome Jev Guide to understand Jev and explore solutions that fit your needs. Describe your workflow in plain language, and your coding agent will help you choose an example, adapt a project, or build a suitable starter—with guided setup along the way.
1. Install the skill. With Node.js 22+ installed, run this in your project directory:
npx skills add AppitStudio/awesome-jev --skill awesome-jev-guide
Select your coding agent when prompted. For Codex, you can add --agent codex. No TypeSafe account or API key is needed to explore ideas or run the offline examples.
2. Open your coding agent in that project and try a prompt.
New to Jev? Start here:
Use awesome-jev-guide. Explain Jev simply, help me understand what I can
build with it, and walk me through the easiest example. I don't have
an API key yet.
Have a workflow in mind? Fill in the brackets:
Use awesome-jev-guide. Today I [describe the work I do manually].
I want to [describe the result]. I use [language, framework, or tools].
Help me find the best starting point in this repo and explain what
needs adapting. Ask me anything essential that's missing.
Ready to build?
Use awesome-jev-guide to build a small starter for [my workflow] using
[my stack]. Start with a working offline demo, explain what I should
customize, then guide me through API-key setup and a first live check
when I'm ready.
3. Follow the next step together. The guide uses current TypeSafe documentation and explains what already works, what needs building, and how to handle uncertain results. When you want live access, it walks you through private key setup—never paste a key into chat.
See the full onboarding guide for installation options, demos, and setup details.
Start here
Explore what you can build — choose a real implementation by the result you want, then follow its guide, worked example, and setup path.
- Introduction - Understand Jev's state-and-questions interface and its three decision primitives.
- Official quick start - Make a first request using Python or HTTP.
- Run an example locally - Try a complete workflow with synthetic mock responses, without an account, an API key, or package installation.
- Choose a decision pattern - Match a task to Choice, Score, or Noul and define what happens when the result is uncertain.
- HTTP API reference - Check the wire format, authentication, answer fields, and error responses.
Official SDKs and tools
These resources are maintained by TypeSafe.
- Agent skill - Official docs for giving a coding agent API context and guidance when designing narrow System One / Jev decision questions (Claude Code plugin and skills.sh install paths).
- JavaScript SDK - JavaScript and TypeScript client that infers answer types from the supplied questions.
- Python SDK - Synchronous and asynchronous clients with typed answers and configurable retries.
- System One Adapter - Run a similar typed-question interface against other LLM providers for comparisons; those responses do not come from Jev.
- TypeSafe Agent Skills - Official Claude Code / skills.sh agent skill for designing typed System One / Jev decisions; docs.
Community projects
The community knowledge base turns credited articles into original implementation guides with source links, project connections and stated validation limits.
Browse the project directory for separate app and tool directories, each with full project pages covering use cases, setup, examples, limitations, and review evidence. The links below still take you directly to the upstream projects.
Checks are tied to reviewed versions; see each page and the validation scope. Mocked tests and reported live smoke checks do not establish model quality on your workload.
Apps powered by Jev
- AI Plays Pokémon (kotlinds) -
Source available·Free source build·BYOK. Kotlin desktop app that puts an AI in front of Pokémon HeartGold on a Nintendo DS emulator: the game RAM is described as JSON, and a Jev backend picks each action from a closed list with per-option probabilities, optionally with an LLM planner in hybrid mode. Project guide. - Anki Review-Finder -
Open source·Free source build·BYOK. Alpha CLI that audits Anki flashcards through AnkiConnect with TypeSafe Jev, flagging structural defects such as answer leaks, missing context, scope problems and binary questions, then writes priority and defect tags back to Anki (never card text) and produces an HTML report. Project guide. - Aplausômetro -
Open source·Free source build·BYOK. Paste a social post and watch a simulated audience react in real time with TypeSafe Jev calibrated probabilities. Try app · Project guide. - Apparite (jev2ui) -
Open source·Free source build·BYOK. Local design-mock lab: TypeSafe Jev chooses IA/anatomy; Gemini writes copy; code assembles A2UI-inspired mocks. Project guide. - 1 Million Emojis -
Open source·Free·BYOK. Shared million-emoji canvas where TypeSafe Jev paints alongside humans from stroke context. Try app · Project guide. - arJev -
Open source·Free source build·BYOK. Daily arXiv digest engine: lexical front-line plus TypeSafe Jev confidence-gated rerank against an Obsidian vault. Project guide. - AskJev (openconstruct) -
Open source·Free·BYOK. Static single-page yes/no UI: OpenRouter Decisions + TypeSafe Jev Noul; key stays in browser localStorage. Project guide. - Auto-Oui -
Open source·Free·BYOK. Chrome extension (French UI) that watches a tab you enable and answers "Oui" — or clicks the approve button — when an AI agent on supported sites stops to ask for permission; detection is local rules by default with no network calls, and an optional Jev mode with your TypeSafe key judges ambiguous wording against a probability threshold (0.90 default). The README warns to keep it off for payments, messages, deletions and production actions. Project guide. - beebots -
Open source·Free source build·BYOK. Three OKX paper-trading bees; every trade decision via TypeSafe Jev (OpenAI only for bee design/portraits). Not financial advice. Project guide. - betterx -
Source available·Free source build·BYOK. Chrome/Brave extension that classifies posts and replies on x.com with TypeSafe Jev as you browse — seven questions per post in one ~150–250 ms request (tone, post type, argument quality, racist, contempt for a nationality or immigrants, antisemitic, sexually explicit) — and labels, dims, blurs or hides them by your rules. Project guide. - Bilibili noise filter for Firefox (JEV) -
Open source·Free source build·BYOK. Firefox (and Chrome) port of littlewindy123/jev-bili-filter: toggles for spoilers, trolling, ads and partisan chants, plus your own one-sentence rules, filter Bilibili comments and danmaku with TypeSafe Jev; adds local keywords that work without a key, per-item Canvas danmaku filtering, a block log and usage tracking. Project guide. - B站降噪 · JEV (Bilibili noise filter) -
Open source·Free·BYOK. Original Chrome/Edge extension (Chinese, with English README) that filters Bilibili comments and plain-text danmaku on the page with TypeSafe Jev: four toggles — spoilers, trolling, ads and fandom flame wars — plus one-sentence custom rules, no blocklists or prompts to maintain. Upstream of the listed Firefox port. Project guide. - Call Coach -
Open source·Free source build·BYOK. Local live sales-call coach: TypeSafe Jev picks next actions and buying stage from transcript turns (mic or sample call). Project guide. - Capture (sgaabdu4) -
Open source·Free source build·BYOK. Private Mac voice diary: local Parakeet transcription, TypeSafe Jev sorting, Notion after approval. Project guide. - ChatJevPT -
Open source·Free source build·BYOK. Chat app that makes TypeSafe Jev 'generate' an answer one character at a time by asking the same choice question over and over (next character or END), shows each letter's top-five probabilities, lets Jev grade its own answer, and meters cost; several 'model levels' compare naive and fuller pipelines. Project guide. - Chess with Jev -
Source available·Free source build·BYOK. Browser chess where your opponent is TypeSafe Jev: every move is a short chain of choice questions (focus, piece, destination) whose options are the legal moves, so illegal moves cannot be expressed; you can read each answer chain and rewrite the questions in an in-app workflow editor. Project guide. - Clean Code Review -
Open source·Free source build·BYOK. Hosted/source PR reviewer: TypeSafe Jev judges files on Clean Code questions; Luna writes evidence-first prose (MCP included). Try app · Project guide. - Clef homelab decision engine -
Open source·Free source build. Self-hosted homelab dashboard where open Clef-flash (GGUF on a 6 GB laptop GPU) answers System One questions over llama.cpp's/v1/systemoneendpoint — the same request shape as Jev — to triage Gmail, filter news, watch ~2,350 company job boards for internships and push matches to your phone through ntfy. Project guide. - Crush Monitor -
Open source·Free source build·BYOK. Local WeChat-style chat analyzer: TypeSafe Jev labels emotion/intent, scores affinity, and rates replies (BYOK). Project guide. - Crush Monitor with Jev -
Open source·Free source build·BYOK. WeChat affinity analyzer (MIT fork of Crush Monitor) powered by TypeSafe Jev judgments. Project guide. - Danmaku spoiler filter (JEV) -
Open source·Free source build·BYOK. Zero-dependency Chrome extension (plus CLI) that has TypeSafe Jev judge whether Bilibili danmaku comments are spoilers and filters the hits, batching comments per request with a local cache; built to add other danmaku sites later. Docs in Chinese and English. Project guide. - Decision Lab -
Open source·Free source build·BYOK. Visual System One playground to build decisions, compare Jev/OpenJEV/Laya, and explore what-if changes. Project guide. - dicechess-bot-jev -
Open source·Free source build·BYOK. Experimental Dice Chess webhook bot: TypeSafe Jev picks among legal turns without heuristic pre-ranking (AGPL-3.0). Project guide. - Doom or Bloom -
Open source·Free·BYOK. Map your AI worldview through adaptive interview questions powered by TypeSafe Jev. Try app · Project guide. - enigma-jev -
Open source·Free·BYOK. Software Enigma/Bombe where TypeSafe Jev ranks cribs and judges German plaintext (hosted + CLI). Try app · Project guide. - Eyedot · 点睛 -
Open source·Freemium·Commercial·BYOK. Turns your own study material (PDF, Word, text) into exams that grade themselves point by point: grading is decomposed into atomic checkable questions whose probabilities are combined in code, with TypeSafe Jev as the decision engine whenTYPESAFE_API_KEYis set (general-LLM judge and a labelled lexical demo engine as fallbacks), plus cited follow-up answers and spaced-repetition review. Project guide. - Find the Right API (Orthogonal × Jev) -
Closed source·Freemium·Commercial. Hosted goal→API discovery: product copy says Jev searches ~1,000 Orthogonal endpoints and returns priced matches with Orthogonal run snippets (launch). Try app · Project guide. - Fly x Jev -
Open source·Free source build·BYOK. Browser demo of a MaleCNS fruit-fly connectome robot where TypeSafe Jev chooses which descending neuron fires next. Project guide. - Focus -
Open source·Free source build·BYOK. Browser extension that classifies domains as productive or distracting with TypeSafe Jev via OpenRouter Decisions and blocks distracting navigations. Project guide. - Fotocopiatrice -
Open source·Free source build·BYOK. Italian Camera amendment explorer: code dedupes identical texts; TypeSafe Jev judges attributes and near-duplicate pairs (static site). Try app · Project guide. - Gmail Classifier -
Open source·Free source build·BYOK. Local Gmail triage: TypeSafe Jev classifies threads; confirm-then-apply labels with undo, plus phishing/unsubscribe helpers and Chrome sidebar. Project guide. - Goutoujunshi Jev Chat -
Open source·Free source build·BYOK. WeChat desktop companion: OCR + optional TypeSafe Jev strategy before reply drafts (manual send). Project guide. - Hearth -
Open source·Free source build·BYOK. Local Chrome agent that searches four rental marketplaces with TypeSafe Jev action choice and returns a shortlist (read-only). Project guide. - Heihua Translator -
Open source·Free source build·BYOK. Workplace jargon (职场黑话) reader: guess first, then reveal TypeSafe Jev’s typed reading with confidence bands—including “I don’t understand.” Project guide. - HookMeter -
Open source·Free source build·BYOK. Chrome extension that scores social drafts as you type with TypeSafe Jev (curiosity/arousal/pattern/clickbait) via optional worker/backend. Project guide. - Hx -
Open source·Free source build·BYOK. Clinical note checklist that ticks items against clauses from the note using TypeSafe Jev (never generates text). Project guide. - Inbox Triage -
Open source·Free source build·BYOK. Local Gmail labeler: TypeSafe Jev (default) or other providers answer focused questions; code only adds triage labels. Project guide. - IntentSQL -
Open source·Free source build·BYOK. Local NL→SQLite playground with inspectable Jev/System One plans and guarded writes. Project guide. - Jaste -
Source unverified·Pricing unverified·BYOK. Mac clipboard beta with a Direct Jev mode for selecting a saved text value that fits the focused field; BYOK applies to that optional mode. Project guide. - Jeff -
Closed source·Free. Bookshelf you can ask: TypeSafe Jev ranks shelf items with per-item Noul search and Choice sorting; visitors upload Goodreads CSVs (operator pays capped Jev spend). Project guide. - Jev 2048 -
Open source·Free·BYOK. Instrumented 2048 web lab: every move is a TypeSafe Jev Choice with live probabilities (hosted trial or BYOK). Try app · Project guide. - Jev Anti-Spam Bot -
Open source·Free source build·BYOK. Self-hosted Telegram bot that deletes high-confidence spam using TypeSafe Jev Noul signals, with fail-open errors. Project guide. - Jev as LLM -
Open source·Free·BYOK. Experimental web chat: TypeSafe Jev picks the next word via Choice questions (hosted replay demos or BYOK OpenRouter). Try app · Project guide. - Jev Asks Until Sure -
Open source·Free·BYOK. Twenty-questions web game: TypeSafe Jev keeps asking until calibrated confidence crosses a threshold (hosted demo or BYOK). Try app · Project guide. - Jev Call Screener -
Open source·Free source build·BYOK. Self-hosted call screening: TypeSafe Jev classifies caller transcripts; Go policy forwards or rejects (Twilio adapter; fail-open defaults). Project guide. - Jev Chat Assistant -
Open source·Free source build·BYOK. Android overlay: Accessibility reads chat; TypeSafe Jev (OpenRouter) judges intent/danger and ranks fill-only reply candidates (WeChat first). Project guide. - Jev Chat Windows -
Open source·Free source build·BYOK. Windows WeChat side panel: local OCR + TypeSafe Jev (OpenRouter) ranks fill-only reply candidates; send stays manual. Project guide. - Jev Chess -
Open source·Free·BYOK. Watch TypeSafe Jev play chess vs OpenRouter LLMs, Stockfish, or you—with live probabilities and saved games (hosted demo or local). Try app · Project guide. - Jev Civilization -
Open source·Free source build·BYOK. Strategy game where TypeSafe Jev chooses tribe actions while you reshape the environment. Try app · Project guide. - Jev Column Race -
Open source·Free source build·BYOK. Labels 1,000 app reviews in parallel: TypeSafe Jev typed questions vs Gemini JSON, with free replay (hosted or local). Try app · Project guide. - Jev Decision Lab -
Open source·Free. Browser workbench for designing typed Jev questions, then trying them in the TypeSafe Playground. Try app · Project guide. - Jev Content Guard -
Open source·Free source build·BYOK. Chrome extension that scans web pages for fraud, advertising, AI slop, spam, clickbait, infobusiness, and toxicity using TypeSafe Jev with configurable two-tier thresholds. Try app · Project guide. - Jev demos -
Open source·Free source build·BYOK. Six local side-by-side TypeSafe Jev demos with Claude/Kimi switcher and simulated mode without keys. Project guide. - Jev demos (mani-aiml) -
Open source·Free source build·BYOK. Self-contained Jev/System One demo folders behind Agentic Enterprise videos (distinct from mayank953/Jev). Project guide. - JEV Document Classification -
Open source·Free source build·BYOK. Local-first folder filer: TypeSafe Jev (Vercel AI Gateway) chooses category/confidentiality/injection/subject; audit preview and undo. Project guide. - Jev Fit Scorer -
Open source·Free source build·BYOK. Chromium extension (plus a dependency-free Node CLI) that scores the job posting you have open against your saved resume with one TypeSafe Jev request — fit 0–4 shown out of 10 with confidence, the single strongest factor, and optionally how likely the employer sponsors US visas — with cached results and per-call time and cost. Project guide. - Jev Mail (Gmail extension) -
Open source·Free source build·BYOK. Open-source Chrome/Brave extension that classifies Gmail with TypeSafe Jev — category, priority, important, needs-reply and junk as separate narrow questions — then appliesJev/...labels and previews safe, Trash-only cleanup with Undo; runs in the browser with your TypeSafe or OpenRouter key. Project guide. - Jev Slop Detector -
Source available·Free source build·BYOK. Unofficial Chrome extension (with a local Node relay holding your key) that labels posts on your X feed with a TypeSafe Jev classification probability such as● Slop | 83%; it never hides or edits posts. The repo also holds SylphAI's class material for teaching Jev and the demo-recording scripts. Project guide. - Jev Soundboard -
Open source·Free source build·BYOK. Live AI soundboard that listens to a call (FaceTime, Zoom, Meet, Discord or a stream), transcribes it and lets TypeSafe Jev decide whether to react and which clip to play within about a second; 15 built-in synthesized sounds, local control panel and an optional Discord bot. Project guide. - Jev Studio (CarlosGuedea) -
Source available·Free source build·BYOK. Spanish-language visual editor (React Flow + FastAPI) for building and running AI workflows where aJev Decisionnode is the decision engine next to LLM, Python, HTTP, Condition and Output nodes; real backend execution with graph validation, decision branches and step logs, webhook / interval / cron triggers and SQLite history. Distinct from the listed Jev Studio CLI/MCP kit. Project guide. - jev-crypto-scout -
Open source·Free source build·BYOK. Crypto screening: code owns CoinGecko signals; TypeSafe Jev judges news (not a trading bot). Project guide. - jev-email-classifier -
Open source·Free source build·BYOK. Chrome MV3 extension that classifies Gmail rows with TypeSafe Jev (Choice/Score/Noul); metadata-only, BYOK. Project guide. - jev-minecraft -
Open source·Free·BYOK. Runnable demo (Chinese docs) in an open-source Minecraft-compatible world: each step sends the bot's position, inventory, nearby blocks, task progress and available options to TypeSafe Jev, Jev picks the next action, Mineflayer executes it and the real world is checked; tasks range from collecting logs and building a pillar to a 90-block camp, and you can join the same world from a browser player page. Project guide. - JevDash -
Open source·Free source build·BYOK. Clean-room 2D platformer bench for TypeSafe Jev real-time control at 60 FPS. Project guide. - jevelry -
Open source·Free source build·BYOK. Terminal app to make and track decisions with TypeSafe Jev (jevels). Project guide. - Jev Focus (MateusRogien) -
Open source·Free source build·BYOK. Chrome extension: keep YouTube for focus music/learning while TypeSafe Jev hides the rest (distinct from Focus / jev-focus-guard). Project guide. - Jev Focus Guard -
Open source·Free source build·BYOK. Chrome MV3 extension: TypeSafe Jev classifies DOM candidates as ads/distractions and hides them (metadata-only state). Project guide. - Jev for Chrome -
Open source·Free source build·BYOK. Chrome extension that drives your current tab with TypeSafe Jev (community port of jev-ultrafast); separate text model for typing. Project guide. - Jev for Gmail -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev priority badges on Gmail Primary with local redaction and patient-mail locks (no Gmail writes). Project guide. - Jev Form Fill -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev proposes form field fills from clipboard text with review, readback, and undo (MIT). Project guide. - Jev Fraud Shield -
Open source·Free source build·BYOK. Explainable card-fraud triage demo/library: per-factor TypeSafe Jev judgments with a self-hosted dashboard (honest about prior failed iterations). Project guide. - Jev FSD -
Open source·Free source build·BYOK. OSM driving sim where TypeSafe Jev picks maneuvers; decision inspector + benchmark (demo only, not real AV). Project guide. - Jev Grand Prix -
Open source·Free source build·BYOK. Local F1 race: TypeSafe Jev picks line and pedals; code steers and plans next laps. Project guide. - Jev Guess Who -
Open source·Free source build·BYOK. Server-authoritative Guess Who vs TypeSafe Jev with 24 SVG portraits and analytics. Project guide. - Jev Inbox -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev (or Vercel AI Gateway) ranks unread Gmail by criticality/urgency and your labels (list metadata only). Project guide. - Jev Inbox Queue -
Open source·Free source build·BYOK. Local inbox action queue: seven parallel TypeSafe Jev questions per thread; Python policy owns To do / Check / Filtered. Project guide. - Jev Investment Forecast -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev forecasts investment potential across 27 page categories plus amount/duration choices. Try app · Project guide. - Jev Kitchen -
Closed source·Free. Web demo: TypeSafe Jev judges which sticker ingredients belong to a named dish or cocktail (issue #399). Try app · Project guide. - Jev Lab (BrendanH18) -
Open source·Free source build·BYOK. Local interactive workbench with demos for TypeSafe Jev System One (distinct from jammaru/jev-lab). Project guide. - jev-leads -
Open source·Free source build·BYOK. Inbound lead qualification via OpenRouter Jev-1.13 with SQLite zero-loss buffer and Airtable CRM sync (MIT; distinct from Airtale). Project guide. - Jev Mail Classifier -
Open source·Free source build·BYOK. Classifies IMAP inbox messages with Jev category judgments, then tags, moves, flags, or notifies from a local Textual TUI and CLI. Project guide. - Jev Moderation Bot -
Source unverified·Pricing unverified·BYOK. Self-hosted Discord bot using Jev message classifications for automatic deletion, escalating timeouts and moderator-requested activity profiles. Project guide. - Jev Personal Radar -
Source unverified·Free source build·BYOK. Daily GitHub/HN radar: TypeSafe Jev ranks public candidates into private Issues; MiniMax explains winners (no LICENSE at tip). Project guide. - Jev plays chess -
Open source·Free·BYOK. Watch TypeSafe Jev play Maia-3 on an Elo ladder (facts-only Choice moves; GPL-2.0-or-later; deployed site AGPL via Maia). Project guide. - Jev Quiz Pilot -
Open source·Free source build·BYOK. Python CLI that lets TypeSafe Jev navigate web quizzes in Chrome and logs every pick for measurement. Project guide. - Jev Radar -
Open source·Free source build·BYOK. Local research workspace where Jev steers investigation over public sources with inspectable decisions and optional text-model drafting. Project guide. - Jev Review (Gmail) -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev grades Gmail replies live while you write (distinct from other jev-review tools). Project guide. - Jev Search -
Open source·Pricing unverified·BYOK. Selects search sources and filters, then ranks retrieved links using Jev and Search1API. Try app · Project guide. - Jev Sheets -
Open source·Free source build·BYOK. OpenHarness desktop sheet pane: TypeSafe Jev answers typed column questions per row (Question Lab wording trials; BYOK or offline practice). Product · Project guide. - Jev Slop Guard -
Open source·Free source build·BYOK. Chrome extension: TypeSafe Jev scores/stamps AI slop on X and LinkedIn feeds as you scroll. Project guide. - Jev Social -
Open source·Free source build·BYOK. Local UI/CLI where Jev, through OpenRouter or an explicit loopback System One-compatible provider, chooses read-only Instagram/TikTok/LinkedIn research ops executed by socai in Chrome. Project guide. - Jev Songwriter -
Open source·Free·BYOK. Code enumerates legal musical options; TypeSafe Jev picks mode/tempo/form/chords/notes with replayable demos. Try app · Project guide. - Jev Town -
Open source·Free source build·BYOK. Browser AI-town where TypeSafe Jev chooses each agent's structured actions and an LLM handles dialogue/memory. Project guide. - Jev Trip -
Open source·Free source build·BYOK. Local day-trip planner: TypeSafe Jev screens candidates and reviews while an LLM drafts; offline replay demo. Project guide. - Jev Tweet Radar -
Open source·Free source build·BYOK. Chrome (and iOS Safari Web Extension) scores each X post with one TypeSafe Jev call—engage/buzz/spam/AI-ish—and optional fade filters. Project guide. - Jev Voice -
Open source·Free source build·BYOK. Hands-free macOS voice assistant: local whisper.cpp plus one Jev call per command to select typed actions and arguments. Project guide. - Jev Voice (CUA) -
Source available·Free source build·BYOK. Native macOS floating bar: continuous voice/text; Jev picks live Accessibility actions in an observe–act–verify loop (no LLM planner). Unlicensed public source. Project guide. - Jev × WebMCP -
Open source·Free source build·BYOK. Chrome side panel that selects and populates page WebMCP tool calls with TypeSafe Jev from keystrokes (Chrome 149+ / WebMCP; BYOK; load unpacked). Project guide. - jev-demofast -
Open source·Free source build·BYOK. One sentence in, a narrated product demo out: TypeSafe Jev drives your real product in a browser (optional source-built screen map). Try demos · Project guide. - jev-desktop -
Open source·Free source build·BYOK. Windows desktop agent: UI Automation observes controls, TypeSafe Jev chooses the next action, and a small LLM types text when needed (jevd). Project guide. - jev-ercot -
Open source·Free source build·BYOK. Texas retail electric plan shopper over the Power to Choose corpus: TypeSafe Jev classifies Electricity Facts Label spans; Next.js ranks plans by projected 12-month cost. Project guide. - jev-gmail-filter -
Open source·Free source build·BYOK. Local Gmail topic filter UI: plain-English topics judged via jevfilter + TypeSafe Jev; OAuth and data stay on your machine. Project guide. - jev-mail (vynnlee) -
Open source·Free source build·BYOK. Autonomous Gmail zero-inbox triage powered by TypeSafe Jev System One (config-driven). Project guide. - Jev-Mod (undeemed) -
Open source·Free source build·BYOK. Discord moderation bot powered by TypeSafe Jev rules: hosted dashboard or self-host on Cloudflare/Docker with your own API key. Project guide. - jev-x-filter -
Open source·Free source build·BYOK. Chrome MV3: TypeSafe Jev filters X timeline spam with dry-run mute/block defaults. Project guide. - Jev/ui (jev-genui) -
Source available·Free source build·BYOK. Generative UI sandbox: TypeSafe Jev walks a UI grammar; React renders live. Project guide. - Jevatar -
Open source·Free source build·BYOK. Local face-only companion: TypeSafe Jev chooses one of 16 moods; blobatar morphs the face (no text replies). Project guide. - jevbar -
Open source·Free source build·BYOK. NL query box that composes typed UI screens (forms/confirmations/rankings) via TypeSafe Jev. Project guide. - JevBystander -
Open source·Free source build·BYOK. Android Accessibility WeChat reader: TypeSafe Jev Toast judgments only (no reply text/send). Project guide. - Jevcast -
Open source·Free source build·BYOK. Native macOS launcher/window manager with optional TypeSafe Jev natural-language action matching. Product · Project guide. - JevEye -
Open source·Free source build·BYOK. Browser vision probes report calibrated facts; TypeSafe Jev plans probes and judges the text fact sheet (never pixels). Project guide. - Jevfill -
Open source·Free source build·BYOK. Chrome extension that autofills forms from unstructured notes with TypeSafe Jev field matching (skips password/payment). Distinct from Smart Paste. Project guide. - Jevflix -
Open source·Free source build·BYOK. Hybrid FAISS+BM25 movie shortlist; TypeSafe Jev parses constraints and picks one film with a confidence gate. Project guide. - JevGuide -
Open source·Free source build·BYOK. Android WeChat relationship assistant: TypeSafe Jev judges affinity/intent; chat model drafts three overlay replies (never auto-sends). Product page · Project guide. - JevIntent -
Open source·Free source build·BYOK. FkWeChat WeChat plugin: TypeSafe Jev judges intent/emotion/stance on long-press (no reply text/send). Project guide. - Jevline -
Source available·Free·BYOK. Incident-timeline proof of concept for security analysts: start from one confirmed-malicious process and Jev scores, process by process, which other activity belongs to the same incident, producing a reviewable timeline (web portal, local portal or CLI). Project guide. - Jevmail -
Open source·Free source build·BYOK. Local read-only Gmail triage into Needs reply/Updates/Promos/Sales/Spam with TypeSafe Jev over the Vercel AI Gateway. Project guide. - jevmdb -
Open source·Free source build·BYOK. Find similar movies with TypeSafe Jev over IMDb/TMDB/Wikidata metadata and where-to-watch links. Project guide. - Jevmeter -
Open source·Free source build·BYOK. Renders video captions, gauges and highlights from Jev judgments about transcript sentences; these judgments are not fact-checks. Project guide. - JevPaste -
Open source·Free source build·BYOK. macOS menu bar Smart Paste: TypeSafe Jev selects an exact clipboard/profile value for the focused field. Project guide. - JevPDF -
Open source·Free·BYOK. Ask a PDF in your own words; TypeSafe Jev answers one yes/no question per extracted line and matching lines highlight in the browser. Try app · Project guide. - Jevry -
Open source·Free source build·BYOK. Desktop browser agent: TypeSafe Jev chooses the next executable page action; a separate text/vision model plans. Project guide. - JevSlop -
Open source·Free source build·BYOK. Scores note articles for AI-slop writing patterns with TypeSafe Jev (BYOK). Try app · Project guide. - JevTRPG -
Open source·Free·BYOK. Paste a résumé or backstory and get a 1920s TRPG investigator sheet judged by TypeSafe Jev (free live site; nothing stored). Try app · Project guide. - jevx -
Open source·Free source build·BYOK. Chrome/Firefox extension: find relevant X posts and score drafts with TypeSafe Jev (BYOK; no backend). Project guide. - JevZero -
Open source·Free source build·BYOK. Local Gmail triage with TypeSafe Jev: review proposed labels, apply with receipts, and undo. Project guide. - Keel -
Open source·Free source build·BYOK. Local-first macOS coding workspace: local Laya selector by default, optional hosted TypeSafe Jev route selection. Project guide. - keyed james bible -
Open source·Free source build·BYOK. Turns a question into a span of King James Version verses by keying it through TypeSafe Jev choice requests (book and extent → chapter → verse) and clipping the passage verbatim from a local KJV corpus; nothing is generated, and the author documents measured Jev quirks. Project guide. - Laser (Omarchy focus mode) -
Open source·Free·BYOK. AI focus mode for Omarchy / Hyprland on Linux: you declare a task, and Laser judges each screen against it with TypeSafe Jev (about half a second per check), escalating from a red dot to a nudge, a red screen edge and a haze over the distracting window; screenshots are OCR'd on device and only text (per privacy level) is sent. Project guide. - LinkedIn Slop Filter -
Open source·Free source build·BYOK. Chrome extension + local proxy: TypeSafe Jev stamps LinkedIn posts Bait/Corp/Brag/Slop (distinct from Slop Mop). Project guide. - LinkScout -
Open source·Free source build·BYOK. Browser extension plus your own Cloudflare Worker that scores Google, Bing and DuckDuckGo results before you click: pages are fetched as Markdown and TypeSafe Jev judges relevance, depth, SEO spam and category and picks a key passage. Project guide. - Liuyao -
Source available·Free source build·BYOK. Chinese-style I Ching (六爻) site with programmatic casting plus TypeSafe Jev semantic judgment (sixyao.app; non-commercial source). Project guide. - Live Jev -
Open source·Free source build·BYOK. Early macOS Ableton Live controller: hotkey bar + TypeSafe Jev picks typed mixer/device actions from short EN/JP phrases. Project guide. - Mac Voice Control -
Open source·Free source build·BYOK. Hands-free macOS control by voice: Deepgram or local Whisper speech-to-text, typed action routing by Jev (typesafe/jevthrough Command Code's provider API) or an LLM over a closed action set, and AppleScript/Accessibility execution; open apps, drive browser tabs and dictate code into IntelliJ or VS Code. Project guide. - macbrow -
Open source·Free source build·BYOK. Experimental macOS voice assistant using Jev to route commands to AppleScript tools and Chrome browser tasks. Project guide. - Mailroom -
Open source·Free source build·BYOK. Gmail sorter with readable rules plus TypeSafe Jev typed judgments, receipts, and undo. Project guide. - Masroufi -
Source available·Free source build·BYOK. Gaza household expense tracker: TypeSafe Jev classifies statement notes with confidence and human review. Project guide. - meeting-ledger -
Open source·Free source build·BYOK. Terminal app that keeps meetings on the record: Claude extracts decisions, action items, promises and open questions with cited transcript lines, a System One model (TypeSafe Jev or local Kev) checks proposed status changes across meetings, and anything the two disagree on waits for your review; stale promises are flagged. Project guide. - Meraline -
Open source·Free·BYOK. Mac ⌥Space assistant for any app with a Decision mode: ask yes/no, choice or level questions about selected text and get Jev (direct or via OpenRouter) or local decision-model answers with how sure they are. Project guide. - Mobile Agent (KYRIE66nb) -
Open source·Free·BYOK. Open-source on-device Android AI agent (Chinese/English) that sees and taps the screen, with an optional dedicated decision backend — TypeSafe Jev or self-hosted Laya over/v1/systemone— for safety-gate verdicts and low-risk navigation choices; off by default, SHADOW/ENFORCE modes, explicit consent. Project guide. - Model vs Market -
Open source·Free·BYOK. Web app where three decision models — OpenAI Decisions, TypeSafe Jev and Cloudflare Clef — read recent news (never the odds), put a probability on Polymarket and Kalshi questions, and are compared with live market prices, with a replay of how each model changed its mind article by article. Project guide. - Modex -
Open source·Free source build·BYOK. TypeSafeAI open Codex-style desktop agent; optional Jev Auto routing for model/effort. Project guide. - Notiq -
Source available·Free source build·BYOK. Android notification filter: natural-language rules + TypeSafe Jev/FastJev keep/filter Choice (no LICENSE file). Project guide. - Notra -
Open source·Commercial·Paid. Uses Jev judgments within a broader application for tracking brand mentions and placement in AI answers. Product · Pricing · Project guide. - Omarchy Mail -
Open source·Free source build·BYOK. Terminal Gmail client for Omarchy; TypeSafe Jev files inbox into labels. Project guide. - omarchy-mouse-sacrifice -
Open source·Free source build·BYOK. Omarchy (Hyprland) plugin: move the pointer into the bottom-right corner and a card offers up to five keyboard shortcuts that fit what is on screen, ranked by TypeSafe Jev from a list built in code (focused app, workspace windows, bar widgets, recent use, your real Hyprland binds and press counts); no screenshots or typed text are sent. Project guide. - open-annie -
Open source·Free source build·BYOK. Voice-driven 3D character in the browser: GPT-Live-1 talks with you over WebRTC while TypeSafe Jev reads the live transcript and picks every face, gesture and dance (51 decisions at p50 118 ms and $0.0026 of Jev in the recorded session); lip-sync and rendering run in the browser behind a thin broker on fal serverless. Project guide. - Orbs -
Open source·Free source build·BYOK. Self-hosted multi-bot chat: rooms hold people and bots,@mentionswake a bot, and with no mention TypeSafe Jev scores which bot should answer; a daemon on your machine runs each bot turn through your own Pi agent. Project guide. - Orphaned Films -
Open source·Free. Free movie browser and player for public-domain films on archive.org (orphanedfilms.com) where Jev decided offline which TMDB film each upload really is and which films lead each collection shelf. Project guide. - PageGrade -
Open source·Free source build·BYOK. Chrome extension that grades page sections for clarity, writing, and on-page SEO with TypeSafe Jev via Vercel AI Gateway. Project guide. - Paper Radar -
Open source·Free source build·BYOK. Daily arXiv radar: TypeSafe Jev judges new papers against plain-English interests; GitHub Pages + RSS digests. Project guide. - Pastewise -
Source unverified·Free·BYOK. One paste box morphs into JSON/JWT/cron/stack/color tools; TypeSafe Jev classifies ambiguous pastes (offline heuristic by default; live demo). Try app · Project guide. - patrol-jev -
Open source·Free source build·BYOK. Photo-to-patrol-log web app: OpenAI describes photos; TypeSafe Jev classifies the write-up. Project guide. - PetPaw -
Source available·Free·BYOK. Desktop pet companion for Apple Silicon Macs (SwiftUI, SceneKit, AVAudioEngine) with imported characters, voice and lip-sync: interaction reactions and poses are chosen by Cloud JEV (typesafe-ai/jev) or a Local Open-Jev mode that runs a 2B Open-Jev checkpoint ported to Swift/MLX on device, while Apple Foundation Models write moods and speech bubbles. Project guide. - pitwall -
Open source·Free·BYOK. Native terminal multiplexer for coding agents (live status, persistent sessions, tabs/panes) that can connect TypeSafe Jev (pitwall jev login) to answer quick questions about your agents: is this permission request safe, how urgent is this pane, has a hook-less agent finished, does this turn need review. Project guide. - Plasis -
Open source·Free source build·BYOK. One text box that turns what you type into the right UI card (event, reminder, issue, checklist, bill split and more): one TypeSafe Jev call answers 15 typed intent questions in parallel while a deterministic parser reads dates and amounts; a free offline keyword classifier is the default, with measured agreement against Jev. Project guide. - Polymorph -
Open source·Free source build·BYOK. Chrome extension that collapses posts matching English rules judged by TypeSafe Jev via OpenRouter Decisions; replace with your media or restore. Project guide. - Preguntale a Jev -
Source unverified·Free·BYOK. No-login yes/no chat: TypeSafe Jev Choice probabilities via Vercel AI Gateway (Spanish UI). Try app · Project guide. - pulp -
Open source·Free source build·BYOK. Personal macOS pipeline that turns Safari iCloud tabs into clean EPUBs for an e-ink reader (OPDS catalog, KOReader sync, optional reMarkable push); optional--smarttriage asks TypeSafe Jev whether each tab the denylist kept is worth reading. Project guide. - Qoresence -
Open source·Free·BYOK. Local-first Windows 'gaming streaming observatory' for PS5 + capture card + DualSense (Madden 27 / College Football): HDMI video, controller HID and game situation become one causal event bus surfaced through overlays, clips and a pull-only AgentGlass/MCP; with opt-in TypeSafe Jev, typed score-plausibility and ticket checks keep the board dark instead of painting an unconfirmed score — Jev never mints score digits. Project guide. - QuantDinger -
Open source·Free source build·BYOK. Self-hosted AI trading OS with optional TypeSafe Jev pre-trade entry gates; hosted app also available. Product · Try app · Project guide. - Quiet X -
Open source·Free source build·BYOK. Open-source Chrome extension that silently hides X ads and posts by account country, language or topic; optional language/topic rules are judged by TypeSafe Jev on the rendered post text through a small local proxy that holds your key. Project guide. - Railroad Route -
Open source·Free source build·BYOK. Mine-cart track puzzle: lay and turn track pieces, then write the cart a one-sentence note; TypeSafe Jev-operated switches read the sentence and decide which way to send it, and each level forbids the obvious words, so you must describe the goal indirectly (English or Portuguese). Project guide. - RefGarden -
Open source·Free source build·BYOK. Local spatial reference gallery where TypeSafe Jev chooses search phrases and highlights Met/NASA/Cosmos/Archive items from text metadata. Project guide. - Refix -
Closed source·Paid·Commercial. Growth: AI that helps your product grow faster on autopilot by running product experiments, SEO, content, and ads. Project guide. - Regret Check -
Open source·Free source build·BYOK. Chrome extension that pauses regret-prone clicks scored by TypeSafe Jev via a local OpenRouter-backed server. Project guide. - Resurface -
Open source·Free source build·BYOK. Resume screening: LLM writes questions; TypeSafe Jev System One classifies answers. Project guide. - RimWorld Autopilot -
Open source·Free. Experimental autonomous colony manager for RimWorld 1.6 on Windows: Laya — the open, Jev-compatible System One decision model — runs locally, reads the map through a bundled RIMAPI mod, picks what matters next and issues real in-game orders (food, building, work, trade, caravans, raids), with a desktop app to watch its reasoning and change priorities. Project guide. - say-hi -
Open source·Free source build·BYOK. Fun experiment: TypeSafe Jev types chat replies one keystroke at a time (chooser-as-chat). Project guide. - ScamCheck -
Open source·Free source build·BYOK. Paste a suspicious message and get a scam verdict and risk score: one TypeSafe Jev call answers about eleven typed questions, and code can only raise the risk. Project guide. - ScrollPatrol -
Open source·Free source build·BYOK. Chrome extension that mutes feed posts by meaning with TypeSafe Jev Noul rules (LinkedIn/Reddit/HN + short-video beta). Project guide. - Shapeshift -
Open source·Free·BYOK. One text box morphs into the right UI via TypeSafe Jev intent (offline keyword classifier by default; live demo). Try app · Project guide. - Should I Jev? -
Open source·Free·BYOK. Describe a feature; get a verdict on code vs TypeSafe Jev vs LLM/ML (nineteen parallel Jev questions). Try app · Project guide. - SignalLens -
Open source·Free source build·BYOK. Local-first chat signal analyzer (Windows portable): redacts on-device, then TypeSafe Jev judges emotion/intent/engagement. Project guide. - SiteClarity -
Open source·Free·BYOK. Evidence-backed AI answer-readiness page audit with TypeSafe Jev quote-backed findings (hosted demo + MIT source). Project guide. - Skipto -
Open source·Free source build·BYOK. Chrome extension that answers a question about a YouTube video by asking TypeSafe Jev a Choice over ~30-second transcript windows plus a yes/no “is it covered at all?” check, then highlights the progress bar and jumps to the best moment. Project guide. - Slop Mop -
Open source·Free·BYOK. Chrome extension that judges LinkedIn post writing with TypeSafe Jev (not an AI detector); free hosted use with daily check limits, or self-host MIT with your own key. Try app · Project guide. - Smart Paste -
Open source·Free source build·BYOK. Experimental Chrome extension that uses Jev to select and verify exact source text for web form fields, with paste and undo. Project guide. - Snake × Jev -
Source available·Free source build·BYOK. Browser Snake played by TypeSafe Jev with a live panel of every call — the state sent, the one choice question asked and Jev's probabilities; code only describes what the snake sees and where the food is, shuffles option order each turn and never overrides Jev's move. Distinct from the listed jev plays snake. Project guide. - Soter -
Open source·Free source build·BYOK. Discord moderation bot: TypeSafe Jev (OpenRouter) scores hate/spam; code deletes, flags, and can timeout. Project guide. - Sponsor Skip -
Source unverified·Pricing unverified·BYOK. Locates YouTube sponsor reads with Jev-selected transcript boundaries and optional Deepgram audio analysis, with playback skipping. Project guide. - Surge Desk -
Source available·Free·BYOK. Hackathon demo for 911 surges: each call transcript (multilingual, with location) gets six typed TypeSafe Jev questions in one request — same emergency as an open incident?, what the call adds, severity, life threat — so code can merge duplicates, keep new life-safety facts, split hidden emergencies and rank P1–P4, asking the supervisor when Jev is under 70% sure; nothing is dispatched without human approval. Project guide. - Switchyard -
Open source·Free source build·BYOK. macOS menu-bar Dia/Chrome profile router: TypeSafe Jev chooses the track, then learns local rules. Project guide. - Synax -
Open source·Free·BYOK. Open-source local workspace for coding agents and codebase docs (agent chats, files, diffs, terminal) whose Electron app offers optional Jev-assisted Computer Use: with a TypeSafe key (or OpenRouter), Jev picks bounded semantic actions for the app-hosted Cua Driver instead of the default Direct Cua strategy. Project guide. - Tab Bouncer -
Open source·Free source build·BYOK. Chrome extension that rates open tabs for a typed task with TypeSafe Jev (keep noul + kind choice; batches of 120), then closes mismatches. Distinct from Jev for Chrome. Project guide. - TabTidy -
Open source·Free source build·BYOK. Chrome MV3 extension that filters tabs locally (active, pinned, audible, downloading stay), then sends one Jev request with a KEEP / CLOSE / UNCERTAIN choice question per remaining tab; it closes only what you confirm (one-click undo through Chrome sessions) and turns your corrections into domain rules that override Jev next time. Project guide. - talktojev (Jev Prime) -
Open source·Free·BYOK. Generation-as-classification web chat: TypeSafe Jev chooses every word via OpenRouter Decisions (no LLM). Try app · Project guide. - Tavli -
Open source·Free source build·BYOK. Greek backgammon (Portes) played against TypeSafe Jev via OpenRouter, with a typed-decision tutorial. Project guide. - Tessmora (MMA-RAG) -
Source available·Free source build·BYOK. Tessmora (Chinese docs): self-hosted omni-modal agentic retrieval platform for documents, images, audio and video, with opt-in TypeSafe Jev semantic judgment for a simple-question intent fast path, choice reranking and citation-support diagnostics. Project guide. - tg-crush -
Open source·Free source build·BYOK. Local real-time Telegram coach: TypeSafe Jev scores drafts and partner messages before you send (BYOK). Project guide. - TG-Spam -
Open source·Free source build·BYOK. Self-hosted Telegram anti-spam bot and Go library (maintained since 2023); its optional Jev provider asks one typed spam question (plus an optional gibberish question) and thresholds the returned probability. Project guide. - TipTour -
Open source·Free source build·BYOK. macOS menu bar app that uses Jev to select desktop click targets from typed requests, alongside a separate Gemini voice mode. Project guide. - ToS Watch -
Open source·Free source build·BYOK. Email alerts on material ToS/privacy changes via Open Terms Archive + TypeSafe Jev (tos.watch). Project guide. - Transcript Lens -
Open source·Free source build·BYOK. Next.js (Türkçe UI) YouTube transcript explorer: TypeSafe Jev classifies blocks for kind/value/signals without rewriting text. Project guide. - TypeSafe Fun AdBlocker -
Open source·Free source build·BYOK. Experimental Chrome extension that asks Jev whether heuristically selected DOM elements are ads, then removes or highlights matches. Project guide. - Unclutter -
Open source·Free source build·BYOK. Classifies page clutter with Jev and saves reversible hiding rules for similar pages, with manual analysis by default. Project guide. - undertone -
Source available·Free source build·BYOK. Text box that reads draft tone with TypeSafe Jev before you send (hosted demo + source; no LICENSE file). Project guide. - Varina -
Source available·Free source build·BYOK. Chinese-language multi-seat AI design-exploration workbench (local web UI + CLI) where an optional TypeSafe Jev post-gate decides START or ASK — whether a finished answer merits deeper multi-seat exploration — before any extra model spend; Jev never writes answers. Project guide. - Vibe Check for X -
Source unverified·Pricing unverified·BYOK. Chrome extension that uses Jev to score draft X posts and display a verdict, with optional OpenAI media descriptions. Project guide. - Vicaura -
Closed source·Pricing unverified. Hosted product-to-markdown tool: extract features, ICP, messaging, and pricing strategy into md for coding agents (vendor: powered by Jev). Project guide. - Warren Duffer -
Open source·Free source build·BYOK. Intraday Nifty-50 trading bot where TypeSafe Jev ranks names and code sizes/stops live broker orders (experimental; real-money risk). Project guide. - Watermelon -
Open source·Free source build·BYOK. Status-update honesty auditor: TypeSafe Jev judges language while code parses slip signals; live demo available. Try app · Project guide. - Xtags -
Open source·Free source build·BYOK. Chrome extension/userscript that tags X posts with TypeSafe Jev intent and risk signals for personal local browsing. Project guide. Applications with a user-facing workflow powered in part or entirely by Jev. The full app directory shows platforms, access requirements, and Jev's specific role. Tags distinguish source access from pricing; commercial and closed-source apps can qualify. Makers are welcome to submit their own apps.
Developer projects and integrations
- A Decision Model as a World Model - Code, data, run logs and manuscript for a KIIS 2026 Fall Conference paper testing whether a frozen TypeSafe Jev decision model can serve as an LLM agent's world model in TextWorld, against zero-shot and LoRA-tuned Qwen3-4B in decision-style and generative set-ups; the author reports Jev near the oracle on task success without task training. English and Korean docs. Project guide.
- Abide - Enforce AGENTS.md/CLAUDE.md rules on every coding-agent edit/turn with TypeSafe Jev (or Vercel AI Gateway) per-rule probabilities on diffs. Project guide.
- adecider - Typed System One decisions for coding agents: one call, many Noul/Choice/Score questions, pluggable local Laya / TypeSafe Jev / OpenAI-compatible backends. Project guide.
- adk-go-typesafe - TypeSafe System One Go client and Google ADK-Go function tool (OpenAPI-generated types; Apache-2.0). Project guide.
- Advocaat - TypeScript
askclient that batches typed Jev choice, score, and yes/no questions about structured data, with optional Vercel AI Gateway support. Project guide. - Agent Router - Quota-aware Herdr launcher that uses TypeSafe System One (Jev) to pick Cursor/Claude Code/Codex/OpenCode model and effort after local eligibility rules. Project guide.
- Agent Seek - Cheap web recall for agents: You.com discover plus TypeSafe Jev cascade ranking (REST/MCP/UI); does not write answers. Project guide.
- Agent Stack - Local multi-agent software team stack where TypeSafe Jev makes small typed merge/assignment decisions (no root LICENSE at tip). Project guide.
- agent-chaperone - Calibrated firewall for agent tool calls: MCP proxy plus hooks adapter; TypeSafe Jev screening with shadow mode and a local judgment log. Project guide.
- agent-desktop - Rust macOS accessibility CLI for desktop computer use; optional jev-desktop skill/scripts use TypeSafe Jev for target/command choice without putting the a11y tree in agent context (BYOK). Project guide.
- agent-evals - Deterministic LLM-agent eval harness with optional calibrated TypeSafe Jev judge for CI deploy gates. Project guide.
- agent-fastpath - MCP decision layer for coding agents: deterministic rules then TypeSafe Jev ship/risk/triage/browser tools. Project guide.
- agent-tree - Claude Code plugin that only watches: optional bottom HUD lines merged into your status line plus an on-demand
/agent-treepane showing the main agent and subagents, and — when you opt in — TypeSafe Jev reading a small session summary to draw four advisory flags (looping, stuck, fan-out wide, near done) and a health score. Project guide. - AgentRun - Workflow language for the agents you already run: define repeatable steps, let TypeSafe Jev make focused typed checks (
@parcha/agentrun-jev), and call an agent only when work needs investigation. Project guide. - agy-jevgate - Fail-closed Antigravity
PreToolUsehook for shell commands using TypeSafe Jev risk scores. Project guide. - ajevt-browser - Bounded TypeSafe Jev browser tool for Pi, OpenCode V2, Amp, and MCP powered by agent-browser (AGPL-3.0). Project guide.
- Albanian sentiment analysis with Jev - Reproducible study classifying Albanian COVID-19 Facebook comments (AlbAna, three-annotator labels) with TypeSafe Jev and no training, re-running the 20 classifiers of Kastrati et al. (2021) on the paper's own test split; maintainer reports Jev at 75.71 weighted F1 vs 72.08 for mBERT, with paired-bootstrap intervals. Project guide.
- AlphaOptimizer - Compact large Codex/tool outputs locally; optional TypeSafe Jev ranks relevant chunks (BYOK). Project guide.
- AnchorLint - Audits internal links in built HTML sites with deterministic checks plus optional TypeSafe Jev promise/relevance judgments. Project guide.
- android-jev (FZ2000) - MCP server/skill: drive an Android phone over adb with TypeSafe Jev choosing each next action (distinct from listed jev-android / jevdevice). Project guide.
- anofox-decide - DuckDB extension: NL predicates and answer sets via TypeSafe Jev or local open System One–compatible models (remote opt-in). Project guide.
- AnyJev (Nokia Applied Research) - Turn open LLMs into Jev-style typed decisions with probabilities (L0–L2); independent of official Jev / TypeSafe hosted API. Project guide.
- arxiv-relevance-watch - Zero-dependency Node CLI that screens arXiv for one research topic and ranks papers with five typed questions to a System One decision model (Jev via OpenRouter, TypeSafe or a local
/v1/systemone), with no generative model anywhere and a second stage for reading survivors against your open items. Project guide. - ask-jev (Aether-254) - MCP + Codex/Claude plugin for TypeSafe Jev evaluate/batch/ping (Choice/Score/Noul). Project guide.
- ask-jev-skill - Hermes skill that asks TypeSafe Jev for typed Choice/Score/Noul tiebreaks when paths remain plausible. Project guide.
- ask-jev-skill (DiegoSalazar) - Claude Code skill plus a dependency-free Bun
jevCLI (yes,pick,rate,rank,triage) that lets Claude offload cheap, repetitive judgments to TypeSafe Jev — which files to read, whether command output means pass or fail, which skill fits, filtering and ranking — so raw content stays out of Claude's context. Project guide. - askif - TypeScript toolkit for typed branching on Jev answers —
ask.if(…).elseif(),ask.switch,ask.scoreand.unsure()bands — with a provider-neutralBackendcontract, a mock backend for tests, and@askif/jevas the TypeSafe Jev bundle. Project guide. - askjev - Unofficial MCP server for TypeSafe Jev (local stdio or hosted Worker): agents get calibrated Noul/Choice/Score answers over held context. Project guide.
- assay - Local open take on System One/Jev: typed answers with calibrated confidence from a small laptop model (stdlib Python). Project guide.
- Astra-Ares - Adaptive GPT-6 Astra reasoning-effort selection during Codex tasks via TypeSafe Jev (experimental patched Codex CLI). Project guide.
- astrbot_plugin_smart_wake - Chinese AstrBot plugin that lets a group-chat bot join conversations without being @-mentioned: topic keywords trigger a weighted dice roll, then TypeSafe Jev judges reply value × naturalness × heat × energy before waking the bot; Jev also debounces when a conversation ends and confirms 'please be quiet' requests to enter a muted state, with the last 200 decisions in the dashboard. Project guide.
- atoma - Agent coordination platform (hosted atoma.run or self-hosted, AGPL-3.0) that turns a request into checked work; TypeSafe Jev takes bounded decisions such as which agent or recipe takes a task and whether a plan is approved. Project guide.
- auth-audit-jev - Observation-only Python EventPlugin: TypeSafe Jev audits allowlisted OAuth/IAM authn/authz events and emits advisory alerts (never enforces). Project guide.
- Auto TLDR - Claude Code mod that follows a detailed answer with a self-contained TLDR request in the same conversation (handy with per-reply Read aloud); optional Jev filtering asks TypeSafe for the probability that a summary would materially help and submits only at 0.7 or higher, sending the completed answer only. Project guide.
- AutoJev - Desktop local model-router gateway for Codex/Claude Code/Hermes; optional OpenRouter Jev decision routing with local fallback (AGPL-3.0-only). Project guide.
- Auto Mode for Paseo - Paseo plugin: TypeSafe Jev (default) or local Laya selects Codex model, effort, mode, and speed per turn. Project guide.
- autoloop - Config-driven GitHub issue → triage → implement → review → PR pipeline for coding agents, with an experimental, off-by-default Jev shadow mode (
typesafe/jev-1.13via OpenRouter) that evaluates triage and auto-merge decision points alongside the pipeline and only logs. Project guide. - AutoRouter (claude-autorouter) - Independent local gateway that routes each Claude Code request across Haiku, Sonnet and Opus after an evaluator rates it — a local Ollama
/v1/systemonemodel by default, or hosted TypeSafe Jev with--evaluator jev— checking model compatibility and context capacity first. Project guide. - Backdrop AI Provider TypeSafe AI - Backdrop CMS AI module provider for TypeSafe System One decisions and moderation checks. Project guide.
- banterarena-engine - Open Go scoring engine behind Banter Arena: pure-function banter and country scoring, attribution checks, and two-tier reply sentiment where free rules settle obvious replies and an optional TypeSafe Jev adapter judges whether a reply laughs, concedes or calls the joke weak; labelled yardstick in tests. Project guide.
- barmkin-mod - Claude Code mods security layer: secret redaction on every tool call, untrusted-content taint tracking with an injection screen and a Rule-of-Two egress gate, MCP server allowlists and post-write semgrep — with a Jev System One client that asks two noul questions per screened result (does it try to instruct the agent? does it contain credentials?) against an OpenRouter- or TypeSafe-style endpoint you configure, falling back to heuristics with a circuit breaker. Project guide.
- basal - Independent open typed-decision models for Polish and English (basal-1.5 mini 1.5B, 4.5B, max 11B) with an inference engine serving a
/v1/systemone-style API and a public leaderboard that includes hosted Jev 1.13; not affiliated with TypeSafe. Project guide. - beam-cli - AgentBeam local monitoring/safety CLI for coding agents, with optional TypeSafe Jev action judging (disabled by default; AGPL-3.0). Project guide.
- bekko-system-one - Small System One decision models (17M–400M) for Yes/No, Choice, and Score (independent open weights). Project guide.
- bitrate-advisor - Live-stream encoder settings from telemetry/history using TypeSafe Jev (OpenRouter) inside a deterministic safety envelope. Project guide.
- Blackrose - TypeSafe System One decision layer that returns allow/review/block before/after LLM generation. Project guide.
- blink - Bun CLI that searches a codebase with TypeSafe Jev walkers (Choice over directory entries via
@typesafe-ai/sdk); upstream licensing unspecified. Project guide. - Bongard - Encoder-decoder System One model returning calibrated probabilities (not text); independent of TypeSafe-hosted Jev. Project guide.
- BoundedCode - 8 GB GPU coding agent: local generation, required TypeSafe Jev decision plane, and Go-supervisor verification before accept. Project guide.
- Brave Jev MCP - Fork of the Brave Search MCP Server whose
brave_llm_contextresults are screened by TypeSafe Jev against the purpose of the search, removing pages and passages that match keywords without answering the question before they reach the AI. Project guide. - Brier - Local Portuguese-focused typed choice/score/noul decisions in Jev API form (Qwen3-1.7B + LoRA on MLX); independent of hosted TypeSafe Jev. Project guide.
- browser-laya - Runs the open Laya System One decision model entirely in a browser tab (ONNX on WebGPU or WASM): an npm library
@wexare/laya-weband a hosted playground answer typed choice / score / noul questions in the Jev request shape with no server or API key once the ~900 MB weights are cached. Project guide. - btx-skill-jev-judge - Claude Code plugin that hands repeated judgments to TypeSafe Jev from a tested script (redaction, rate limits). Project guide.
- Building with Decision Models - Unofficial agent skill that teaches coding agents to design for decision models (TypeSafe Jev, Cloudflare Clef, pplx-decider, OpenAI Decisions, Databricks
ai_decide, Ollama models and more): typed questions, calibrated confidence, per-provider reference files and a prior-art library of 450+ community projects sorted by pattern. Project guide. - cai - Rust CLI for AI tasks across many providers that adds TypeSafe Jev subcommands (
cai noul,choice,score,jev) for typed questions about text piped on stdin. Project guide. - BrighTO Router - Self-hosted Rust LLM gateway with OpenAI/Anthropic-compatible routes plus System One / Jev / DJEV / Laya decision routing, load balancing, team keys, and usage budgets. Project guide.
- Cairn Jev Lab - Experimental memory-admission lab: TypeSafe Jev judges source-backed proposed memories; policy recommends save/skip/defer with recorded demos. Project guide.
- call-eval - Post-call customer-experience evaluation for contact-centre transcripts: Jev (or an offline rule extractor) pulls typed facts with evidence spans, deterministic code turns them into satisfaction and sentiment scores, and a calibration layer anchors scores to surveys — all on synthetic data with a sealed holdout. Project guide.
- Camunda Jev AI Decision Connector - Camunda 8 connector for TypeSafe Jev: typed noul/choice/score decisions in BPMN over lists of any size. Project guide.
- Can you fool Jev? - 1,000 English trick questions sent as identical
/v1/systemonerequests to Jev, Nimble 9B, tev1 4B and Strands Decider 2B, with the dataset, every request body, per-model answers, a runner for any/v1/systemoneendpoint and a video walkthrough. Project guide. - Candidate Experience Feedback Benchmark - Compare TypeSafe Jev vs LLMs on 60 synthetic candidate-experience reviews (four typed classifications). Project guide.
- Canny - Claude Code/Codex warden: append-only ledger and deterministic done-gate; optional TypeSafe Jev advises but never alone blocks. Project guide.
- Canopy-Jev - Tree-based decision model on Qwen with shared context and isolated branches (independent System One–style research). Project guide.
- CanvasTTY Assistant - CanvasTTY plugin: System One (Jev/Laya/Eikos) command review, launch triage, and orchestrator advice (requires plugin API v2). Project guide.
- Captain Code - One terminal that routes tasks across Claude Code, Codex, Cursor, and opencode models, with an optional Jev decision leg for triage, an action gate, and supervision. Project guide.
- catherd - Herds coding agents from your Claude Code session: Claude plans and verifies, Codex/opencode write code, TypeSafe Jev picks the model. Project guide.
- changelog-bot - AI changelog CLI and GitHub Action with an experimental
--why-engine jev: Jev checks each PR-description candidate for an explicit reason that applies to the change, and the strongest accepted text is quoted without paraphrase. Project guide. - chatwoot-workers - Cloudflare Workers for Chatwoot: Discord relay plus ticket router that triages new tickets with TypeSafe Jev. Project guide.
- Chinese-Jev - Chinese-language System One–style typed-decision training and eval pipeline (CJ-Bench/CJ-Dataset); pretrained weights planned, not bundled (independent of hosted TypeSafe Jev). Project guide.
- chinese-workflow-decision-bench - Feishu-style Chinese message classification bench: 64 frozen scenarios, Choice/four-Noul workflows, published TypeSafe Jev vs Laya results. Project guide.
- Chirp (Tern) - Tiny robot voice for the Tern terminal: when a coding agent finishes or waits for you, Jev reads the end of its last message and answers six typed questions (mood, voice, pitch, pace, energy, and whether you're being asked something), and a small Luau synthesizer turns the probabilities into one short beep; without a key it falls back to a local reading. Inspired by Yohei Nakajima's Beep Jev. Project guide.
- Cite - Elixir library that finds what you describe in a document — failures in a log, hallucinations in a transcript — by gathering candidate passages with fixed rules in code and having a decision model, via the bundled
Cite.Provider.TypeSafe(Jev), judge each one; questions are written in a Spark DSL. Project guide. - classifier.dev - Zero-shot text classification over plain HTTP, a CLI, and MCP: a Cloudflare Worker packs inputs into TypeSafe Jev requests and returns a label with calibrated confidence. Project guide.
- claude-auto-effort - Claude Code mod where TypeSafe Jev rates, in about 200 ms before each turn, how much careful reasoning a prompt needs (0–3) and sets the effort level with smoothing; Claude Code port of pi-auto-effort sharing its questions, policy and settings file. Project guide.
- claude-jev-advisor - Unofficial Claude Code command hooks using TypeSafe Jev: a
contexthelper that suggests/compactor/clearat natural stopping points, and (on Windows) anrmhelper that asks before real files are deleted but lets Jev clear deletes of session-made or git-ignored files; README lists exactly what is sent to Jev. Project guide. - claude-model-guard - Claude Code hooks plus a CLI picker where TypeSafe Jev chooses the model tier (Haiku, Sonnet, Opus or a long-form tier) for every prompt and can block a prompt sent to the wrong model when it confidently disagrees; tier criteria are editable and there are no dependencies beyond Node's
fetch. Project guide. - claude-referee - Claude Code referee/guard plugin that asks TypeSafe Jev before risky tool actions. Project guide.
- claude-risk-router - Risk-aware Claude Code model routing: TypeSafe Jev answers typed risk questions; rules pick Opus/Sonnet/Haiku. Project guide.
- Claude x Jev - Claude Code skill/commands that use TypeSafe Jev on OpenRouter for classify/route/gate so Claude only deep-reads unsure items. Project guide.
- claude-code-jev - Claude Code PreToolUse permission gate: TypeSafe Jev via OpenRouter Decisions classifies allow/block/ask, with fixture latency/cost benchmarks. Project guide.
- claude-jev (darwintechlab) - Claude Code plugin/MCP for live TypeSafe Jev Choice/Noul/Score tools with confidence auto/escalate labels. Project guide.
- claude-jev-funnel - Claude Code plugin + zero-dep CLI: bulk TypeSafe Jev judgments; only the uncertain band goes to Claude/human. Project guide.
- claude-router (alexei-led) - Experimental Claude Code local gateway: TypeSafe Jev picks tier/effort for
jev-routermodel rewrites. Project guide. - Clay JEV People Ranker - Clay CLI people search plus TypeSafe Jev Choice/Noul qualification for semantic role fit (bundled operating-founder example). Project guide.
- clear-head - Claude Code Stop hook that judges answer claims against session tool evidence with TypeSafe Jev. Project guide.
- clef-webcam - Runs Cloudflare's open-weight clef-flash decision model locally on an Apple Silicon Mac and turns live webcam frames into typed decisions (noul / choice / score) using the same question schema as Jev / System One, with Metal kernels that cut a webcam frame with three questions from ~840 ms to ~250 ms on the author's M5 Max. Project guide.
- cleffa - Native C+Metal Apple Silicon engine for Cloudflare Clef/Clef-Flash with Jev/System One request/response API (MIT; independent of Cloudflare). Project guide.
- CLM (Contrastive Language Models) - Independent open System One model (CLM-8B: Qwen3-8B embeddings plus a small contrastive state/action head) served behind a TypeSafe-compatible
POST /v1/systemone, so Jev-style requests replay unchanged; not affiliated with TypeSafe. Project guide. - CloakBrowser-Agent - Stealth browser agent where TypeSafe Jev decides each step and CloakBrowser executes (MCP/CLI/Python). Project guide.
- cmd-mod-jev-nudge - Command Code mod: TypeSafe Jev nudges the agent to continue when stop leaves unfinished work. Project guide.
- Code Quality (smixs) - Advisory code-quality report and red-flag hooks for Claude Code, Codex, pi, omp, OpenCode and Grok, with an optional TypeSafe Jev classifier that asks calibrated yes/no questions about added test and source hunks (never blocks). Project guide.
- codec-swarm - Local single-user LangGraph orchestrator that takes a Jira ticket to a reviewed local PR with a swarm of Claude Code agents (specifier, architect, coder, reviewer, hardener, QA, judge) in per-repo worktrees; with Jev enabled, every approved Gherkin scenario and every uncovered ticket criterion is scored in the judge step, and risky actions (push, migrations,
terraform apply) always ask you. Project guide. - codegraph-jev - Research log: can a code graph plus TypeSafe Jev match a coding agent at finding and ordering functions? Project guide.
- Codex Jev integration - Standard-library Python MCP server for Codex CLI and App providing advisory role and resource selection with Jev: six tools (
jev_status,jev_route,jev_decide,jev_select_resources, and two outcome reporters) send task goal, constraints and eligible candidates aschoicequestions tojev-latest, with deterministic review gates, local validation and confidence fallback; it never executes, launches, switches models or approves. Project guide. - Codex Jev Preflight - Fail-open Codex UserPromptSubmit hook: TypeSafe Jev injects advisory task_type/complexity/risk/execution_mode. Project guide.
- Codex Jev Router (suenot) - Uses Jev Choice and Noul to choose Codex subagent model and reasoning effort, with local confidence gates and a Sol fallback. Project guide.
- Codex-Jev - VS Code Codex plugin that shortens noisy tool results with Jev-gated evidence selection before Codex reads them. Project guide.
- codex-jev-router - Local Codex CLI bridge: TypeSafe Jev selects model and reasoning effort per turn via a loopback Responses proxy (fail-open without a key). Project guide.
- codex-triage - Local Codex task triage with human-reviewed archiving and optional TypeSafe Jev analysis. Project guide.
- Codify (cg) - Agent workflow CLI (
cg) with a spec engine, code graph, and memory;cg jevasks TypeSafe Jev for typed judgments such as memory classification, flaky-failure triage, and finding ranking. Project guide. - Coding Router Jev - TypeScript/Bun launchers
codex-jevandclaude-jevplus a Pijev/autovirtual model that route each coding-agent user turn through TypeSafe Jev to pick a model tier (Fast, Balanced, Strong, Long) and reasoning effort, with confidence-capped local policy. Project guide. - cog-typesafe - CogCloud provider Cog: TypeSafe Jev as an explicit versioned
system-one/decisionsbinding. Project guide. - ComfyUI-ScriptFlow - ComfyUI safe script node with TypeSafe Jev yes/no/choice/score decisions (local GGUF LLM fallback) for workflow branching. Project guide.
- compact-adviser - Agent plugin that asks TypeSafe Jev whether the session is at a safe
/compactboundary (hint or optional auto-compact). Project guide. - Compass (ring29 labs) - zsh helper that keeps your native completions and adds a plain-English request: type a CLI prefix plus what you want (e.g.
aws ec2and 'list all instances in table format') and Compass gathers candidates from completions, shell history and local help, then asks TypeSafe Jev to rank them; the chosen command is inserted for review, never executed. Project guide. - Conjevture - Exact logic for uncertain answers: TypeScript library combining Boolean rules with Jev Noul/Choice probabilities (zero runtime deps; MIT). Project guide.
- Copilot Studio × Jev - Copilot Studio/Power Platform: MCP gates Azure AI Search passages with TypeSafe Jev yes/no questions; plus a TypeSafe custom connector (MIT). Project guide.
- Cua jev-use - Composes a bounded Jev chooser with Cua Driver and an independently verified browser fixture. Project guide.
- CUA-JEV (ZJU-REAL) - Jev-powered computer-use framework: adapters propose legal actions; Jev chooses action and channel; code guards and verifies. Project guide.
- Cygnet recipe - Independent recipe that answers Jev-format typed decisions (
choice,noul,score) with frozen Gemma-4-12B-it on unmodified vLLM via a one-token option-letter readout and a/v1/systemoneshim; not affiliated with TypeSafe. Project guide. - daf-jev - Composable Python toolkit for TypeSafe Jev: question builders, confidence gates, evaluator, calibration, CLI, and optional MCP server. Project guide.
- dailypaper-skills - Agent-skills pipeline (Chinese-language docs) that finds new papers from HuggingFace Daily/Trending and arXiv, uses TypeSafe Jev to score topic relevance against your research interests, then has your agent write reviews and Obsidian notes. Project guide.
- Damocles - VS Code extension and desktop app embedding a multi-provider AI coding agent; with a TypeSafe (or OpenRouter) key, Jev runs its persistent-memory contradiction judge and memory reranking instead of a sub-call LLM. Project guide.
- Data Agent MNIST (ClickHouse) - ClickHouse's harness for building an agentic-analytics benchmark from your own data warehouse, with two optional Jev tools: schema-retrieval ranking (one yes/no per table) and failure-mode labeling of graded runs. Project guide.
- datafusion-jev - DataFusion SQL
prompt_jevUDF: typed TypeSafe Jev Noul/Choice/Score over row text (bring your HTTP client). Project guide. - Dataiku TypeSafe AI plugin - Dataiku's DSS plugin that brings TypeSafe Jev into the LLM Mesh: a
Jev Question Setblock for Structured Visual Agents, a yes/no Jev guardrail, a Jev reranker and a Jev chat-completion model usable in prompt and Classify text recipes, with usage, cost and traces recorded by the Mesh. Project guide. - dbt_jev - Classify warehouse SQL values with TypeSafe Jev (or OpenRouter→Jev) from dbt macros on DuckDB and ClickHouse. Project guide.
- decide (jeffcampbell) - Dependency-free Python 3.11+ CLI and library that asks System One models — hosted TypeSafe Jev by default, or
clef-flashlocally in Ollama — typed yes/no, choice and score questions about files and text;decide triagetells a coding agent which files are worth reading before they enter its context. Distinct from the listed decide (vsekhar). Project guide. - decide (vsekhar) - CLI to ask TypeSafe Jev typed decisions from the shell, scripts, and agent skills — no application code required (Show HN). Project guide.
- DecideKit - Typed decision policies for TypeScript/Python with Jev via OpenRouter or TypeSafe, offline fixtures, and explicit confidence fallbacks. Project guide.
- Decider.jl - Julia front end for decision models: ask Choice, YesNo and Score questions about some state and get calibrated probabilities keyed by your own
@enumorSymbols, with backends for TypeSafe Jev, OpenRouter decision models and the OpenAI Decisions API. Project guide. - Decis - Self-hosted System One–compatible
/v1/systemoneserver with open Laya/kev Docker images (independent of hosted TypeSafe Jev). Project guide. - Decision Index (apolinario) - Reproduction kit for the Decision Index benchmark suite for typed decision engines (choice/noul): local or one HF Job; not affiliated with TypeSafe. Project guide.
- Decision Model Rust SDK - Async Rust SDK for decision models served through the System One API (TypeSafe Jev and compatible vendors): typed question builders or
#[derive(QuestionSet)], one HTTP/2 connection per client, and an adapter crate for OpenAI/Anthropic/Gemini. Project guide. - Decision Tagger (Obsidian) - Obsidian plugin for System-1 note tagging via TypeSafe Jev with multi-key parallel batch classification. Project guide.
- decision-first - Agent skill that tries TypeSafe Jev on bounded-judgment steps first and documents every attempt in a reusable decision lab. Project guide.
- Decision-model referral on medical exams - Code, recorded runs and manuscript for a preprint (Sangzin Ahn, 2026) comparing TypeSafe Jev, OpenAI Decisions and Cloudflare Clef on 435 KorMedMCQA and 1,273 MedQA questions, using each model's selected-option probability to refer its least confident 20% of answers to a stronger model versus random and oracle referral. Project guide.
- DecisionBench - Evaluation harness and dashboard comparing TypeSafe Jev (via OpenRouter) with Claude Sonnet 5 on the same structured decision tasks — 100 real
invoice_processingcases with five sub-questions each — reporting accuracy vs gold, cost per 1k decisions, p50/p95 latency and a disagreement view; Jev led overall but Claude won duplicate detection (author-reported). Project guide. - DecisionKit - Provider-independent .NET decision model: typed Choice/Score/Noul questions in the domain, TypeSafe Jev protocol in a separate package, DI and offline test doubles (pre-release). Project guide.
- Deeds - CLI and Claude Code plugin that reads every commit diff and counts what actually got built (new, deepened, regressed, removed capabilities); TypeSafe Jev answers typed questions per commit and a fixed policy turns them into counts. Project guide.
- Deep Recall - Answer-aware recall over a folder of Markdown notes (Claude Code plugin + Python CLI/MCP) whose pluggable reranker can be TypeSafe Jev, scoring each passage window by the probability that it states the answer. Project guide.
- DeepSeek Harness for VS Code - VS Code extension for DeepSeek Harness with a built-in, optional Laya/Jev decision layer: loop guard, large-output shaping, done-gate, tool pruning, and skill routing. Project guide.
- deepseek-harness-jev (luobosibing2) - DeepSeek Harness (DSH) plugin: TypeSafe Jev for skill/file ranking, supervision, corrections, and workspace approval (features off by default) — distinct from wjw66/deepseek-harness-jev-pre-compaction. Project guide.
- defrag - Research tool for telling a coding agent's user when compacting is safe — at the quiet point between tasks, not when the context is nearly full: it extracts checkpoints from real sessions, lets you label them, and replays them against judges with TypeSafe Jev as the first production judge (plus OpenAI Decisions, rules, a threshold proxy or a local model) to measure which one to ship. Project guide.
- demo-expanso-jev - Expanso Edge × TypeSafe Jev demos: fingerprint routine logs locally, ask Jev only on the remainder, route with hold-on-failure and live boards. Project guide.
- DepthJev - Embodied navigation: RGB→depth/text facts; TypeSafe Jev chooses EB-Navigation actions. Project guide.
- Deqio - Local typed decision API (noul/choice/shared) with swappable engines/backends (Kev, Laya, Open-Jev, and others) and a lightweight UI. Project guide.
- deslop - Agent skill/CLI that scores page bodies with TypeSafe Jev probabilities for ads, slop, SEO shape, and derivative content. Project guide.
- dev-decisions - Verification and calibration layer for AI-aided development (v0.3.0): git hooks block secrets and classify diffs, an optional global ZCode hook blocks agent-run commits/pushes that fail the checks, and a CLI runs plan-contract gates and outcome grading — routing classification through a roster of decision models where TypeSafe Jev (
jev-1.13.0) handles contract gates and fan-out next to GLiDE, local GLiNER2 and others. Project guide. - Discern - Effect Decision/DecisionModel patterns, policies, and procedures with an optional TypeSafe Jev provider (
@doeixd/discern). Project guide. - discoprint - Classify an artist discography for theme, mood, and lyrical complexity with TypeSafe Jev and an Ink terminal dashboard. Project guide.
- Distill - Lightweight coding-agent TUI with TypeSafe Jev (or OpenRouter decisions) for model/effort routing, utility tasks, and retention. Project guide.
- doc-router - Routes PDF pages between local text extraction and OCR using optional Jev judgments, with a Rust CLI and Python bindings. Project guide.
- DocJev - Document classification and splitting with TypeSafe Jev over LiteParse (optional LlamaParse) page text. Project guide.
- dopp - Point Jev-shaped decision calls at one URL, keep every request, train a small model you own, run hosted/offline/browser—independent path. Project guide.
- DriveJev - Open System I autonomous-driving decision model (DriveJev-4B) that scores behaviours with probabilities in one forward pass, with JevPilot closed-loop harness. Project guide.
- DSH Decision Router - DeepSeek Harness plugin (Chinese docs) for automatic model selection: when "Auto" is chosen, a separate decision model reads each turn and picks one of 2–6 user-defined routes (provider, model, effort); decision models are local Laya, d1-3B / d1-omni-600M, or — after explicit consent — the System One cloud API (Jev), with an explicit fallback route on timeout or low confidence. Project guide.
- dsh-auto-review-jev (sperictao) - DeepSeek Harness Auto-permission plugin: TypeSafe Jev reviews each tool call (distinct from xlennart/dsh-auto-review-jev). Project guide.
- dsh-jev - DeepSeek Harness plugin registering
jev_askfor TypeSafe Jev noul/choice/score (pin GitHub commit; npm namedsh-jevcollides with another package). Project guide. - dsh-jev-context-gate - DeepSeek Harness plugin: data-driven preflight and evidence-aware review/skill gates with TypeSafe Jev (distinct from other dsh-jev* plugins). Project guide.
- dsh-jev-decide - DeepSeek Harness plugin registering
jev_decidefor TypeSafe Jev noul/choice/score (distinct from dsh-jev / dsh-jev-verify / dsh-jev-prune). Project guide. - dsh-jev-gate - DeepSeek Harness (DSH) plugin for AgentTeams (Chinese docs) that checks each round's promised deliverables against a frozen baseline and evidence ledger before the team advances, with an optional
native-jevdecider (TypeSafe Jev) as an advisory or enforcing second opinion. Project guide. - dsh-jev-interceptor - DeepSeek Harness plugin: TypeSafe Jev risk-gates tool calls (shadow→enforce) and optional session-reference scoring. Project guide.
- dsh-jev-kit - DeepSeek Harness plugin with ~23 named TypeSafe Jev advisory judgments (privacy/scope/memory/triage) on budgeted transport. Project guide.
- dsh-jev-loop - TypeSafe Jev judgments at DeepSeek Harness agent-loop gates (no UI dependency). Project guide.
- dsh-jev-plugin (jackie-cqz) - DeepSeek Harness plugin for TypeSafe Jev noul/choice/score with configurable guardrails and Web UI result cards (distinct from other dsh-jev* plugins). Project guide.
- dsh-jev-plugin (luobosibing2) - DeepSeek Harness plugin wiring TypeSafe Jev into skill/file selection, supervision, corrections, and workspace approvals (distinct from other dsh-jev* plugins). Project guide.
- dsh-jev-prune - DeepSeek Harness plugin: TypeSafe Jev keep/drop pruning plus deterministic receipt compaction (distinct from dsh-jev / dsh-jev-verify). Project guide.
- dsh-jev-thinking - DeepSeek Harness plugin: TypeSafe Jev Choice sets reasoningEffort from the route's offered levels (one question per prompt; MIT). Project guide.
- dsh-jev-verify - DeepSeek Harness plugin with TypeSafe Jev
jev_decisionplus livejev_verifybenchmark (no mock fallback; distinct from dsh-jev). Project guide. - dsh-plugin-jev - DeepSeek Harness (DSH) Web GUI plugin that gives the model a
jev_asktool for calibrated TypeSafe Jev judgments, exposes the same call to sibling plugins as a host service, adds an optional Jev command guard before tool execution, and shows per-chat usage in the browser. Project guide. - dsh-plugin-jev-compaction - DeepSeek Harness plugin: TypeSafe Jev scores messages for relevance-based compaction (pins constraints/tracebacks; falls back to age-based on failure; MIT). Project guide.
- duckdb-jev - Native DuckDB C++ extension for TypeSafe Jev semantic predicates, Choice classification, and Score rubrics in SQL. Project guide.
- DuoMind - OpenAI-compatible local LLM server that pairs a small local model (System 2) with TypeSafe Jev (System 1) for faster, more accurate coding-assistant answers. Project guide.
- Edward - Supervisor for unattended coding agents (CI, overnight runs) that wraps any subprocess with deterministic rules and an optional advisory scorer;
EDWARD_SCORER_BACKEND=jevbatches all probes into one TypeSafe Jev call per check. Project guide. - effortless - Claude Code mod that picks the reasoning effort for every prompt with a judge — Jev (TypeSafe key, about 0.25 s), Haiku on your Claude login, or your own OpenAI-compatible model — and shows a prompt-cache countdown with one-click Compact. Project guide.
- ego-decision-layer - Pluggable ego lite browser decision layer: one TypeSafe Jev System One call per step with fail-closed guards. Project guide.
- Engraphis - Local-first, inspectable memory for coding agents (MCP, code-aware recall, WebUI) with optional advisory Jev decisions via BYOK or managed hosted plans. Project guide.
- enowx - Early-release terminal coding agent (one Rust binary, specialist agents, any model provider) with an off-by-default decision model that can use TypeSafe Jev to decide brainstorm-vs-build, which specialist to delegate to, and when to ask the user. Project guide.
- EuLLM - Sovereign, local-first LLM engine (AGPL-3.0, Ollama/OpenAI-compatible APIs) whose v0.7.20 adds a
/v1/systemonedecisions endpoint that reads option probabilities straight from local models — e.g. its Jev-Style 2B — with an audit trail; no hosted Jev involved. Project guide. - Eutrya - CLI-first agent (public alpha) with TypeSafe Jev in the decision loop for attention, candidate rubrics, and research micro-steps; offline
eutrya demo. Project guide. - Evaluating and Benchmarking the System One Model Jev - Code for the arXiv paper by Deußer, Sparrenberg and Sifa (arXiv:2609.37647, 2026) benchmarking TypeSafe Jev (pinned
jev-1.13.0) zero-shot on 37 public datasets against two open-weight LLMs scored on identical requests; raw responses are on Zenodo so every number can be recomputed offline. Project guide. - evidence-referee - Claude Code plugin that checks "done" claims and small judgment calls with TypeSafe Jev and keeps receipts (distinct from claude-referee). Project guide.
- ex_typesafe_ai - Unofficial Elixir client for the TypeSafe AI API — typed structs, Req-based HTTP with retries, and ergonomic noul/choice/score questions. Project guide.
- ExcelPilot - Live Excel agent with Qwen planning and TypeSafe Jev for intent routing, tool gating, and claim checks. Project guide.
- fast-browser - Playwright browser automation for Codex/MCP with TypeSafe Jev (or Laya) decisions. Project guide.
- fastcampus-jev - Korean Fastcampus Jev tutorial: 13 notebooks + React/LangGraph demo (tool Choice, guardrails, risk gates, RAG) via OpenRouter (MIT). Project guide.
- fast-jev-compaction - Selects tool-call/result pairs to keep, truncate, or remove while preserving retained conversation content verbatim. Project guide.
- fast-jev-opencode - OpenCode V2 plugin: TypeSafe Jev prunes stale tool calls/results on the outgoing request (fail-open; leaves history/
/compactalone). Project guide. - fast-jev-compaction-opencode - opencode verbatim session compaction via probabilistic keep/drop judgments (local LM Studio judge by default; based on fast-jev-compaction). Project guide.
- fast-jev-opencode (roshan-shaik-ml) - OpenCode v1/v2 plugin: TypeSafe Jev prunes stale/bulky tool calls on the outgoing request (verbatim; distinct from nrdz-labs/fast-jev-opencode). Project guide.
- FastGate - Multilingual EN/UZ/RU RAG helpdesk where TypeSafe Jev is the System One decision layer before the LLM writes, with an independent benchmark. Project guide.
- FAVA Trails - Git-native, versioned memory for AI agents via MCP (Machine Wisdom AI): drafts are isolated, and since 0.8 the default Trust Gate asks TypeSafe Jev through OpenRouter one typed Noul question with an explicit threshold before a memory is promoted to shared truth. Project guide.
- feelings - BAML
.feels()/.how()/.matches<T>()typed AI-if methods powered by TypeSafe Jev; upstream licensing unspecified. Project guide. - firefox-jev-mcp - Claude plans; TypeSafe Jev picks Firefox clicks via MCP + WebExtension bridge. Project guide.
- Flick (flick-computer-use) - Local MCP computer-use: agents hand Flick goals; TypeSafe Jev runs browser/macOS observe→decide→act. Project guide.
- fndds-matcher-jev - Match food descriptions to USDA FNDDS codes via hybrid retrieval plus TypeSafe Jev. Project guide.
- Footwork - Dual-process browser agent: TypeSafe Jev as System 1 in front of browser-use System 2, with a code-owned arbiter and evidence verification (
jevdual). Project guide. - Foreman - Supervises Codex workers with Jev assessments and deterministic steering, retry, and verification policy, with a synthetic demo. Project guide.
- Formanator - CLI/MCP for Forma benefit claims; optional TypeSafe Jev chooses benefit/category when you supply claim fields (receipt inference stays on LLM). Project guide.
- fr (Arindam200) - Ask a codebase question and get relevant files via live parallel TypeSafe Jev relevance. Project guide.
- fusion-jev - Local coding evidence plus optional guarded TypeSafe Jev choices for MCP hosts. Project guide.
- Gatekeeper - YAML rules plus TypeSafe Jev Choice route Claude Code prompts to the right skill/agent (allow/route/block bands). Project guide.
- Gavel - Salesforce packages for governed Choice/Score/Noul judgments with TypeSafe Jev, org policy, and an immutable ledger (v1 pre-release). Project guide.
- gbrain-evals - Benchmark suite for the gbrain agent-memory system, including a matched-pair System One report on where TypeSafe Jev (
jev-1.13.0) helps or hurts nine memory decision slots. Project guide. - genai (maruel) - High-performance multi-provider Go AI package whose
Provider.SystemOne()asks typed decision questions across TypeSafe Jev, Cloudflare CLEF/CLEF-Flash, Ollama and local llama.cpp decision models with sharedgenai.Questions/genai.Answersmaps. Project guide. - genigrep - Ask a codebase question and get only answering source; TypeSafe Jev ranks candidates for coding agents. Project guide.
- ghtriage - Classifies GitHub issues with TypeSafe Jev typed labels and calibrated confidence; writes are opt-in (
ghtriage). Project guide. - git-jev-stage - Classifies Git hunks against a one-sentence staging intent with TypeSafe Jev, then stages confirmed blocks. Project guide.
- gmail-auto-cleanup - Python tool that sorts a Gmail inbox with a System One model — TypeSafe Jev (tested on ~27,000 emails) or experimental local Laya — answering typed yes/no questions per email while plain Python rules act; actions are archive + label with a 7-day hold before Trash, and the OAuth scope cannot permanently delete mail. Project guide.
- go-decide - Go CLI that puts a choice or ordered rubric to a System One model — TypeSafe Jev by default, Cloudflare Clef opt-in — and prints a JSON outcome whose exit code tells your script to act, ask a person or escalate; it gates and labels decisions but never approves them. Early development, no tagged release yet. Project guide.
- go-jev - Go SDK and jev-cli for TypeSafe Jev typed Noul/Choice/Score (explicit key; distinct from jevgo and TypeSafe Go). Project guide.
- GoEventBus - High-performance Go event bus with deterministic rules, a decision cache, and an optional
JevSelectorthat asks Jev (via OpenRouter's Decisions API) to choose an event type only on a cache miss. Project guide. - goinfer - Pure-Go, no-cgo local LLM inference (library and server) whose
POST /v1/systemoneanswers TypeSafe's decisions wire shape so clients such as jevx work against it; it scores option labels with the served model or loads a trained decision head — TypeSafe's hosted model is not included. Project guide. - gojev - Go harness for System One decision models — TypeSafe's hosted Jev, Jev via Vercel AI Gateway, Cloudflare Clef and in-process open-weight Kev — with typed Choice/Noul/Score question builders, calibrated answers, gating helpers and a CLI. Project guide.
- gpui-agent - Jev-driven native GPUI testing over accessibility trees (experimental, macOS-first, instrumented apps). Project guide.
- graphify-jev - Codebase knowledge graph with Tree-sitter AST topology plus TypeSafe Jev semantic navigation for coding agents (no vector DB). Project guide.
- Graphlin - Live architecture and activity diagrams for Claude Code or Codex while they explore code, with optional TypeSafe Jev classification. Project guide.
- grev - "Thinking coreutils": Unix filters (
grev,isv,tagv,rank,sortv,pickv) that ask TypeSafe Jev typed questions, so output is always your input with labels or scores only as explicit columns. Project guide. - Grok Bot Jev - Reference router and skill that use TypeSafe Jev to choose reuse/stop/cap/ask-human actions before expensive Grok Bot work. Project guide.
- grok-jev-guard - Typed preflight/approval layer for Grok Bot: local policy plus TypeSafe Jev for ambiguity (shadow-first; distinct from Grok Bot Jev). Project guide.
- grokbot-jev-skills - Ten Grok Bot agent skills, adapted from hermes-jev-skills, that hand small decisions — which search results to read, passage filtering and injection screening, mailbox sort, support triage, routine wake-ups, transcript cutting — to TypeSafe Jev through a
jevCLI; fail-open, with documented redaction. Project guide. - guardrails-md - Berget AI plugin for opencode, pi and Claude Code (plus a git pre-commit hook) that scores every bash command with a System One decision model against your repo's
guardrails.mdbefore it runs; defaults to Berget'sberget/bevmodel, and any/v1/systemone-compatible endpoint (TypeSafe settings as fallback) can be used. Project guide. - guesswork - zsh history autosuggestions ranked by TypeSafe Jev instead of prefix match. Project guide.
- Gut - Elixir DSL for typed decisions in ordinary control flow (
Gut.feel/3returns an Elixir value) with aGut.ReqLLM.Jevadapter for TypeSafe Jev, plus other LLM, Ollama, and custom adapters. Project guide. - gutfeel - Usability testing for MCP servers: a participant that doesn't deliberate — TypeSafe Jev by default — walks your tools on realistic, hint-free missions, and gutfeel draws the tree of every path (right tool, wrong turn, dead end, error, loop) with the description sentence behind each failure; pre-alpha, with
gutfeel liverunnable today. Project guide. - gutsy - Local calibrated gutsy-0.8b decision model with Jev-compatible /v1/systemone and Decisions APIs on CPU (independent of hosted TypeSafe Jev). Project guide.
- HA Jev Autopilot - Home Assistant: TypeSafe Jev decides per-room actions; code acts with ask-first for risky devices (distinct from HA-Jev). Project guide.
- hak-jev-plugin - Hedera Agent Kit gate: TypeSafe Jev judges sensitive tool calls (v0 SaucerSwap) before sign; HCS receipts. Project guide.
- harness-router - Fast decision routing for agent harnesses — native MCP with Jev for tool selection and MCTS for multi-step decisions. Project guide.
- HearMemory - Shared multi-agent coding memory: TypeSafe Jev checks claims against recorded evidence before the next agent trusts them. Project guide.
- HekaJev - Reproducible Git-history analytics powered by TypeSafe Jev classifications. Project guide.
- Herdr-Jev - Plugin for the Herdr terminal workspace and AI-Harness that uses TypeSafe Jev System One (~260–340 ms) for multi-model triage — architectural complexity, research need and reasoning effort — then routes turns to Codex, Claude, Kiro and other peers with calibrated latency deadlines, Triad plan/implement/review orchestration, quota awareness and resumable runs. Separate from the listed alexzfe jev-herdr. Project guide.
- here-we-go-jev - Local playground/test bench for TypeSafe Jev: typed questions, calibrated probabilities, side-by-side LLM baseline, and mock backend (Bun). Project guide.
- Hermes Jev Skills - Agent skills and
jevCLI using TypeSafe Jev for model routing, memory filtering, compaction, skill selection, triage, and computer/browser action choice on Hermes, Claude Code, and Codex. Project guide. - hermes-adaptive-model-router - Shadow-first adaptive model router plugin for Hermes Agent: a redacted, current-turn routing dossier goes to TypeSafe Jev, which chooses between a fast model and a high-capability model; decisions are logged content-free while the gateway's configured model still runs. Project guide.
- hermes-jev (ourines) - Hermes Agent decision sidekick: explicit Jev tools and a bundled skill via TypeSafe, Cloudflare, or OpenRouter backends. Project guide.
- hermes-jev-curator - Hermes plugin: TypeSafe Jev typed skill-relationship judgments and safe curator archive/guard plans (experimental 0.1.0). Project guide.
- hermes-jev-helper - Hermes Agent plugin: TypeSafe Jev intent classifier picks a source-first route (
skill/research/…) before the LLM turn. Project guide. - hermes-jev-lesson-gate - Hermes plugin: TypeSafe Jev judges when memory/skill background review should run instead of a turn counter. Project guide.
- himalaya-jev-mail-classify - CLI that classifies Gmail threads via himalaya + TypeSafe Jev (OpenRouter) and applies labels (dry-run default). Project guide.
- HiRoute - Local-first agent routing engine with TypeSafe Jev decision extensions for branch selection. Project guide.
- Honeytongue - NPC persuasion engine: TypeSafe Jev judges whether player dialogue convinced a character. Project guide.
- hono-jev-router - Experimental Hono router that matches HTTP requests to plain-English descriptions with TypeSafe Jev Noul judgments. Project guide.
- hookgate - Claude Code/Codex hooks: TypeSafe Jev gates risky Bash and unverified completions (audit/fail-open). Project guide.
- hunch - Python verbs (
classify/score/check/pick/rank/where) over scalars, lists, and pandas columns backed by TypeSafe Jev (hunch-jev). Project guide. - hyalo - Rust CLI for Markdown knowledgebases (LLM Wiki pattern, frontmatter queries, links) whose
hyalo-tidyagent skill can, when you explicitly ask, have TypeSafe Jev suggest missing types and existing folders for selected documents — audit-only suggestions the agent checks against local schemas. Project guide. - imajev - Open Jev-style multimodal typed-decision models (photos+records+text → options with can't-tell). Project guide.
- InspireJev - Browser-automation execution toolkit (Chinese and English docs) where the main agent plans and verifies while TypeSafe Jev picks Playwright actions from candidates actually observed on the page; GPT, Pi and MCP entries, with optional local
/v1/systemonedeciders in the 1.1 RC. Project guide. - Intent-Router - Agent skill that compiles vague requests into typed IntentSpec contracts (probe/ask/halt) as input for Jev/Laya routers. Project guide.
- invalidate - Semantic TTL for agent memory: TypeSafe Jev checks every stored fact against new evidence; code marks superseded memories without rewriting text. Project guide.
- IronBee Express - Goal-driven browser agent: each step is one TypeSafe Jev decision over the page's offered controls plus one IronBee DevTools call that acts and returns the next snapshot, so model output never becomes a selector, coordinate or script; after the run it reviews the final page and API responses (and backend traces with IronBee), and runs can be recorded and replayed without the engine. Project guide.
- IronBee Gamer - Plays browser games live (2D canvas, Phaser, PixiJS, Cocos, HTML): a perception adapter turns what the page draws into a small JSON state and a decision engine picks every input — hosted TypeSafe Jev with your key, or Laya fine-tuned per game and run locally — with a web UI showing each state, action and probability, a coding-agent trainer for new games, and a shared Hugging Face library. Project guide.
- is-malicious - Scans source/config/CI files with TypeSafe Jev for deceptive or data-stealing behavior and points to suspicious lines. Project guide.
- J++ - Experimental language and Rust runtime for composing semantic Jev questions with exact methods as values; offline fixtures included. Project guide.
- J3v - Edge-compiled System One decision runtime ('J3v is to Jev as k3s is to k8s') with Rust compiler/firmware demos. Project guide.
- japanese-jev-lint - Go CLI (
jjl) that flags Japanese sentences with TypeSafe Jev Noul probabilities (plus local です/ます regex); no rewrite generation. Project guide. - JarvisCore - Python multi-agent runtime (peer-to-peer mesh, durable state, integration atoms) with a
typesafeextra that injects a shared Jev client asself.decisionsand can route subagents, task complexity and RAG passages with Jev. Project guide. - JCR - Jev Capability Resolver: TypeSafe Jev searches a nested capability tree and returns deterministic command documentation for agents (MCP + harnesses). Project guide.
- jear - Rust Jev-routed client for NEAR AI Cloud inference and IronClaw agents using budget/quality/sensitivity decisions. Project guide.
- Jeeves (PostHog) - Open 9B Jev-like reasoning classifier (noul/choice/score) with a Jev-compatible API and training code; independent of TypeSafe-hosted Jev. Project guide.
- Jeff (firelex) - Jeff: an open 0.8B "System 1" decision model (MIT code, Apache-2.0 weights on Hugging Face) that uses the same request format as Jev, with swappable LoRA adapters (guard, triage, tools, grounding, spam…), GGUF files for llama.cpp, and Jeff-Code; independent and not affiliated with TypeSafe. Project guide.
- jeff (Viperwow) - Single-binary Rust classifier server with an admin page: one
/v1/systemone-shaped API in front of Jev-compatible models — TypeSafe Jev in the cloud, a local Contrastive-LM (CLM) it installs, or Laya/PipeLLM/any compatible server — with access keys and a playground. Project guide. - Jeffort - Claude Code plugin: TypeSafe Jev scores each prompt and sets Claude effort without touching the model (MIT). Project guide.
- jegrep - Semantic grep CLI: describe code intent and get Jev-ranked matches via TypeSafe or OpenRouter, without an embedding index. Project guide.
- Jev + Claude Code case study - Independent learning project testing what "Jev + Claude Code" means with two working programs: Triage Desk, a support-ticket app asking Jev six typed questions per ticket in one request with low-confidence cases going to human review, and Jev Guard, a Claude Code PreToolUse hook asking five redacted
noulquestions about ambiguous shell commands that never answersallow; both have offline evals and keyword baselines. Project guide. - JEV Book Tags - Calibre plugin for AI-assisted book tagging with TypeSafe Jev (single-book and batch; GPL-3.0-or-later). Project guide.
- jev Claude Code plugin (yinjs) - Claude Code plugin that hands small frequent decisions to Jev at six points — permission requests, prompt-injection warnings on fetched content, a 'done' re-check, prompt nudges, and jev-route effort/model routing — each one ~1 s call that changes nothing when Jev is unsure; Jev via OpenRouter (default), TypeSafe or Vercel AI Gateway. Project guide.
- Jev Engineering Cookbook - Curriculum of Jupyter notebook recipes for building with Jev one bounded decision at a time — state in, typed
choice/noul/scorequestions out — with offline fixture runs that need no API key, a live mode, and explicit provenance rules separating synthetic pipeline checks from measured Jev results. Project guide. - Jev Filter (Apixly) - Semantic filtering for AI agent tools: npm package
@apixly/jev-filter(CLI, Python library, MCP server) turns large tool outputs, retrieved records, code and logs into compact typed TypeSafe Jev decisions with source IDs, local originals and receipts before they enter an agent's context; batched requests and maintainer-run A/B benchmarks. Project guide. - Jev for Excel - Unofficial Excel add-in that calls TypeSafe Jev from worksheet formulas —
=JEV.ASK("choice"|"score"|"noul", A2, …), shortcut functions andJEV.STATEfor multi-field rows — as an async Office add-in for Microsoft 365 or a Windows VBA edition. Project guide. - Jev Foundry Judge - Drop-in Azure AI Foundry agent evaluators powered by TypeSafe Jev, plus a BYOK demo app and model-router bench. Project guide.
- Jev Game Engine - Early Rust desktop prototype for controlling games through bounded goals: TypeSafe Jev selects a goal, a local executor handles movement, validation and stopping, and every decision is traced, timed and replayable; Minecraft Java 26.2 is the first integration, with an offline fixture preview. Project guide.
- Jev Graph Search - CLI and agent skill that retrieves evidence from local Obsidian vaults, Logseq folders, or JSON memory snapshots: a local shortlist is reranked by Jev (TypeSafe or OpenRouter). Project guide.
- Jev Highlight Cutter - Codex agent skill and stdlib Python CLI (Chinese docs) that cuts long interviews, podcasts and streams into an evidence-backed highlight reel of a target length: transcript windows are scored by Jev against your preferences, selections are traceable, and FFmpeg makes a local rough cut. Project guide.
- Jev Model Router (Codex skill) - Codex skill (Chinese and English docs) where the parent session condenses a non-trivial task and asks TypeSafe Jev to recommend the model tier and reasoning effort for an execution subagent; a standard-library Python script validates the answer against local policy and outputs one JSON decision, keeping the current model on timeout or invalid responses. Project guide.
- Jev Moderation - TypeScript and Python SDKs for text moderation with TypeSafe Jev: a bundled, versioned community policy or your own filters, each rule compiled to a Noul question, with review/block thresholds and a policy test CLI (validate, eval, compare with quality gates). Project guide.
- Jev Orchestrator - Small Node/TypeScript experiment testing whether Jev can make useful next-step decisions around a coding agent: decision-only by default (inspect the repo, send compact state to Jev via TypeSafe, Vercel or OpenRouter, apply deterministic thresholds, record a JSONL trace), with an explicit
--orchestratemode for a bounded, manually approved loop of safe searches, reads, read-only git, validation scripts and delegation to Codex CLI or Claude Code. Project guide. - jev plays snake - Browser Snake where code computes legal moves and exact facts (food distance, flood-fill reachable cells, dead ends) and TypeSafe Jev picks one move per tick with a single
choicequestion through a small Hono proxy; misses the deadline → the snake goes straight. Project guide. - JEV Research MCP - Local-first MCP research tool: TypeSafe Jev filters search hits and page blocks before dumping them into an agent context. Project guide.
- Jev Skills (n23eos) - Fourteen installable Claude Code and Codex skills plus a CLI where TypeSafe Jev makes one bounded choice (skill, model, context file, first test, bug component or plan) and the coding agent does the work; distinct from the listed jev-skills plugin. Project guide.
- jev-a2a (Jev router for Paseo agents) - Personal-prototype router that sends work between coding agents running in Paseo sessions on several machines and keeps one record of what was asked, who took it and what came back; when a request names no recipient, TypeSafe Jev chooses the participant. Includes a web board and design docs; published as a worked example, not a product. Project guide.
- jev-autopilot - Claude Code plugin that keeps unattended sessions moving: TypeSafe Jev answers Claude's routine questions, screens every non-read-only tool call, and holds risky ones until you tap Proceed or Block on your phone via Telegram; falls back to the terminal when Jev is unreachable. Project guide.
- jev-chess (byrencheema) - Experiment where Jev plays chess by choosing one move from all legal moves as a single Choice per turn, with no search or filtering: 350 games vs Stockfish and Maia, 50 vs random, 1,000 Lichess puzzles, Stockfish analysis and all results committed. Project guide.
- jev-claude-router (sergeiboikov) - MCP server for Claude Code and Claude Desktop where TypeSafe Jev recommends which Claude model and effort level suit a task, comparing candidates by live OpenRouter prices, context sizes and output limits; it recommends only and never switches the model itself. Distinct from the separately listed jev-claude-router. Project guide.
- jev-dev-demo (LIDR) - Spanish-language teaching repo with three runnable demos of 'Jev decides, the LLM reasons': Jira triage that classifies, prioritises and assigns each ticket with a confidence and escalates ambiguous ones, a pre-flight scan that flags existing bugs in the functions a ticket touches, and an LLM router that sends each PR to a large, small or no model (upstream reports 50–75% lower cost); every demo has a
--mockmode. Project guide. - jev-guardrail-benchmark - Benchmark of TypeSafe Jev content-safety guardrails in WSO2 AI Gateway vs Azure Content Safety and an LLM judge. Project guide.
- jev-hook-guard - Standard-library Python module and example hook implementing the checks a Claude Code hook should run before sending session text to TypeSafe Jev or another HTTP judge: kill switch, exclusion words with session pins, refusal of secret dumps, masking of keys and personal data, length cut, leftover re-check, pending log line and an https-only, no-redirect POST. Project guide.
- jev-imdb-benchmark - Benchmark TypeSafe Jev on IMDB reviews (sentiment/spoilers/quality) with published accuracy, latency, and cost. Project guide.
- jev-interceptor - Claude Code
UserPromptSubmithook (repojev-setup) that asks TypeSafe Jev a few typed questions about every prompt and tells Claude where the work should run — on Claude or an open-model lane (ClinePass viapi, or Codex) — returning the answer asadditionalContext; a one-command installer also sets up companion skills, a fast Jev compaction plugin and a spend log, with OpenRouter as a backup path. Project guide. - jev-judge - Pytest/Vitest-style CI evaluations of LLM and RAG outputs: declarative YAML tests (faithfulness, relevance, hallucination, guardrails) answered by TypeSafe Jev noul/score questions instead of an LLM-as-a-judge, with JSON/Markdown reports and an MCP server. Project guide.
- jev-judge-rank - Three standard-library Python scripts (and an agent skill) that use TypeSafe Jev to rank a list on several written criteria, merge near-duplicates under one representative, and recall the corpus entries that help with a one-sentence situation; every request and response is logged locally, with a recorded example run and its costs. Project guide.
- Jev-Lite - Open System One–style FastAPI decision engine (Qwen backbone) inspired by TypeSafe Jev; independent of hosted Jev. Project guide.
- jev-map - Maps each Python function to the tests that run it for coding agents; optional TypeSafe Jev scores candidate links that static analysis misses, checked against real test runs. Project guide.
- jev-max - Jev browser agent aimed at pages ordinary Jev agents miss: a piercing snapshot walks open shadow roots and same-origin iframes into one indexed element table, a vision fallback handles canvas, clicks are occlusion-checked, one Jev request per cycle picks the operation and target (TypeSafe or OpenRouter), a small LLM writes text only for fill/select, and an independent Jev check verifies DONE; ships as a Python library, CLI and MCP server. Project guide.
- jev-mcp (drmedia) - General-purpose MCP server for System One decision models: MCP clients ask typed yes/no, choice and score questions about structured state and get calibrated probabilities from TypeSafe Jev, OpenRouter (Jev, Cloudflare Clef) or a local server, with batching, retries, image input notes, stdio/HTTP transports and Docker. Distinct from the separately listed jev-mcp. Project guide.
- jev-mcp-router (ini8labs) - MCP gateway where TypeSafe Jev answers yes/no per server and tool, so the agent LLM only sees the tools a request needs. Project guide.
- jev-mod (VictorGambarini) - Claude Code mod that hands small decisions to a decision model — Jev via TypeSafe, OpenRouter, Venice or OpenCode Zen (or your own server): per-turn routing lanes that set effort and model, the one installed skill a prompt needs, screening of AI-directed instructions after WebFetch / WebSearch / MCP / fetching Bash, and
/compact-jev, a summary-free compaction keeping only turns marked keep. Every decision fails open. Distinct from the listed Discord bot Jev-Mod (undeemed). Project guide. - jev-navigator - Python code-navigation library and
jvnCLI for agents: a model-free index (definitions, callers, references, imports, git history) plus small typed Jev judgments — check, pick, score — composed into searches like “find the code this sentence describes”. Project guide. - jev-netlify-mcp - Two parts for using TypeSafe Jev from Claude Code, Codex CLI, Claude Desktop or any MCP client: a key-locked Netlify function that exposes
POST /v1/systemoneandGET /v1/modelsthrough Netlify AI Gateway (which injects the gateway credentials, so no TypeSafe key is needed), and an MCP server withjev_evaluate/jev_modelstools plus question-writing instructions; it also works directly against TypeSafe with your own key. Project guide. - jev-qa-demos - TypeScript demos teaching QA/SDET engineers TypeSafe Jev via Vercel AI Gateway (triage, guardrail, local Ollama). Project guide.
- jev-query - TypeScript natural-language-to-PostgreSQL composer where the model never writes SQL: code enumerates the legal moves of a typed QueryPlan, Jev (or a self-hosted logprob oracle) assigns probabilities, and code compiles parameterized SQL or asks a clarifying question. Project guide.
- jev-router (Covre81) - Local Anthropic-compatible gateway for Claude Code (or any Messages-API client): on each new human turn TypeSafe Jev answers one ordinal score, sending simple work to a cheap OpenAI-compatible provider (Ollama Cloud free plan by default, Groq or OpenRouter) and structural work byte-for-byte to Anthropic; tool-result turns reuse the route, Jev failures fall back to the primary, and an
x-jev-routeheader plus statusline show each decision. Project guide. - jev-router (Hoppin-Sorter) - Before each prompt, asks TypeSafe Jev what the task is (difficulty, subject, output kind) and which of your skills fits; code then picks the Claude or OpenAI model and optional effort with a quality/cost focus slider. Ships as a Claude Code plugin, a TypeScript/Python router library, a Codex CLI launcher and an optional macOS menu-bar widget. Distinct from the separately listed jev-router. Project guide.
- jev-router (KarenCWLin1228) - Small Python CLI that asks TypeSafe Jev which model tier (fast / standard / deep) a coding task needs and returns a recommendation Claude Code, Codex or Antigravity can act on, plus a
jev-model-routeragent skill wiring it into those hosts. Project guide. - jev-router-mcp - MCP server that routes a question to the best tool via a Jev-compatible
/v1/systemonedecision engine (works with Laya). Project guide. - jev-search (larguesa) - Complementary semantic search CLI and agent skill: Jev scores whether each candidate line expresses the intent you are looking for, so agents find by meaning what keyword search misses across repo docs, LLM wikis and Obsidian notes; in six simulated tasks lexical + Jev recovered 29 of 34 labeled passages vs 22 for lexical alone (author-reported). Not the listed jev-search app. Project guide.
- jev-secret-guard - Claude Code hook: block known secret formats locally; send masked unknowns to TypeSafe Jev so checks never leak the secret. Project guide.
- jev-status - Claude Code plugin that asks TypeSafe Jev two independent questions after every turn — is the task done / needs action / failed, and is the work development- or production-ready — and shows both answers with probabilities above the prompt plus a toast. Project guide.
- jev-tokensaver - Claude Code and Cowork pre-reader: a local
jevCLI, MCP server and skill that let TypeSafe Jev read long test logs, big files and candidate-file lists (prune,find,rank,map) and pass Claude only the relevant lines — lossless, fail-open, secrets scrubbed locally. Project guide. - jev-vs-clef - Head-to-head stress comparison of TypeSafe Jev (via the Vercel AI Gateway) and Cloudflare Workers AI Clef (27B) / Clef-flash (9B) on synthetic, production-shaped decisions: an identical 159-call battery run in Clef's launch week and again on 2026-10-06, covering edge cases (64-question max, bad-image 422, vision, array state) and a wire gap around
noulin the swap story, with raw calls and per-call cost published. Project guide. - jev-xray - Sends every file in a repo to TypeSafe Jev with eight typed lenses in one request per file (role, blast radius, complexity, security-sensitive, tech debt, deserves tests, start here, legacy) and renders a live treemap; ask a new question to relight all files, drill down to the line Jev ranks highest, and read 'doubt' (1 − mean confidence) as a reading list. Project guide.
- jev-zh-tw-eval - Traditional Chinese (zh-TW) evaluation of Jev-compatible System One models (Plumb-4B via Ollama), including adversarial probes. Project guide.
- Jev.DotNet (altinburak) - Unofficial .NET 8+ client for TypeSafe Jev published on NuGet as
Jev.DotNet: typed Choice/Score/Noul questions and answers, enum-backed choices, retries with backoff, timeouts, logging andIHttpClientFactory/ ASP.NET Core dependency-injection support. Project guide. - jev4pg - Natural-language-to-SQL and semantic operators for PostgreSQL: TypeSafe Jev answers typed questions per record while PostgreSQL handles joins and aggregation. Project guide.
- JEV_accel - Traditional-Chinese Python package, CLI and MCP server that speeds up embedded bench work on a TI F280049C board with a RIGOL MSO5104 oscilloscope and Code Composer Studio: deterministic L0 rules answer first, TypeSafe Jev (
typesafe-sdkChoice/Noul) is called only for ambiguous cases such as prioritising multiple violations, and the agent gets measurement state, a verdict and ready-to-send SCPI or next commands in one tool call. Project guide. - jevai - Unofficial async Rust client for TypeSafe System One (noul/choice/score) against docs.typesafe.ai. Project guide.
- jev-cli (shetautnetjer) - Clean-room CLI for TypeSafe System One Decision Contracts, search, and benchmarks (distinct from tumf/shaharia-lab jev-cli). Project guide.
- JEV Codex Pilot - Local Codex Kanban workspace with Jev-model routing, contextual compaction, and ticket lifecycle control. Project guide.
- jev-compaction-plus - Claude Code compaction via TypeSafe Jev keep/drop (~0.5s): retained text stays verbatim; dropped tool outputs move to a drawer file (fork of fast-jev-compaction). Project guide.
- Jev Cookbook (Datawhale) - Chinese System One/Jev cookbook: notebooks, 18 recipes, docs translation (CC BY-NC-SA 4.0 — free educational / non-commercial; not OSI open source). Project guide.
- jev-decision-kit (kdcadmin) - Local skill/plugin cabinet: an on-device Jev head selects which skills to preface before the chat model speaks (distinct from DecisionKit .NET). Project guide.
- jev-doc-search - Find answering pages in long PDFs with TypeSafe Jev Choice over a PageIndex tree (no vector DB). Project guide.
- jev-dotnet (CMaintz) - Unofficial zero-dependency .NET client for TypeSafe Jev Choice/Score/Noul (distinct from ukashanoor/jev-dotnet). Project guide.
- Jev for Claude Code (brookcs3) - Unofficial Claude Code plugin exposing TypeSafe Jev typed judgments (noul/choice/score) plus corpus→eval loops. Project guide.
- jev-gateway (TexasOct) - OpenAI-compatible session-aware model-routing gateway with optional typed Choice decision providers (AGPL; distinct from vinilana/jev-gateway). Project guide.
- jevb - Browser and phone use for AI agents in plain English: the agent says what it wants (
jevb act mark "Buy oat milk" as done,jevb check …) and TypeSafe Jev picks the element or judges the screen in about 150–300 ms, driving headless Chromium, your own Chrome, or real iOS and Android phones and returning short JSON instead of page snapshots. Project guide. - JevBird - Pygame Flappy Bird where TypeSafe Jev picks one of several simulated flight paths through each pipe gap (roughly one API call per pipe) and the game draws the chosen and rejected paths. Project guide.
- jevdedup - Bun CLI that finds duplicate files with size, quick-hash and SHA-256 checks, then asks Jev to confirm each group, flag mislabeled files, suggest which copy to keep and judge near-duplicate pairs; reports only, never deletes; self-described exercise project. Project guide.
- jevkit (bragamat) - Unofficial
jevCLI (Homebrew, Scoop, install script) that puts TypeSafe Jev in a coding agent's toolbox:find/checkto read less,decide/yesno/scorewith ACT/CONFIRM/REPHRASE verdicts tuned to risk, and a local gateway that predicts the next tool for Claude Code or Codex; distinct from the other jevkit listing. Project guide. - Jevlint (codegirl-007) - Go linter that checks code against plain-language team rules: Tree-sitter extracts code units and TypeSafe Jev judges whether each passes (distinct from huntedman/JevLint and the jev-lint projects). Project guide.
- jevmem (illescasDaniel) - Agent long-term memory via TypeSafe Jev typed decisions (MCP, Claude Code hooks, CLI, SQLite)—no generative LLM in the memory loop (MIT; distinct from libingzheren/Jev-Mem). Project guide.
- Jev Mode - Claude Code skills and study course for building with TypeSafe Jev (PolyForm Noncommercial; not all skills call Jev). Project guide.
- Jev Observer - Local proxy and dashboard for TypeSafe Jev decisions (history, versions, latency/cost) with an embedded web UI. Project guide.
- Jevometry - Information-geometric toolkit for System One (Jev/Jevlike) decision probabilities—Fisher sensitivity over declared models. Project guide.
- jev-permission-gate (madisonrickert) - Claude Code auto-mode tool-call gate using TypeSafe Jev to allow, deny, or defer to the built-in classifier. Project guide.
- jev-pr-quality - GitHub Action for TypeSafe Jev-assisted pull request quality reviews with a live multi-repository RawTree dashboard. Project guide.
- jevroute - Claude Code skill-hint hook via TypeSafe Jev—STOPPED after baseline pilot (69/75 without hints); published negative findings. Project guide.
- Jev Router for Windows - One-click Windows GUI for TypeSafe Jev routing with Codex (jev-codex-bridge) and assisted Claude Code plugin setup. Project guide.
- jev-router (hectorj2f) - Route Claude Code subagents by Jev depth/breadth/noul scores; publishes where the idea fails (distinct from other jev-router*). Project guide.
- jev-supervisor - DeepSeek Harness macOS plugin that supervises agent execution with TypeSafe Jev decisions and budgets. Project guide.
- jev-tools (Rcidshacker) - Claude Code plugin: OpenJev/Codiv for cheap typed agent judgments (edit hook, skill picker, review pre-check); distinct from CMaintz/jev-tools. Project guide.
- JevAlt - Open Jev-API–compatible Choice/Score/Noul models (EN/TR/DE) for CPU (~4 GB RAM); independent of hosted Jev. Project guide.
- jev-answers - MCP server + CLI: send files and typed questions to TypeSafe Jev and get the raw answer back (one session folder per request). Project guide.
- jev-cc-codex-router - Per-turn Codex model-routing proxy: TypeSafe Jev picks tier, rewrites the model, retries flaky upstream errors (distinct from 0xNatoshi/jev-codex-router). Project guide.
- jev-cops - Context-aware tool-call policing for coding agents with graduated Jev-backed verdicts (allow→kill). Project guide.
- jev (drpaneas) - Go package for calling TypeSafe Jev System One typed questions. Project guide.
- jev-dotnet - Unofficial typed C# client for the Jev System One API (Choice/Score/Noul). Project guide.
- jev-gateway-bench - Benchmark suite for vinilana/jev-gateway: coding agents on chess-engine tasks with Jev routing on vs off. Project guide.
- jev-herdr - Spawn Claude Code agents in Herdr with TypeSafe Jev choosing model and effort per agent. Project guide.
- jev-llm-guard - Contextual OWASP LLM Top 10 guardrail powered by TypeSafe Jev, with a Turkish interactive demo. Project guide.
- jev (okooo5km) - Stdlib Python CLI + Agent Skill for TypeSafe Jev
yes/pick/scorevia TypeSafe API or OpenRouter (distinct from typesafe-cli / typesafeai-cli). Project guide. - jev-php (f-lombardo) - PHP client library for TypeSafe Jev / System One APIs (LGPL-2.1). Project guide.
- jev (polidog) - Unofficial Rust CLI for TypeSafe Jev across TypeSafe, Cloudflare, and Vercel providers (CLI shape follows stefafafan/jev)—distinct from feder-cr/jev (jevos). Project guide.
- jev (stefafafan) - Unofficial provider-neutral Go/Unix CLI for TypeSafe Jev (Choice/Noul/Score) via TypeSafe, Cloudflare, or Vercel. Project guide.
- jev (taifoon-io) - Grade an AI agent job with TypeSafe Jev: fact checks in code, four closed questions, receipt with probabilities, optional on-chain records (
@taifoon/jev). Project guide. - JEV ADK - Agent Development Kit patterns for TypeSafe Jev: guardrails, dual-brain routing, and PR triage blueprints (System One decisions in code). Project guide.
- Jev Browser (openqa-cn) - Indexed Playwright automation: TypeSafe Jev chooses control/op; CodexQA skill with replay and HTML reports. Project guide.
- Jev Browser (tontoko) - Integrates Jev field selection and source-backed extraction with a Playwright SDK, CLI, MCP server, and explicit assertions. Project guide.
- Jev Browser (Ying-Kai-Liao) - Turns caller-defined browser goals into Jev-selected Playwright actions with a library, CLI, and MCP server. Project guide.
- Jev Browser Skill - Claude Code/Codex skill where TypeSafe Jev chooses browser operations and targets from a code-built element table (reference implementation; explainer site included). Project guide.
- Jev Bug Hunter - Bounded first-pass bug hunting for source files powered by TypeSafe Jev — a quick sanity check, not a replacement for tests or review. Project guide.
- Jev by Example - Ten runnable JavaScript lessons on agent decisions between steps; Jev supplies typed judgments and code owns policy (offline fixtures by default). Project guide.
- Jev Classification for n8n - Adds typed classification, scoring, yes/no checks, and batched questions to self-hosted n8n, with configurable review routing. Project guide.
- Jev Classifier for Obsidian - Obsidian plugin: classify note properties with TypeSafe Jev using an editable guide (one note or whole vault). Project guide.
- Jev Code Reviewer (egma-ai) - Local PR triage: TypeSafe Jev prioritizes changes; OpenAI explains; Chrome overlay posts nothing to GitHub. Project guide.
- Jev Decision Gateway (kartikanand73) - Governed withdrawal PoC: TypeSafe Jev scores, deterministic policy signs, executor only accepts signed decisions; bench vs GPT-6 Sol and rules — distinct from kuldeepsinh19/jev-decision-gateway. Project guide.
- Jev Deep Research - Research agent pattern: GPT plans searches; TypeSafe Jev judges document regions in parallel and returns original evidence passages. Project guide.
- JEV Flaky Detective - GitHub Action: TypeSafe Jev classifies failing tests as regression/flaky/environment/unknown (never auto-reruns). Project guide.
- Jev Flow - Standalone Node.js studio for typed Jev workflows (Studio, Compendium, Battle Arena; distinct from jev-flow-harness). Project guide.
- Jev for Home Assistant - Turns judgments over selected Home Assistant state into sensors and automation responses, with usage accounting. Project guide.
- Jev for Splunk - Splunk app adding a
jevsearch command for noul/choice/score over events via TypeSafe Jev with KV-store cache (Apache-2.0 LICENSE; GitHub SPDX unset). Project guide. - Jev Gatehouse (Kinde) - Kinde identity + permissions with TypeSafe Jev typed gates before every MCP tool call. Project guide.
- Jev GitHub Action - GitHub Action: install pinned Jev CLI, run typed judgments on an event/JSON request, expose answers (no issue mutation). Project guide.
- Jev Internal Links - Claude Code skill: crawl a site, ask TypeSafe Jev which internal links to add, apply local rules, export a report. Project guide.
- Jev Lab - Local Hundred NPC-town and Jev Shogi labs where TypeSafe Jev chooses the next legal action (Rules mode without a key). Project guide.
- Jev Logs - Scores OpenTelemetry logs for a separate analysis branch, with mock mode and conservative error handling. Project guide.
- JEV Mail Filtering - Local read-only IMAP inbox triage with TypeSafe Jev (needs reply / worth reading / scam / unsure). Project guide.
- Jev MCP (Freepik) - Go MCP server for typed decide/classify/verify/rerank with Jev via OpenRouter or TypeSafe (binary/container releases). Project guide.
- Jev MCP Server (keysersoft) - AnythingMCP connector exposing TypeSafe Jev yes/no, classification, and scoring tools to Claude, ChatGPT, and other MCP hosts (hosted or self-hosted). Project guide.
- Jev Model Router - Early-access Claude Code mod that uses Jev task assessments and configurable confidence thresholds to route subagent models and main-conversation reasoning effort. Project guide.
- Jev Model Routing Lab - TypeScript lab: TypeSafe Jev typed signals drive confidence-aware Claude/Kimi model routing with simulated offline demos. Project guide.
- JEV Reasoning Navigator - Cognitive supervision runtime: TypeSafe Jev semantic judgment plus policy engine, capability receipts, and sandboxed tool execution (license unspecified). Project guide.
- Jev Review - MCP server for experimental software-quality rubric scores and comparisons; requires
JEV_API_KEYand sends supplied code context to TypeSafe. Project guide. - Jev Review (Dev Agrawal) - Screens JavaScript and TypeScript changes or source files with staged Jev judgments and displays evidence-linked findings in a local dashboard. Project guide.
- Jev Review Action - Configurable GitHub Action: catalog or PR classification with TypeSafe Jev only (no text-gen), one template comment. Project guide.
- Jev review gate - GitHub Actions gate: local rules + TypeSafe Jev questions on the diff; exits 0/1 (does not merge). Project guide.
- Jev Runway - Local Codex proxy that uses TypeSafe Jev to trim stale tool output and save tokens. Project guide.
- Jev Score - Local CLI/web scoreboard that grades document revisions against your criteria with TypeSafe Jev via OpenRouter Decisions. Project guide.
- Jev Second Brain - Local-first Markdown vault CLI: FTS index, source-linked related-note suggestions, optional TypeSafe Jev judgments via Vercel AI Gateway. Project guide.
- JEV Sees - Give TypeSafe Jev eyes: one call, many object judgments from camera/video frames. Project guide.
- Jev Sift - Screens files, public webpages, and tool descriptions with Jev before an agent reads selected content; requires a TypeSafe key, and upstream licensing is unspecified. Project guide.
- Jev Starter - Browser console to configure TypeSafe Jev Noul/Choice/Score questions, test live, and export Python/JS/cURL (or example JSON). Project guide.
- Jev Symfony Bundle - Unofficial Symfony bundle for TypeSafe Jev: typed client, validator constraints, Messenger, Workflow guards, and profiler. Project guide.
- Jev the Janitor - Markdown vault janitor: TypeSafe Jev votes on each note; code adds frontmatter or quarantines secrets (dry-run default; offline mode). Project guide.
- Jev Trader - Studies Jev market-direction choices, simulated fills, and on-chain order execution through a Bun trading experiment. Project guide.
- Jev Ultrafast - Selects browser operations and observed targets with Jev, using a separate text model for text entry. Project guide.
- Jev-AI-Skill - Claude Code/Codex/Hermes skill + MCP: TypeSafe Jev gates for agent decisions. Project guide.
- jev-linkedin-saved-classifier - LinkedIn saved-posts board classified into filters by TypeSafe Jev. Project guide.
- jev-realtime-observability - Real-time agent observability with a Jev-protocol judge (open default model path). Project guide.
- jev-safety-gateway - Nginx-front reverse proxy: TypeSafe Jev judges each user input before LLM backends (AGPL-3.0). Project guide.
- jev-support-desk - Developer-support queue tooling on TypeSafe Jev: confidence-gated triage and request doctor. Project guide.
- jev-tools (CMaintz) - TypeScript TypeSafe Jev tools including an agent tool-call guardrail. Project guide.
- jev-ui-test - Jev-driven UI test framework: natural-language cases + pytest/Allure; TypeSafe Jev scores candidate elements (fork of jev-ultrafast). Project guide.
- Jev Vampire Survivors - TypeSafe Jev picks character, stage, level-ups, and walk direction in real Steam Vampire Survivors. Project guide.
- Jev NetHack - TypeSafe Jev plays NetHack 5.0: code lists legal moves, Jev picks one (dashboard + optional Hardfought). Project guide.
- Jev Voice Browser - Experiments with typed Jev decisions over partial voice transcripts and page elements to control Playwright, with a local decision inspector. Project guide.
- Jev WCAG Auditor - axe-core WCAG checks plus TypeSafe Jev adjudication of judgement calls on public/.gov pages. Project guide.
- jev-agent-browser - Confidence-gated browser actions for
agent-browserwith TypeSafe Jev (or Gateway/Cloudflare/custom providers). Project guide. - jev-agent-failure-benchmark - Benchmarks TypeSafe Jev on Who&When Pro agent-failure attribution (who/when/what) against published LLM baselines. Project guide.
- jev-agent-kit - Zero-dependency CLI + MCP tools (route/triage/guard/grep/rank/compact/judge/…) on TypeSafe Jev (
@walidboulanouar/jevkit; distinct from Rust jevkit). Project guide. - jev-agent-kit (nanoDBA) - Evidence-layer hooks for Claude Code/Codex/Hermes: TypeSafe Jev scores risky tool calls in shadow mode by default — distinct from walidboulanouar/jev-agent-kit. Project guide.
- jev-agent-skill (RosarioDiBartolo) - Agent skill connecting Jev and Kev System One models to Codex and AI agents for fast tool routing, classification, and bounded decisions. Project guide.
- jev-agent-tools - Jev transport/provider layer with fail-closed validation; shared by jkudish/jev-browser and jkudish/jev-mcp. Project guide.
- jev-ai-use-cases (atliq) - LangChain notebook: TypeSafe Jev for triage, routing, reply guards, tool selection, finance-inbox checks. Project guide.
- jev-align - CLI to build calibrated AI Functions from human labels using TypeSafe Jev evaluation and GEPA optimization. Project guide.
- jev-android - Kotlin Android UI-agent SDK: TypeSafe Jev or DeepSeek selects accessibility actions; local Maven sample (not on Maven Central). Project guide.
- jev-auto-approve - Claude Code hook: TypeSafe Jev auto-approves read-only shell commands in milliseconds; everything else still prompts you (fail-open). Project guide.
- jev-backend-qa - Backend QA agent with PAL/Jev adjudication to BLOCK/WARN/PASS (CLI + GitHub Action). Project guide.
- jev-blindspot - Claude Code / Codex side panel: TypeSafe Jev gates whether a prompt needs a second look, then optional blind-spot cards (issue #400). Project guide.
- jev-broker - Local HTTP MCP broker for Hermes agents: validate questions, call TypeSafe Jev via OpenRouter, return structured judgments (agent still decides). Project guide.
- jev-browse (cooper667) - Claude Code plugin: plain-English Playwright checklist QA judged by TypeSafe Jev on Cloudflare Workers AI (distinct from other jev-browse listings). Project guide.
- jev-browse (danielnc) - browser-harness helpers: TypeSafe Jev decides each click for agent-delegated website sub-tasks (distinct from cooper667). Project guide.
- jev-browsecomp - BrowseComp-Plus research harness: Jev Choice/Noul screening vs full-LLM/RLM pipelines with mechanical citation checks. Project guide.
- jev-browser-bridge - Plug any CDP browser into Jev—cloud, local, or self-hosted, including no-render engines. Project guide.
- jev-browser-mcp (bothuany) - MCP browser: host states intent; TypeSafe Jev clicks; cheap reader sees the page; DOM stays out of context. Project guide.
- jev-browser-sidekick-mcp - MCP server: plain-language browser steps; TypeSafe/OpenRouter Jev picks page controls while Playwright MCP shares the Chrome session. Project guide.
- jev-browser-skill (ChenYCL) - Browser/computer-use CLI+MCP for coding agents: TypeSafe Jev chooses actions in ego lite/Chrome/Safari (distinct from zurfyx/hqman). Project guide.
- jev-browser-skill (hqman) - Playwright Chromium skill/
jbCLI driven by Jev (Vercel AI Gateway or TypeSafe); distinct from zurfyx/jev-browser-skill. Project guide. - jev-browser-use (AuroraPixel) - Jev browser loops for Codex/Claude: warm Chrome daemon, CLI/MCP/extension, host handoffs for reading/text. Project guide.
- jev-calibrate - Calibrate TypeSafe Jev questions against labelled examples and get per-question gate/ranker/unusable verdicts. Project guide.
- jev-calibration - Reliability diagram and ECE for TypeSafe Jev on 240 hand-labelled agent tool calls (labels + scripts published). Project guide.
- jev-certify - Conformal risk certificates and prediction-powered audits for TypeSafe Jev routing thresholds (offline tests; live via OpenRouter Decisions). Project guide.
- jev-chrome-mcp - MCP adapter running the jev-browser-use click loop in Chrome for Cursor/Codex. Project guide.
- jev-ci-pathfinder - GitHub Action: TypeSafe Jev selects which allowlisted CI jobs to run after a change; workflow YAML stays in control (distinct from jev-ci-selector). Project guide.
- jev-ci-selector - GitHub Action that asks TypeSafe Jev which described CI tasks apply to the current PR diff and exports boolean job outputs. Project guide.
- jev-ci-triage - Classify failing CI tests (Playwright/JUnit) as regression, flaky, environment, test-data, or unknown—rules first, TypeSafe Jev for ambiguous cases; never reruns or masks failures. Project guide.
- jev-claude-code (Axiumine) - Research catalog plus reference MCP: TypeSafe Jev yes/no triage for Claude Code via OpenRouter (distinct from DarioFontanel/weiping). Project guide.
- jev-claude-code (DarioFontanel) - Claude Code prompt pack: TypeSafe Jev model/effort routing, tool-call compaction, and thresholded diff review. Project guide.
- jev-claude-code (weiping) - Claude Code plugin: TypeSafe Jev in the agent loop for permission gate, output ladder, conditional context, and subagent routing (shadow mode default; distinct from DarioFontanel/jev-claude-code). Project guide.
- jev-claude-router (Flam1ngFir3ball) - Claude Code plugin fork: TypeSafe Jev picks model tier and effort per turn with cost-aware switch checks. Project guide.
- jev-claw - OpenClaw typed model routing with TypeSafe Jev (
jev_route) and optional automatic enforcement. Project guide. - jev-cli (shaharia-lab) - Rust CLI/MCP for TypeSafe Jev: noul/choice/score with exit codes for shells/CI and JSON for scripts (distinct from tumf/jev-cli). Project guide.
- jev-cli (tumf) - Unofficial PyPI CLI + stdio MCP for TypeSafe Jev noul/choice/score (distinct from okooo5km/jev, typesafe-cli, typesafeai-cli). Project guide.
- jev-cloud-cost-guardian - GitHub Action FinOps gate: TypeSafe Jev evaluates cloud spend vs budget (
approve/warn/block/manual-review) without mutating infra. Project guide. - jev-cmdline-classifier - Agent skill/CLI that classifies shell commands with TypeSafe Jev Choice into allow/prompt/forbidden (advisory; sandbox stays authoritative). Project guide.
- jev-code-mode - Typed Jev judgments behind two MCP tools: search and execute. Project guide.
- jev-codex-router - Routes each Codex turn through Jev tier and thinking-depth selection via a local Codex Router generic provider, with fail-open fallbacks and an optional Codex-dry tandem. Project guide.
- jev-codex-token-saver - Codex plugin/MCP that scores bounded local evidence with TypeSafe Jev and returns selected exact excerpts (local fallback when Jev is unavailable). Project guide.
- jev-community-ops - Community triage for a developer community on TypeSafe Jev: typed questions, confidence-gated routing, weekly digest (simulate-friendly until early-access key). Project guide.
- jev-compact - Codex CLI plugin: TypeSafe Jev scores tool calls before compaction and restores critical outputs verbatim afterward (distinct from fast-jev-compaction for Claude Code). Project guide.
- jev-compaction (Waxmell114514) - Context compactor that can only score, never write—so agent memory cannot invent transcript facts (offline demo; distinct from fast-jev-compaction). Project guide.
- jev-computer-use-skill (Mrchen116) - Codex/agent skill that delegates repetitive computer-use judgments to TypeSafe Jev. Project guide.
- jev-controller - Fail-open advisory post-tool controller for OMP (oh-my-pi): asks TypeSafe Jev whether to inspect, edit, test, or ask the user—leaves the tool result unchanged if Jev is unavailable. Project guide.
- jev-corrective-rag - Corrective RAG demo: TypeSafe Jev typed gates for triage/grading/verify; generative LLM only writes answers. Project guide.
- Jev-cu - Experimental Codex skill and JavaScript runtime for selecting macOS Accessibility targets with Jev, with action previews and optional result verification; execution-policy limitations require review. Project guide.
- jev-debtgate - Technical-debt gate for coding agents and CI: local metrics plus TypeSafe Jev typed questions and confidence policy (BYOK). Project guide.
- jev-decide (abdullahaamuda) - Agent skill + stdlib Python CLI: offload page-state Choice/Noul/Score judgments to TypeSafe Jev for browser/desktop automation. Project guide.
- jev-decisions (wonghanz) - Typed decision layer for backend engineering (log triage, incident routing, PR triage, deploy risk) with a control-group eval harness via OpenRouter Jev. Project guide.
- jev-dom - TypeSafe Jev operates any web page through its DOM action space (no WebMCP required); Playwright peer. Project guide.
- jev-drone - Explores Jev tactical judgments in a MuJoCo quadrotor simulation, with local flight control and a separate experimental tunnel policy. Project guide.
- jev-effort - Unofficial Claude Code helper: TypeSafe Jev picks per-step reasoning effort and lease (OpenRouter/TypeSafe/Vercel). Project guide.
- jev-effort-router - Hermes plugin for Ollama:Cloud: TypeSafe Jev routes both model and reasoning effort per turn via
llm_requestrewrite. Project guide. - jev-enforce - Claude Code plugin: TypeSafe Jev checks every reply and file edit against CLAUDE.md / AGENTS.md rules and blocks broken rules in-turn. Project guide.
- jev-eyes - Local OCR/layout
see()(and optionalask()) so TypeSafe Jev decides over inspectable image-derived text state. Project guide. - jev-fanout-bench - Reproducible measurement that N TypeSafe Jev questions in one call bill shared state once (2,976 requests, raw JSONL). Project guide.
- jev-feels - Ruby gem for TypeSafe Jev as
feels?/decide/scoreand Rails validations (distinct from BAML feelings and ruby_decision_model). Project guide. - jev-filter (ByteBell) - Claude Code plugin: after grep, TypeSafe Jev noul-filters which files matter (~1% of LLM file-triage cost per upstream bench). Project guide.
- jev-flight-agent - Browser-use flight search demo: TypeSafe Jev picks DOM actions; small LLM types text only (Playwright/CDP). Project guide.
- jev-for-all - Shared TypeSafe Jev decision contract for OpenCode, Claude Code, and Hermes (skill routing, tool subset, browser). Project guide.
- jev-foundation-models - Swift 6 bridge: TypeSafe Jev as an Apple Foundation Models
LanguageModelfor@Generabledecisions (distinct from TypeSafe Swift client). Project guide. - jev-frontier-bench - Reproducible typed-decision benchmark: TypeSafe Jev 1.13 vs Claude/GPT/Kimi/MiniMax/DeepSeek on 200 items (accuracy, calibration, cost). Project guide.
- jev-fuse - Governed execution/safety-gate/audit proxy for TypeSafe Jev and local Laya engines. Project guide.
- jev-gate (MongLong0214) - Claude Code plugin: TypeSafe Jev Gate/Router/Evidence plus Compact/Output (no LICENSE file; ≠ Neoo-Blue jev-gate). Project guide.
- jev-gate (Neoo-Blue) - Claude Code plugin: TypeSafe Jev checks the plan vs your request before edits, then reviews the final summary until gaps are closed. Project guide.
- jev-gates - Composable three-valued semantic logic circuits from TypeSafe Jev judgments and exact rules, with mock/offline demos (distinct from typesafe-agent-gates). Project guide.
- jev-gateway - Local LLM gateway that asks TypeSafe Jev which tool to call for Codex, Claude Code, OpenCode, or Gemini while other traffic uses your usual LLM. Project guide.
- jev-git-graph - Evidence-backed TypeSafe Jev relationship graph for Git branch consolidation. Project guide.
- jev-guard - Coding-agent security hooks: TypeSafe Jev risk-scores tool calls with session context (deny/ask/allow), flags prompt injection, and scans skills across Claude Code, Codex, Cursor, and more. Project guide.
- jev-guard (CMaintz) - Portable TypeSafe Jev allow/block/hold guard for agent tool calls with LangChain and Vercel AI SDK adapters (distinct from leepokai/jev-guard). Project guide.
- jev-guard (klauswg) - Exchange deposit/withdrawal risk triage: TypeSafe Jev judges; Java code adjudicates (distinct from leepokai/CMaintz jev-guard). Project guide.
- jev-guard (muratcakmak) - Claude Code hooks: TypeSafe Jev probability-scored rules deny bad edits/deploys; fail-open if scorer unavailable. Project guide.
- jev-guard (rudra72r) - Python LLM-app guardrails library: TypeSafe Jev (or local/Cloudflare backends) scores inputs/outputs with allow/review/block policies—distinct from leepokai/jev-guard agent hooks. Project guide.
- jev-guard (yelkhanyergali-sys) - PI Mono extension: in-flight terminal pruning (prompt-cache safe) and surgical diff guard using TypeSafe Jev—distinct from rudra72r/leepokai jev-guard variants. Project guide.
- jev-guardbench - Bench: can TypeSafe Jev / open-source Kev replace LLM-as-judge in agent guardrail callbacks? (license unspecified). Project guide.
- jev-guardrails (deepansh-saxena) - Eval harness: same 25 guardrail rules on a mock support agent comparing LLM-as-judge JSON vs TypeSafe Jev (license unspecified). Project guide.
- jev-harness - TypeScript decision harness: confidence-gated TypeSafe Jev policies, shadow mode, recipes, and
jev-eval(distinct from super-jev / jev-layer). Project guide. - jev-harness (TypeSafeAI) - Research proposal-review harness: LLM proposes, Jev answers narrow questions, code leaves host evidence (TypeSafeAI community; distinct from AntonioCoppe/jev-harness). Project guide.
- jev-healthcare-lab - Open Jev vs DeepSeek comparison on 96 healthcare tasks across 12 scenarios (quality/latency/cost). Project guide.
- jev-hooks - Claude Code commit-reviewer plugins driven by typed
/v1/systemonedecisions (self-hosted rizzo-flow or TypeSafe Jev) with a measured question bench. Project guide. - jev-humanizer - Anti-slop skill: TypeSafe Jev flags AI-sounding paragraphs so the writing model rewrites only those spans (RU-focused humanizer). Project guide.
- jev-in-codex - Codex MCP tools for TypeSafe Jev-ranked capability selection, workspace search, and output triage (experimental MVP). Project guide.
- jev-issue-radar - Local read-only dashboard: TypeSafe Jev (OpenRouter) classifies GitHub issue duplicates with evidence passages for maintainer review. Project guide.
- jev-java - Unofficial Java 17+ SDK for TypeSafe Jev with OpenRouter/Vercel adapters and optional Spring Boot starter (
jev-typesafe0.1.1). Project guide. - jev-judge-mcp (PyModel) - Typed judgment MCP tools over TypeSafe Jev; policy decides auto/review/escalate (distinct from gecm0). Project guide.
- jev-layer - Portable System-1 decision layer for agent harnesses: host-owned capability routing, receipts/replay, optional supervision, demo/OpenRouter/TypeSafe providers. Project guide.
- Jev-LCT - Open System One decision engine (Looped Calibration Transformer) with Jev-compatible Choice/Noul/Score serving and HF Qwen-based checkpoints—independent of hosted Jev. Project guide.
- jev-libero - Fine-grained LIBERO robot control study loop: TypeSafe Jev layered decisions with local physics previews and inspectable records. Project guide.
- jev-lint - Ast-grep + TypeSafe Jev natural-language semantic linter (name/body drift, stale comments, weak tests); distinct from huntedman/JevLint. Project guide.
- jev-lint (ckorhonen) - Fuzzy agent linter (jevlint.dev): hooks check agent-written code against team best-practice packs while the agent works (distinct from mizchi/jev-lint and huntedman/JevLint). Project guide.
- jev-linter-action - GitHub Action: configurable TypeSafe Jev yes/no suites over repo files with probability thresholds (distinct from jev-ci-selector and jev-lint CLIs). Project guide.
- jev-loop (King4s) - TypeSafe Jev decides, Claude Code or Hermes builds—MCP server + skill (distinct from lvzhaobo/jev-loop). Project guide.
- jev-macos-loop - Native Apple silicon macOS computer-use agent: local OmniParser/Vision/Accessibility perception with text-only Jev action choice (BYOK Vercel/OpenRouter/TypesafeAI). Project guide.
- jev-mcp - MCP server with ten purpose-built TypeSafe Jev judgment tools (verify, screen, find, classify, review, gate, and more). Project guide.
- jev-mcp (Afloat16) - Unofficial conservative MCP server for TypeSafe AI Jev (stdio) so agents can ask typed System One questions. Project guide.
- jev-mcp (legostin) - MCP server: Claude/Codex agents drive real Chrome with TypeSafe Jev (~100 ms typed decisions, confidence gates, traces); distinct from jkudish/jev-mcp. Project guide.
- jev-mcp (pyck-ai) - Fourteen fail-closed MCP tools over Jev via OpenRouter System One (
jev_score,jev_gate,jev_ask, …)—distinct from markylaredo/openjev-mcp. Project guide. - jev-mcp-server - Python MCP server for official TypeSafe Jev choice/score/noul plus compare/verify/classify and a one-command client installer. Project guide.
- Jev-Mem - System-One–controlled agentic memory: TypeSafe Jev steers admission, multi-relational linking, and adaptive retrieval before a text model answers. Project guide.
- jev-oas-sentinel - Compares OpenAPI documents with deterministic structural checks plus TypeSafe Jev semantic questions; policy code owns pass/review/block. Project guide.
- Jev-Omni - Open multimodal System One–style decision classifier (text/image/audio/video → option probabilities) fine-tuned from Gemma 4 12B IT; independent of official Jev. Project guide.
- jev-omni.js - Run independent Jev-Omni decision classifier in-browser on WebGPU (onnxruntime-web; text+images). Project guide.
- jev-ood-calibration - Independent TypeSafe Jev calibration study with published raw responses: three public benches plus 900 OOD synthetic tickets. Project guide.
- jev-opus - Claude Opus 5.5 with TypeSafe Jev re-picking effort every step via per-message statements (prompt-cache friendly). Project guide.
- jev-packs - Evidence-gated Jev question-pack registry with golden cases and a reproducible offline multi-backend scoreboard. Project guide.
- jev-phone - Phone agent: TypeSafe Jev picks indexed UI actions; phone-use executes on iOS Simulator, Android, or cloud phones (BYOK via AI Gateway). Project guide.
- jev-pi (weiping) - pi package port of weiping/jev-claude-code: TypeSafe Jev permission gate, output ladder, conditional context, and agent router (extension + skills + prompts). Project guide.
- jev-pi-token-reduction - Pi coding-agent extension: TypeSafe Jev trims tool-output chunks before the model sees them (~15% cost on held-out reads). Project guide.
- jev-pii-checker - CLI that finds PII spans and sensitivity with TypeSafe Jev plus regex/segmentation layers (scanned text leaves the host). Project guide.
- jev-pilot (Akramovic1) - Claude Code plugin: TypeSafe Jev picks effort, subagent model, strategy, and one skill per prompt (distinct from JevPilot driving demo). Project guide.
- jev-pilot (wangzhezbz) - All-in-one Codex plugin: TypeSafe Jev for reasoning-effort routing, context filtering, and workflow assistance on macOS/Windows/Linux (distinct from Akramovic1/jev-pilot). Project guide.
- jev-playground - OpenRouter workbench for TypeSafe Jev: typed noul/choice/score questions with calibrated probabilities, latency/tokens/cost metrics, and Postman/cURL export. Project guide.
- jev-plays - TypeSafe Jev plays Craftax: macro/raw action Choice with optional LLM planner-as-facts and a local web UI. Project guide.
- jev-playwright (arthurfiorette) - Playwright reporter: TypeSafe Jev selects which E2E tests to run from the diff (distinct owner). Project guide.
- jev-pr-judge - Typed pull-request verdicts via one parallel TypeSafe Jev call, code-owned policy profiles, Next.js UI, and a sticky-comment GitHub Action. Project guide.
- jev-pr-profiler - GitHub Action: TypeSafe Jev PR risk profile + review-depth outputs for CI (never merges alone). Project guide.
- jev-pref - Turns AGENTS.md / project preferences into a TypeSafe Jev semantic linter for coding-agent diffs (
npx jev-pref). Project guide. - jev-preflight - Claude Code Stop-hook risk check: TypeSafe Jev scores eight axes over a redacted turn diff, with optional one-shot reinspection. Project guide.
- jev-project-context - Evidence-first experiment memory skill for coding agents with optional TypeSafe Jev semantic triage. Project guide.
- jev-prompt-sentry - Anthropic Messages reverse proxy that screens jailbreaks/injections with one batched TypeSafe Jev call (PolyForm Noncommercial). Project guide.
- jev-proxy - Local TypeSafe System One proxy that records, caches, and replays calls with a web inspector. Project guide.
- jev-pruner - Prunes eligible Bash stdout with Jev before it reaches Claude Code or an opt-in Codex wrapper, while archiving the original output locally. Project guide.
- jev-qa (moonshot-partners) - Parallel browser QA: TypeSafe Jev drives acceptance, adversarial, and smoke verification of web changes. Project guide.
- jev-ra - MCP/CLI browser-use layer for coding agents: TypeSafe Jev picks each Chrome operation and target in one round trip (OpenRouter or TypeSafe key). Project guide.
- jev-rag - Vector-free local RAG: SQLite BM25 retrieval, TypeSafe Jev evidence reranking, optional grounded LLM answers (no embeddings). Project guide.
- jev-rag-gate - Semantic gating for RAG retrieval candidates (relevance, premise contradiction, prompt injection) with TypeSafe Jev System One. Project guide.
- jev-recipes - 66 composable TypeScript recipes for TypeSafe Jev decisions (rerank, verify, clarify, route, and more) via the official SDK. Project guide.
- jev-reflex (xnuonux) - Portable TypeSafe Jev decision sidecar (MCP/CLI/pi) with durable budgets, duplicate-call protection, and source-bound context plans. Project guide.
- jev-req-gate - Quality gate for AI-generated requirements: TypeSafe Jev MECE questions route PASS/REVIEW/BLOCK with calibrated probabilities. Project guide.
- jev-rerank-bench - Experiments comparing TypeSafe Jev rerank recipes to Cohere and open rerankers on shared BM25 sets. Project guide.
- jev-reranker - Pipe JSON search candidates through TypeSafe Jev to rerank, filter evidence, or compress passages for LLM context. Project guide.
- jev-reranker (hotchpotch) - Python RAG relevance filter/reranker with TypeSafe Jev (listwise/pointwise/pairwise); distinct from the shinpr Rust CLI. Project guide.
- jev-research-pipeline - Daily research monitor: Python owns the loop; TypeSafe Jev screens papers/repos per standing question; an LLM writes Obsidian notes. Project guide.
- jev-risk-check-provider - x402 risk-check provider: TypeSafe Jev typed decisions plus ES256-signed attestations facilitators can verify for agent payments. Project guide.
- jev-robotics-eval - Evaluate JEV-compatible robot control on MetaWorld and RoboTwin (text/vision, privilege levels). Project guide.
- jev-router - Routes fresh Claude Code and Codex turns through Jev model selection and deterministic fallback policy, with locally inspectable routing exchanges. Project guide.
- jev-router (Ex8-ca) - Hermes plugin: TypeSafe Jev skill routing via OpenRouter with cache-safe session-start pre-route. Project guide.
- jev-router (FrancoisChastel) - Route each coding-agent turn to the cheapest model that can finish it: Switchyard-style signals + TypeSafe Jev judge for Claude Code/Codex/OpenCode/Pi (
@french-castle/jev-router). Project guide. - jev-router (jjjjjjjjjjjjjjjjacob) - Claude Code plugin + skills: Jev picks effort level for every prompt and the right model for every subagent; off until you type /jev. Distinct from other jev-router listings. Project guide.
- jev-router (peptidehackers) - Numpy-only System One decision heads with Wilson-certified act-or-escalate routing (SalesRLAgent prior art)—independent of hosted Jev; distinct from gargpratyush/jev-router. Project guide.
- jev-rules - Selects Claude Code project rules and map documents with Jev judgments over prompts and file paths, with session caching and fallback context. Project guide.
- jev-sap-commerce - SAP Commerce extension: TypeSafe Jev review moderation + category suggestions with dry runs and audit records. Project guide.
- jev-sdk-java - Unofficial Java 21 System One client with sealed Question/Answer types (TypeSafe-only; source-build until Maven Central lists 0.1.0). Project guide.
- jev-search (AnthonyDavidAdams) - Agentic search library/CLI: deterministic fetch/parse; only link/candidate decisions go to Jev (or local Laya). Distinct from superagents-lab Jev Search app. Project guide.
- jev-seatbelts - Seven Claude Code hooks that catch expensive agent mistakes; TypeSafe Jev on judgment tiers. Project guide.
- jev-sec-audit - Lightning-fast AI supply-chain security auditor: TypeSafe Jev scores typosquatting and malicious package scripts in milliseconds (CLI + GitHub Action). Project guide.
- jev-sec-bench - Blind TypeSafe Jev security benchmarks (prompt injection + vulnerable code) on public corpora, with a results TUI (built on jev-go). Project guide.
- jev-security-prioritization - Experiment: TypeSafe Jev prioritizes SCA/SAST findings with context vs severity-only baselines. Project guide.
- jev-security-sentinel - GitHub Action that gates SAST/SCA/IaC/secrets/container findings with TypeSafe Jev (
PASS/WARN/BLOCK/REVIEW) without hiding findings. Project guide. - jev-seo - Agent-oriented SEO/GEO CLI and MCP with local DuckDuckGo helpers and optional TypeSafe Jev scoring. Project guide.
- jev-seo (AgriciDaniel) - Live website SEO audit from one URL with TypeSafe Jev judgments and PDF/XLSX/Markdown reports (distinct from AkashPriyadarshii/jev-seo). Project guide.
- jev-seo-skills - Five tested SEO workflows powered by TypeSafe Jev: intent, internal links, cannibalization, brief QA, AI mention tracking. Project guide.
- jev-shadow-adapter - Shadow-mode observational adapter harness for TypeSafe Jev routing decisions, with an MkDocs GitHub Pages site. Project guide.
- jev-shell-history - Ranks recent zsh commands with Jev for inline suggestions; sends selected history to TypeSafe and requires a user-supplied API key. Project guide.
- jev-shield - Semantic MCP firewall and skill: TypeSafe Jev (Vercel AI Gateway) screens tool calls, results, and descriptions. Project guide.
- jev-sim-use - iOS Simulator/Android navigator: TypeSafe Jev picks the next on-screen action each step (sim-use). Project guide.
- jev-skill (marcodicesare-dev) - Community Jev skill for Claude Code/Codex: guide, Python CLI, five tested recipes, and measured findings from ~19k API calls (not TypeSafe's official skill). Project guide.
- jev-skill-gate - Gates Claude Code skill manifests with TypeSafe Jev relevance scores and
skillOverridesso irrelevant skills stay out of context. Project guide. - jev-skill-router-bench - Independent measurement of a Jev skill router on a Hermes roster (published scorecard; not a vendor replica). Project guide.
- jev-skill-scout - Finds Claude Code turns where a skill should have loaded and did not (TypeSafe Jev audit CLI + live suggest mod). Project guide.
- jev-skills - Claude Code/Codex plugin: TypeSafe Jev selects which installed skills enter context each turn (zero always-on skill-list tokens). Project guide.
- jev-studio - Python CLI (
jev) plus MCP server kit for TypeSafe Jev verify/screen/classify/extract flows and cookbook tools (Alpha 0.1.0). Project guide. - Jev-Style - Local calibrated decision models with systemone-compatible server, agent skills, Claude Code guard, and MCP tools; HF weights—independent of hosted Jev. Project guide.
- jev-subtitle-translator - Translate SRT subtitles with structured LLM output and TypeSafe Jev QC checks (GPL-3.0). Project guide.
- jev-suite - Four Java decision-quality apps on one TypeSafe Jev kernel; deterministic code keeps thresholds and vetoes. Project guide.
- jev-support-agents - FastAPI multi-agent support reference: LLMs draft replies; TypeSafe Jev routes, evaluates, and retries/escalates (60-ticket bench). Project guide.
- jev-swap - Scan codebases for decision-shaped LLM calls, generate TypeSafe Jev modules, and shadow-test savings. Project guide.
- jev-switch - Local-first Jev protocol gateway (Rust/axum + React/Tauri): aggregate upstreams, editable routing DAG, playground—Vercel/Laya adapters today; TypeSafe/OpenRouter on the roadmap. Project guide.
- jev-switchboard - Semantic gate for parallel Claude Code/Codex agents: TypeSafe Jev chooses interrupt vs drop and which evidence to inject. Project guide.
- jev-table - Local-first CLI that adds TypeSafe Jev AI columns to CSV/JSONL with confidence, review queue, resume, and dry-run cost preview. Project guide.
- jev-test-filter - Scores each test against a git diff with TypeSafe Jev and emits filter args for vitest, Jest, node:test, Playwright, cargo, and go test. Project guide.
- jev-test-impact - Test impact analysis CLI/Action: Git diff + static deps + TypeSafe Jev score candidate tests so CI runs only likely-affected Vitest/Jest files. Project guide.
- jev-test-triage - Ranks surviving mutants by whether a killing test is worth writing, using batched TypeSafe Jev judgments (
jtt); hooks for pre-commit and GitHub Actions. Project guide. - jev-ticket-triage - Reproducible support-ticket triage eval: TypeSafe Jev vs Together.ai LLMs on accuracy/cost/latency/confidence (WIP). Project guide.
- jev-tool-search - Benchmark and experimental engine comparing BM25, embeddings, rerankers, and TypeSafe Jev for selecting among 525 real MCP tools. Project guide.
- jev-toolkit - MCP-first TypeSafe/Jev toolkit:
jev mcpplus CLI triage/audit/label/route and optional Prometheus impact metrics. Project guide. - jev-tree - Recursive TypeSafe Jev Choice over a JSON taxonomy so catalogs can exceed the 255-option flat Choice cap. Project guide.
- jev-triage - GitHub Action that labels issues with TypeSafe or Cloudflare Jev typed questions and confidence-gated applies. Project guide.
- jev-triage (ZephyrDeng) - Triage a GitHub or GitLab backlog with TypeSafe Jev: duplicates, related topics, issue types and dependency order in one HTML report (gh/glab). Distinct from other jev-triage listings. Project guide.
- jev-ultrafast-skill (SherseaHe) - Portable agent Skill wrapping browser-use/jev-ultrafast for Codex-style agents: bounded Chrome runs with result verification. Project guide.
- jev-use (shitianfang) - Hands the Claude Code, Codex and pi steps that need no text output to Jev, returning anything it should not decide to the LLM under a typed escalation contract. Project guide.
- jev-verify (stillmarcus24) - Checks published Jev outputs against the Yurin confidence identity (distinct from dsh-jev-verify). Project guide.
- jev-web - Browser runtime for open-weight typed-decision models (open-jev/Laya/Strands/…); local after weight cache—independent of hosted TypeSafe Jev. Project guide.
- jev-web-skills - Five tested website-building workflows with TypeSafe Jev: page maps, content migration, silo and doorway QA, on-site routing. Project guide.
- JevBench (metamorphic) - Metamorphic coherence benchmark for typed probabilistic decision models (50 probability/choice laws; no gold labels). Project guide.
- JevDo - Jev-first DeepSeek Harness agent loop that reuses validated Actions before calling a frontier model. Project guide.
- jevex-cli - Jev-powered per-turn Codex model router with a terminal UI (jevex). Project guide.
- JevGate (RichieLoco) - Pure-MQL5 MetaTrader 5 module that vetoes EA trades using TypeSafe Jev calibrated judgments (distinct from Claude Code jevgate plugins). Project guide.
- jevmate - Shell/CLI, Claude Code plugin, and MCP server for coding-agent triage, test selection, and risk review via TypeSafe Jev. Project guide.
- JevOss - Probe suite for any Jev-API decision model: accuracy, calibration, and adversarial recipes (Jev/Laya/etc.). Project guide.
- JevSceneMiner - Mines driving maneuvers from Autoware rosbags and nuPlan logs with TypeSafe Jev: motion, lane geometry and object interactions become a readable script, Jev classifies lateral and longitudinal labels with probabilities, and answers merge into timestamped scenes with a camera/BEV/timeline review viewer and ground-truth editor. Project guide.
- jevtri (Jev Triage) - Go CLI for the first minutes of a Linux server incident: collects log lines around the incident time, masks secrets, and asks TypeSafe Jev how worth investigating each log is, so you know which log to read first; signed rpm/deb releases and English/Japanese/Chinese docs. Project guide.
- jevwright - Browser E2E tests written as user steps: TypeSafe Jev selects controls once; recordings replay without the model; application code owns pass/fail. Project guide.
- JevX (vij-sameerb5) - Find hardcoded judgment calls in a codebase and replace strong fits with TypeSafe Jev noul/choice/score (tests as proof). Distinct from hawkyre/jevx and muthuishere/jevx. Project guide.
- jev-zork - TypeSafe Jev plays Zork I: Choice over Jericho valid actions with anti-loop policy and a French replay dashboard. Project guide.
- jev.zig - Unofficial Zig client for the TypeSafe System One API (Jev): compile-time typed noul/choice/score questions. Project guide.
- jev2mcp - Local companion + Chrome extension: TypeSafe Jev picks ChatGPT MCP/plugin/tool mentions from a configured catalog. Project guide.
- jev4j - Java 17+ TypeSafe/OpenRouter Jev library (Maven Central) with enum choice/score helpers and Spring Boot starter. Project guide.
- jev4k - Kotlin DSL/client for TypeSafe Jev Noul/Choice/Score (Maven Central
com.pambrose:jev4k; distinct from jev-java / jev-android). Project guide. - Jev_validation_agent - Python Jev Guard: TypeSafe Jev validates agent outputs with checks, reports, and a local demo UI. Project guide.
- jeval - Measures probabilistic classifier calibration (incl. Jev confidence) and cost-optimal human hand-off thresholds; offline demo included. Project guide.
- jevals - Local TypeSafe Jev evaluation workbench: author Noul/Choice/Score cases with expected answers, run them, and compare saved results. Project guide.
- JEVals (duberblock) - Open-source playground for System One / JEV-compatible evals: fidelity, semantic judging, and independent verification across web screens (distinct from dayhaysoos/jevals and Jevals.com). Project guide.
- Jevals.com - Hosted independent boards: TypeSafe Jev vs LLMs on PubMedQA/Banking77/HelpSteer2 (calibration/cost/latency); data CC BY 4.0 (distinct from dayhaysoos/jevals). Project guide.
- Jevaluate - Confidence-gated web-app walkthroughs with TypeSafe Jev (optional DeepSeek vision) plus eval/judge scripts and an agent skill. Project guide.
- JevAny - Open infrastructure for training, evaluating, and deploying System 1 decision models (independent of hosted TypeSafe Jev). Project guide.
- JevApi - .NET 10 TypeSafe Jev client (AOT) plus stdio MCP evaluate/batch tools. Project guide.
- jevbench (dhruvmehra) - Reproduce TypeSafe Jev vs LLM/BERT/Laya/NLI text-classification accuracy, calibration, latency, throughput, and cost on public datasets. Project guide.
- jevbrief - Playwright briefing for TypeSafe Jev: filter page elements with drop reasons, Choice next-click, local trace viewer. Project guide.
- jevbus - Rust streaming event bus: TypeSafe Jev (or any Judge) decides route/subscribe/deliver dispositions with policy thresholds. Project guide.
- jevc - Compiles natural-language agent rules and JSON Schemas into TypeSafe Jev programs (typed questions + code reducers) you can test offline. Project guide.
- jevcache - OpenAI-compatible local cache proxy: TypeSafe Jev (OpenRouter Decisions) admits same-intent paraphrases so expensive chat completions can be skipped (fail-open on Jev errors). Project guide.
- jevci (sumant1122) - Sub-second CI/diff/commit/doc quality gate powered by TypeSafe Jev System One (score+noul). Project guide.
- JevClient.jl - Unofficial Julia client for TypeSafe System One (Noul/Choice/Score; endpoint policy to api.typesafe.ai). Project guide.
- jevcompat - Spec and conformance suite for Jev-compatible TypeSafe System One API servers (proxy, mock, GitHub Action). Project guide.
- JevCore Agent - Local coding harness (
jevcoreagent): TypeSafe Jev task/risk/mode judgments plus hard-policy Guard, MCP + CLI. Project guide. - jevcut - Auto-clipper: code enumerates cut edges; TypeSafe Jev judges standalone clips for Shorts/Reels/TikTok (benchmarked on 38 videos). Project guide.
- jevdev - Rust coding-agent harness built around TypeSafe Jev System One decisions (HTTP or local transport). Project guide.
- jevdevice - MCP harness for Android (adb) or local shell: TypeSafe Jev (or local Laya) picks one runtime-discovered target per goal; code gates and executes. Project guide.
- jeveloper - Claude Code plugin: TypeSafe Jev reflex layer for route/gate/verify/completion and optional driver mode. Project guide.
- JevEmbed - Embedding-based Choice/Score/Noul framework with Jev-shaped API/CLI/HTTP server; independent of hosted TypeSafe Jev. Project guide.
- JeVerifier - Claude coding harness: TypeSafe Jev builds reading lists and contradiction/rule checks; Claude reviews. Project guide.
- jevernetes - Live Kubernetes log analysis (CLI/dashboard) with optional TypeSafe Jev judgments or offline keyword rules and agent handoff prompts. Project guide.
- jevface - Typed judgments for Java: declare questions as an interface and let Jev answer them. Project guide.
- jevfilter - Python library/PyPI: filter or classify text with plain-English rules via TypeSafe Jev (choose/check/rate). Project guide.
- JevFlow - Claude Code plugin that keeps agents honest: plans as phases with checks; when Claude tries to stop, JevFlow asks Jev if the work is really done. Project guide.
- jevframe - Semantic AI for pandas and Polars: TypeSafe Jev
.jevaccessor returns structured answers with full probabilities. Project guide. - jevgate (craxrev) - Claude Code plugin: TypeSafe Jev facts gate Bash/Write allow/ask/deny (bypassPermissions-friendly). Project guide.
- jevgo - Unofficial Go client for TypeSafe System One: typed Noul/Choice/Score in one call (stdlib HTTP). Project guide.
- jevgrep (dzhng) - Coding-agent CLI (
jg/@dzhng/jevgrep): ask what code does and get relevant files plus excerpts via Jev (TypeSafe, Vercel AI Gateway, or OpenRouter)—distinct from kyu1204/jgrep npm jevgrep. Project guide. - JevGuard - Claude Code/Codex plugin: generate project rules from CLAUDE.md/AGENTS.md and enforce them with TypeSafe Jev on PreToolUse/Stop (distinct from jev-guard risk scoring). Project guide.
- JevGuard (blacksinisterx) - Agent tool-execution security layer: hard rules then TypeSafe Jev allow/review/block (distinct from leepokai/jev-guard). Project guide.
- jevkit - Rust CLI for TypeSafe Jev typed decisions plus offline
jev lintbefore paid calls (distinct from Hermes's internal Pythonjevkitclient). Project guide. - jevlang (RoyWiggins) - Python codec preprocessor: if/while/match conditions decided by TypeSafe Jev (including English conditions); upstream LICENSE file missing. Project guide.
- JevLang (TimMikeladze) - Policy engine for routes/gates/actions: Jev answers only policy questions; signed journal (distinct from sumanmichael/jevlang). Project guide.
- JevLangGraph (blacksinisterx) - LangGraph agent where TypeSafe Jev picks continue/search/tool/retry/finish/escalate (distinct from other jev-langgraph owners). Project guide.
- jevlens - Evaluate, calibrate, replay, and monitor TypeSafe Jev decisions from labeled datasets with threshold suggestions and optional Streamlit/CI. Project guide.
- Jevlet - Research reconstruction of a System One decision model (Noul/Choice/Score) plus a Windows command-palette daily driver; HF weights—independent of hosted Jev. Project guide.
- Jevlike - Trains a small option-attention scorer with synthetic data and optional frozen encoders; independent of official Jev. Project guide.
- Jevlin - Zig 0.16 SDK for TypeSafe Jev Choice/Score/Noul with bounded buffers, retries, and deadlines (independent of TypeSafe). Project guide.
- JevLint - Semantic lint CLI: plain-English conventions scored as file-level TypeSafe Jev Noul judgments (
@jevlint/cli). Project guide. - jevlint (Ice-Hazymoon) - Semantic lint CLI (
@hazymoon/jevlint): plain-English yes/no rules judged by TypeSafe Jev with calibrated probabilities (distinct from huntedman/JevLint and mizchi/jev-lint). Project guide. - jevmcp (eaisdevelopment) - Agent plugin + MCP: TypeSafe Jev screens spec-drift, CI triage, and code-audit checks for Claude Code/Codex. Project guide.
- jevmem - Git-tracked JEVMEM.md project memory for Claude Code/Cursor/Codex; TypeSafe Jev decides what to save and recall, and checks tool calls against saved rules. Project guide.
- jevmetrics - Experimental OpenTelemetry Collector metrics processor: TypeSafe Jev assesses instrument metadata for retention; deterministic keep/reduce policy with caching (alpha). Project guide.
- jevmod - Moderation CLI/SDK/API/MCP and optional chat bots with per-category TypeSafe Jev probabilities and thresholds you own. Project guide.
- jevmory - Local coding-agent memory with verbatim quotes graded by TypeSafe Jev confidence and receipt-backed MEMORY.md audits. Project guide.
- jevnav - Browser automation with TypeSafe Jev element choice, JSONL decision traces, risk gates, and offline CI replay (distinct from Ultrafast). Project guide.
- jevonian - Local OpenAI/Anthropic/Responses proxy for coding agents where one Jev call answers both the model route and the thinking level for
jevonian/auto, after code has filtered candidates by protocol, context window, effort floor, and spent quota windows; a pinned model or explicitjevonian/<route>skips Jev entirely, and costs in the ledger are estimates. Project guide. - JevOnly - Pure-Jev browser agent: code enumerates page/goal options, Jev only picks, with verify/undo and an irreversible-action gate. Project guide.
- jevos - Self-hosted, Jev-compatible
/v1/systemoneserver answering yes/no (Noul) questions from a CPU-only 1B GGUF model (MIT); independent of hosted Jev. Project guide. - JevPaper - Chrome extension that uses TypeSafe Jev to highlight arXiv claim evidence and caveats on the authors' own sentences. Project guide.
- jevper - Jev-shaped System One noul/choice/score client over any OpenAI-compatible model (no hosted TypeSafe API). Project guide.
- JevPilot - Demonstrates Jev maneuver selection in a browser driving simulation with local collision checks; application licensing is unspecified. Project guide.
- jevpilot (bloudhood) - MCP browser that finishes goals with TypeSafe Jev picking each step (distinct from standardagents/jevpilot driving demo). Project guide.
- JevPokerBench - Texas Hold'em benchmark/playground with official TypeSafe Jev, cash/SNG boards, and BYOK agents. Project guide.
- jevq - Jev filter sidecar for jq pipelines (
jq | jevq | jq): keep JSONL values that pass a yes/no TypeSafe Jev question (or emit scores). Project guide. - jevql - psql-style CLI, MCP server, and Go/TypeScript/Python SDKs that add TypeSafe Jev predicates, probabilities, choices, and scores to queries against vanilla PostgreSQL without an extension; distinct from pg-jev. Project guide.
- jevql (hemanth) - npm
jev-qlcalibrated semantic SQL over unstructured data with TypeSafe Jev (distinct from kylemclaren/jevql). Project guide. - JevRepoTriage - Self-hosted GitHub issue/PR triage assistant powered by TypeSafe Jev (web UI + workers). Project guide.
- Jevris - Local decide/verify/route control plane for coding agents using TypeSafe System One Jev. Project guide.
- JevRoute (suncirkles) - Decision-only coding-task model routing (JevRoute) with a separate evaluation harness and recorded experiment evidence. Project guide.
- JevRouter - Capability router: TypeSafe Jev (or OpenRouter Decisions) picks among models/subagents/skills/MCP/CLIs while code enforces permissions, risk, confirmation, and receipts. Project guide.
- Jevs - Bun/TypeScript MCP server and Codex plugin for TypeSafe Jev classify/score/check/batch via the official JS SDK. Project guide.
- JevScope - Local-first visual workbench and JSONL regression testbench for TypeSafe Jev projects. Project guide.
- jevsearch - shadcn/ui registry block for ⌘K site search that shows keyword hits immediately, then re-ranks the top candidates with one TypeSafe Jev request; no embeddings or vector database. Project guide.
- jevseek - DeepSeek proposes next tokens; TypeSafe Jev via OpenRouter System One chooses which to append. Project guide.
- jevsh - Bash wrapper: TypeSafe Jev scores shell command risk (LOW–CRITICAL) before you confirm run. Project guide.
- JevShield - Python/LangChain tool-call security gate using TypeSafe Jev Choice/Noul/Score with local heuristic fallback (distinct from Node jev-shield). Project guide.
- jevskillz - Claude Code skills +
jevCLI for calibrated TypeSafe Jev checks over claims, tests, acceptance, and triage evidence. Project guide. - JevSQL - Adds TypeSafe Jev natural-language predicates and decision tables to SQLite SQL with batching, caching, and review queues; distinct from pg-jev. Project guide.
- JevT++ - C++20 library for typed System One–style decisions (enums/booleans/scores) with optional local Laya (ONNX/ggml) or remote backends—independent of hosted Jev. Project guide.
- JevTape - Record/replay/inspect TypeSafe Jev decisions as JSON cassettes with Decision Contract fingerprints for offline CI. Project guide.
- jevtok - Exact token counting and request-cost prediction for TypeSafe Jev (tiktoken-style encoder reconstructed from API usage). Project guide.
- jevtok-ts - Offline Jev token counting and request accounting for Node.js/TypeScript (companion to LabGuy94/jevtok). Project guide.
- JevTrace - MCP retrieval filter: TypeSafe Jev keeps only relevant snippets to cut agent tokens. Project guide.
- JevTree (Chuf-H) - Probability tree/graph runtime over TypeSafe Jev local action distributions for verifiable multi-step decisions (distinct from reachjalil/jev-tree). Project guide.
- jevtriage - GitHub Action + CLI: triage PRs with TypeSafe Jev (
ready/needs_review/risky) and confidence-gated exits. Project guide. - jevtrim - Benchmarks TypeSafe Jev as a context-relevance judge vs retrieval on LoCoMo with matched token budgets. Project guide.
- jevx (muthuishere) - Agent skill + CLI for typed yes/no/choice/rating gut checks via System One (hosted Jev or self-hosted); distinct from hawkyre/jevx browser extension. Project guide.
- jevyoumean - Semantic CLI "Did you mean?": TypeSafe Jev matches unknown subcommands by intent from help text (
jym). Project guide. - jevzf - Meaning search for fzf: rank piped lines by TypeSafe Jev relevance (CLI filter or stock fzf Ctrl-R binding); unofficial. Project guide.
- jgrep - Filters text, structured records, functions, and diff hunks against plain-English descriptions using Jev Noul judgments. Project guide.
- jgrep (npm: jevgrep) - Node CLI that gates a diff in CI on a rule written in English (
--diff, grep exit codes) and lists the test files a diff can affect (--tests), one TypeSafe Jev Noul per code chunk, diff hunk, or CSV row; distinct from the Python jgrep. Project guide. - JIS · PARALLELIZE - Agent swarm where rules do zero-token coordination and TypeSafe Jev judges verify/adopt/dispute when rules cannot. Project guide.
- JIT-JEV Context OS - Epistemic context runtime + TypeSafe Jev System 1 gate for tool-using coding agents. Project guide.
- jlink - Links records under a plain-English match rule using Jev Noul pair judgments, with local candidate blocking and match resolution. Project guide.
- jmc-jev-mcp - MCP server that judges JDK Flight Recorder recordings with TypeSafe Jev typed questions. Project guide.
- JMP - Local coding workspace where TypeSafe Jev selects the next tool action and DeepSeek/Codex/Bonsai supply arguments for OpenHands/MCP execution. Project guide.
- jselect - Selects source-linked evidence within a token budget using Jev Noul relevance judgments and local diversity-aware selection. Project guide.
- jsort - Semantic sort CLI: order lines along a plain-English dimension via pairwise TypeSafe Jev comparisons and a Bradley–Terry scale. Project guide.
- Juardrails - Go guardrails service for TypeSafe Jev policies (YAML/UI, namespaces, audit, REST/CLI); repository license unspecified at review. Project guide.
- judge_rails - Rails gem that stores TypeSafe Jev Noul/Choice/Score answers as ordinary, indexable ActiveRecord attributes kept up to date, with SQL scopes such as
urgency_above(0.8); also a plain Ruby client. Project guide. - judgment (Rust) - Rust crate that turns TypeSafe System One (Jev) answers into verified, testable Rust types — typed choice/noul/score questions, a
Fakebackend that checks scripted answers like a server would, and.judrubric documents that keep thresholds beside the questions. Project guide. - jurl - curl that reads the page for you:
jurl -q "question" <url>fetches a page (with a headless browser when it needs JavaScript), and TypeSafe Jev picks the passages, links or code that answer, with Cloudflare Clef-flash for images; no chatbot, prose stays verbatim. Project guide. - Kafka Jev Connector - Kafka Connect sink connector that sends each record from your input topics to TypeSafe Jev with a question set you configure and publishes an enriched record (original message, answers, trace and dedupe IDs) to an output topic; at-least-once delivery, dead-letter topic, Confluent Cloud custom-connector or self-managed Connect. Project guide.
- Kassad - .NET LLM guardrails: TypeSafe Jev typed checks return Allow/Flag/Review/Block with calibrated confidence (ASP.NET middleware). Project guide.
- Kestra TypeSafe plugin - Kestra plugin for TypeSafe System One typed evaluations inside orchestrated workflows (not Scala Typesafe). Project guide.
- kevala - Zero-dependency Rust→WASM decision models (Laya/Kev/…) in any web page with WebGPU; independent of official Jev. Project guide.
- KiroGraph - Local semantic code knowledge graph and MCP server for Kiro (experimental support for other agents) whose opt-in memory-relation, wiki-contradiction and auth-detection modes can use TypeSafe Jev typed classification. Project guide.
- Klassify - Kotlin Multiplatform DSL/SDK and Native CLI/MCP for TypeSafe System One Noul/Choice/Score (distinct from jev4k). Project guide.
- L2S1 - Local GGUF chat-model → typed binary/choice/ordinal decisions (Rust CLI + Python/TS/C++ SDKs); independent of hosted Jev. Project guide.
- langgraph-jev - LangGraph/LangChain integration for TypeSafe Jev decision API (distinct from blacksinisterx/jev-langgraph). Project guide.
- Laravel AI - Provides typed classification and a TypeSafe provider for Laravel applications, with fake responses for application testing. Project guide.
- Laya Spring Boot Starter - Community Spring Boot 4 starter that auto-configures a
LayaClient(Spring MVC + RestClient + Jackson 3) for self-hosted Laya's Jev-compatiblePOST /v1/systemone, with typedchoice,scoreandnoulquestions and several decisions in one request; inspired by the Jev Spring Boot Starter but an original implementation. Project guide. - laya-candle - Pure-Rust Candle port of Laya for local typed Choice/Score/Noul decisions (no Python; independent of hosted Jev). Project guide.
- Laya for Home Assistant - Fully local Home Assistant Assist conversation agent using open-weight Laya (sibling architecture to TypeSafe Jev HA; independent of hosted Jev). Project guide.
- laya-compaction - Port of the listed fast-jev-compaction that swaps TypeSafe Jev for Laya, the open Jev-compatible decision model: a Claude Code plugin and npm library that replaces the compaction summary with per-item decisions — every tool call and result is scored, stale ones are dropped or truncated, and everything kept (including all user and assistant text) stays verbatim; Laya runs locally via a shared
laya-serveor on your own server throughLAYA_URL. Project guide. - laya-router - Port of gargpratyush/jev-router (listed) that takes per-turn model routing decisions from Laya — the open, Jev-compatible System One model — instead of TypeSafe Jev:
laya-claudeandlaya-codexlaunch the real Claude Code / Codex CLIs behind a local proxy that sends simple turns to the fast tier and hard ones to the strong tier, running Laya locally with no API key or against your ownLAYA_URLserver. Project guide. - layajev - Local Jev-compatible
/v1/systemoneserver running verified Laya in-process (Go/ONNX; subset API). Project guide. - laya-php - PHP/Laravel SDK for local Laya typed Choice/Score/Noul decisions (Jev-compatible
/v1/systemonealternative; self-hosted). Project guide. - laya-skill - Claude Code skill/plugin for System One: local Laya (incl. WebGPU) or hosted TypeSafe Jev, plus fine-tune helpers. Project guide.
- laya-guardrails - Self-hosted Laya System One guardrails (input/tool/output) for ES/PT agents—typed probabilities, deterministic policy; independent of hosted Jev. Project guide.
- laya-jev-GraphRAG - Graph-DB-agnostic Agentic GraphRAG pipeline that uses swappable System One models (local Laya / cloud Jev) for Score/Noul/Choice across ingestion, traversal, and post-retrieval. Project guide.
- laya-packet-analyser - Stdlib Python packet security analyser: deterministic detectors plus local Laya (Jev-compatible /v1/systemone) triage and live dashboard. Project guide.
- laya-vs-jev - Head-to-head local Laya (MLX) / Ollaya vs TypeSafe Jev on ~900 cases across 3 tasks and 6 languages. Project guide.
- ldraw-nova - Agent tooling that turns a model idea into an LDraw LEGO model; part and example-model search is re-ranked by TypeSafe Jev through jev-rerank (AGPL-3.0). Project guide.
- Leash - Jev-powered coding-agent guardrail that judges each turn against un-lintable project rules with a one-way accepted-debt ratchet. Project guide.
- lev (Abhinavexists) - Open Qwen3.5-4B LoRA System One decisions (Choice/Noul/Score) over
/v1/systemone; independent of hosted Jev. Project guide. - libsemop - C++17 port of semantic-operators built on libtypesafe: write a typed semantic judgment once (Boolean, Choice, Score, enum), run it on TypeSafe Jev or another System One provider, and get "don't know" instead of a guess below a confidence threshold; filtering, reranking, cascades and benchmarks included. Project guide.
- Lichen - Local API-compatible Jev/System One replacement (choice/noul/score + images) on open weights—independent of TypeSafe-hosted Jev. Project guide.
- lintent - Plain-language lint rules judged by TypeSafe Jev, scoped with tree-sitter. Project guide.
- llama-index-jev - Python integrations for LlamaIndex passage reranking and query-engine selection, with configurable error and selection behavior. Project guide.
- llm-typesafe - Simon Willison LLM CLI plugin for TypeSafe Jev noul/choice/score (
jev/typesafe/jev-latest). Project guide. - llmbridge - OpenAI-compatible LLM routing gateway with TypeSafe Jev as the L2 decision layer. Project guide.
- Lynkgrids AI for Jev - Question pack, CLI, agent skill and Claude Code plugin that make typed TypeSafe Jev decisions on a Lynkgrids LinkedIn-leads pipeline — lead fit, reply intent, draft check and meeting readiness — each one Jev request with an
act/review/humanroute set by confidence. Project guide. - macos-computer-use-kit - AX-first macOS computer-use MCP/CLI with optional TypeSafe Jev semantic guards before irreversible actions. Project guide.
- MakerAi - Native Delphi AI framework (agents, RAG, MCP, multi-provider chat) with
TAiJevand eight Jev adapters for routing, tool/input guardrails, RAG reranking, eval scoring, bulk labeling and model routing — hosted Jev or Ollama/v1/systemonedecision models. Project guide. - Malkuth - Open-weight multilingual System One–style decision models (Korean focus) served via Kev
/v1/systemone. Project guide. - mayi - Permission gate for Claude Code/Cursor/Codex: TypeSafe Jev scores tool calls; dialog on unsafe (errors deny). Project guide.
- mcp-agent-openjev - Local OpenJev Choice/Noul/Score decision service for agents via MCP + CLI (LM Studio logprobs; not TypeSafe-hosted). Project guide.
- Mechanical Jev - Rust client/
mjevCLI/eval harness for System One Noul/Choice/Score against local Intel Phi Jev or compatible/v1/systemone. Project guide. - metajev - Cache the decision, compute the policy: record System One distributions under state/question/model keys; change thresholds without re-running Jev (MIT). Project guide.
- Metis - GitHub Action and Python CLI that triage new issues with TypeSafe Jev category labels and missing-detail follow-ups. Project guide.
- Micdrop - TypeScript voice conversation SDK (browser/RN/Node) with official
@micdrop/typesafeJev turn classifier (BYOK). Project guide. - Midscene JEV Runner - Community Midscene/Playwright runner: TypeSafe Jev (OpenRouter Decisions) chooses browser ops on a caller-owned page. Project guide.
- Milvus Model - Python reranker adapter that sends candidate documents as Jev Noul questions in one request, then sorts the returned scores and preserves original document indices. Project guide.
- Ministry of Truth - Spin-doctor web game: over a 15-day campaign you write cover stories in free text and five literal-minded Jev factions score every word — affect, credibility, salience, compliance, narrative fit — fully playable offline with a mock ensemble or live through a local key-holding proxy. Project guide.
- Misogi - Second-opinion sidecar for Claude Code/Codex/Kimi: TypeSafe Jev judges each "done" claim before you accept it. Project guide.
- MM3 - Memory and decision layer for coding agents (Claude Code plugin, npm
@mvpscale/mm3, CLI) that wraps TypeSafe Jev: the agent asks batches of yes/no and decision questions about a scoped piece of code and gets calibrated answers recorded in a ledger. Project guide. - mnemon-memory-agent - Agent long-term memory judged with TypeSafe Jev System One over raw records. Project guide.
- mobai-ci - Run MobAI
.mob/ Maestro mobile UI flows in CI;.mobflowsteps are judged/acted by TypeSafe Jev. Project guide. - Mobile Jev - Selects Android actions and exact input text through Mobilerun, with a local studio and task-specific verification demo. Project guide.
- model-router (muhx) - Claude Code mod that picks the model and reasoning effort for each task with Jev — subagent model at spawn, main-loop effort per turn, and (on by default in this fork) main-loop model — using TypeSafe's
/v1/systemone(jev-latest) or the Vercel AI Gateway, with a risky-tasknoul, confidence-aware policy and a built-in fallback classifier. A derivative of claude-code-templates'jev-model-router(also listed) under MIT. Project guide. - model-router-python - Zero-dependency Python router: hard limit filters, then TypeSafe Jev chooses the cheapest capable model id. Project guide.
- ModelRudder - Free local community preview that adds model routing to the native Codex terminal: your own TypeSafe Jev key classifies each request so the strongest model is spent only where needed, while Codex keeps its tools, approvals and workspace permissions; observe, auto and pinned modes, checksum-verified release installer. Project guide.
- Moongate - GitHub Action that evaluates committed diffs against JSON semantic rules with TypeSafe Jev and reports annotations from your thresholds. Project guide.
- Moreno.Jev - Cross-platform MCP server and agent skill for TypeSafe Jev structured code review and debugging (review_code / review_diff tools). Project guide.
- Movo - Linux (Debian-family) desktop computer-use agent: AT-SPI observation, typed TypeSafe Jev decisions, floating PySide6 panel. Project guide.
- mu - Early-stage coding agent built on pi (CLI + desktop app) with a judgment kernel: Jev answers typed questions at decision points such as tool approval, constraint checks, context admission and test-log trimming, each switchable active/shadow/off and logged to a verdict ledger. Project guide.
- Mule 4 TypeSafe Connector - Mule 4 connector for TypeSafe System One / Jev typed noul/choice/score answers that drive Mule flows. Project guide.
- multi-modal-jev-browser - Browser agent (CLI
mmjb, Python library and 13-tool MCP server) where a decision model picks each step — Jev via OpenRouter reading the element list, or Clef reading a numbered screenshot — and a vision LLM takes over only when the decision model is unsure, claims nothing can move, or the page stops changing; writes are off by default. Project guide. - mushy-lint - Semantic code linter that extracts complete constructs with tree-sitter, asks Jev (TypeSafe or OpenRouter) narrow yes/no questions about them, and reports the raw probability of yes with the source evidence — for conventions that depend on meaning rather than syntax. Project guide.
- mysql-ailike - MySQL native
AILIKE/ailikeUDFs for natural-language row filters and joins via TypeSafe Jev (Linux plugin; GPL-2.0). Project guide. - n8n-nodes-jev - n8n community node for TypeSafe Jev: classify, route, and score workflow text (distinct from khmuhtadin and @typesafe-ai packages). Project guide.
- n8n-nodes-system-one - n8n community node for System One decision models across providers — TypeSafe Jev directly, Jev via OpenRouter (no TypeSafe account needed), Cloudflare Workers AI Clef, or any custom
/v1/systemoneendpoint — with typed questions and flat probability outputs for IF/Switch nodes. Project guide. - n8n-nodes-typesafe - n8n community node for TypeSafe System One noul/choice/score questions over workflow text or JSON. Project guide.
- n8n-nodes-typesafe-ai - Official TypeSafe AI n8n community nodes for System One Evaluate/Route (Jev and other System One models); distinct from Biztactix/khmuhtadin community packages. Project guide.
- NanoJev - Studies independent Qwen-based typed decision heads, local serving, and game controllers with recorded comparisons. Project guide.
- naturalcodz - npm natural-logic helpers (
is/pick/rate/classify/guards) powered by TypeSafe Jev with confidence thresholds. Project guide. - Navigator (qf-studio) - Context-engineering plugin for Claude Code (loop mode, research, memories, live
/navpane) whose keyword prompt gates can get an optional typed TypeSafe Jev judge — one request per prompt, decisive answers override, the rest fall back to keywords. Project guide. - neo4jev - Explores Neo4j paths using next-hop choices and goal judgments, with notebooks and a Streamlit interface. Project guide.
- NeuroLink - TypeScript multi-provider AI SDK with a
decide/tryDecideinference type powered by TypeSafe Jev for routing and gating. Project guide. - nf-jev - Nextflow plugin exposing TypeSafe Jev noul/choice/score as pipeline functions (beta). Project guide.
- nifi-jev - Apache NiFi RouteWithJev processor: TypeSafe Jev semantic yes/no routing with review and failure lanes. Project guide.
- Noma - Noma (Blackdrome AI Labs): open-weight MPL-2.0 System One decision model served by
pip install blackdrome-noma/noma serveon the same/v1/systemoneAPI as Jev, returning per-option probabilities plus abstain and uncertainty signals, with a paper on Zenodo. Project guide. - Note Filer - Obsidian plugin that classifies notes with TypeSafe Jev and moves them into Thema/IAB taxonomy folders after review. Project guide.
- NucleiSniper - Security-testing pipeline that fingerprints each authorised target and has TypeSafe Jev score every Nuclei template's relevance (0–4) in batches, then runs Nuclei with all templates ordered highest-relevance first, so likely findings surface early; scans are resumable. Project guide.
- Octolib - One Rust API for 30+ AI providers (chat, tools, structured output, embeddings, reranking, media) whose
evaluationfeature asks TypeSafe Jev typed noul/choice/score questions — directly (typesafe:jev-latest) or billed through Cloudflare AI Gateway (cloudflare:typesafe/jev). Project guide. - oh-my-jev (apetcu) - oh-my-pi plugin: TypeSafe Jev tool-call gate (default), optional model router, and latency telemetry — distinct from MassiveLabsNet/oh-my-jev. Project guide.
- olla-jev - Ollama-style local CLI/server for Hugging Face System One models behind the Jev /v1/systemone API. Project guide.
- Ollaya - 'Ollama for decision models': one Rust binary that pulls open decision models by name (Laya, winnow, decider, NLI, GLiClass), serves them from a local daemon and speaks TypeSafe's
/v1/systemone,/v1/decisionsand/v1/modelswire format, so existing Jev clients and the official SDK work by pointingTYPESAFE_BASE_URLat localhost. Project guide. - omo-jev-plugin - OmO / senpi plugin: TypeSafe Jev advises on skill fit, next tools, loops, and completion (shadow/advise/act modes; does not replace permissions). Project guide.
- omp-jev-compaction - omp plugin: verbatim TypeSafe/OpenRouter Jev-scored tool-context reduction with sticky cache-friendly rewrites (distinct from fast-jev-compaction / jev-compact). Project guide.
- OneJev - Multimodal System One decision model (text/image/video → calibrated option probabilities in one forward pass); independent of official Jev; distinct from listed Jev-Omni and PlayJev. Project guide.
- onesie - Unix-pipeable System One CLI for TypeSafe Jev (also OpenRouter/Berget): pipe text, ask a typed question, script the answer. Project guide.
- Open Alternative to Jev - Studies typed decisions from open models using packed or separate inference and optional calibration; independent of TypeSafe Jev. Project guide.
- open-source-finder - Rank a GitHub repo's open issues for good-first-issue fit with TypeSafe Jev (size, clarity, project knowledge, claim flags). Project guide.
- openai-decisions-vs-jev-vs-laya - Independent Portuguese-language benchmark of decision models — OpenAI Decisions API (
gpt-6-luna), TypeSafe Jev (jev-1.13.0) and local Laya (with option rotation) — on agent tool routing, prompt-injection detection and LLM-as-judge in PT-BR: 450 cases per provider (2026-10-07), with accuracy, macro-F1, ECE, latency with and without network, and cost per 1k. Project guide. - openclaw-jev (Hyper-AI-Lab) - OpenClaw control plane: intake routing with TypeSafe Jev (≠ yousan openclaw-jev-* plugins). Project guide.
- OpenCode Decisions plugin - OpenCode V2 plugin exposing a
decisions_evaluatetool so an agent can ask typed questions of Jev (text, through OpenCode Console's Jev models) or OpenAI Decisions (text and images); the agent keeps the taxonomy and interprets the probabilities. Project guide. - opencode-auto-effort - opencode plugin where TypeSafe Jev rates, in about 200 ms before each turn, how much careful reasoning a prompt needs (0–3) and sets opencode's model variant (low → xhigh) accordingly; cache-safe and sharing one settings file with the pi and Claude Code ports. Project guide.
- opencode-toolrouter - opencode plugin: TypeSafe Jev picks which MCP tools each request needs so schemas stay small. Project guide.
- OpenComputerUse - Background computer use for agents as an MCP server: start a session with a desktop app, drive it by window coordinates or accessibility elements while your own pointer, focus and frontmost app stay put, and run
run_recipestep lists where each step's interactive elements become one Jevchoicequestion (or Cloudflare Clef-flash), acting only when the model is confident. Project guide. - OpenDecider - Open System One decision models (choice/score/yes-no) with optional Jev-compatible
/v1/systemoneserve—independent of hosted TypeSafe Jev. Project guide. - Open Jev Bridge - Zero-dependency Node MCP + Claude Code/Codex hooks for hosted Jev or local Kev/Laya System One (compaction and completion gates). Project guide.
- OpenJev (alanhuangyoo) - OpenJev (
wev-ai/openjev-aion PyPI): open, local System One decision models OpenJev-1.7B/4B/8B on Hugging Face that answer thePOST /v1/systemonerequest shape for general decisions and browser-agent steps; independent, distinct from other projects named OpenJev. Project guide. - OpenJev-Cactus - High-perf CPU edge server with OpenAI chat completions plus System One
/v1/systemone(Cactus/needle); distinct from other OpenJev listings. Project guide. - OpenJev (ejhshen) - OpenJev-4B open reproduction of Jev-style open-vocabulary probabilistic decisions (not TypeSafe-hosted; distinct from lookski/openjev). Project guide.
- openjev-rs - Rust libraries for local typed decisions from frozen GGUF logits (OpenJev/SemIf readout); CLI/HTTP moved to codesoda/systemone. Project guide.
- openjev-server (abhishekgahlot2) - Decision API over open models (vLLM or MLX): one forward pass per question for choice/noul/score—the server behind OpenJev. Project guide.
- Open Medical Jev - Jev-class medical judgments from frozen open models (no fine-tuning): dual-reader fusion, conformal routing, and published comparisons vs hosted Jev on licensing exams. Project guide.
- open-jev - Runs independent Kev and DeBERTa typed-decision models locally through Transformers.js, with browser WebGPU/WASM support; does not use official Jev weights. Project guide.
- openclaw-jev-leakguard - OpenClaw outgoing-message guard: TypeSafe Jev (or local Kev) blocks client/credential leaks by destination tier. Project guide.
- openclaw-jev-trigger - OpenClaw automations: plain-language triggers judged by TypeSafe Jev each tick so the model wakes only when it matters. Project guide.
- openclaw-typesafe-ai - OpenClaw plugin registering optional
typesafe_decidefor explicit TypeSafe Jev decisions (SecretRef credentials; no hooks). Project guide. - OpenCode Security Guard - Linux OpenCode shell permission guard: local check + TypeSafe Jev read-only score ≥0.90 for auto-allow. Project guide.
- opencode-jev-compaction - OpenCode compaction plugin that prunes stale tool calls/results with TypeSafe Jev instead of LLM summarization (port of tamaratran/fast-jev-compaction)—distinct from roshan-shaik-ml/fast-jev-opencode. Project guide.
- opencode-jev-guard - OpenCode 2 plugin: TypeSafe Jev triages every local/FarHand shell command before run (distinct from leepokai/jev-guard). Project guide.
- opencode-jev-plugin (fsodanogm2dev) - OpenCode/OmO plugin: local Jev broker + System One hooks for safety gating, routing, and aggressive token saving. Project guide.
- opencode-jev-router - OpenCode Responses proxy: TypeSafe Jev picks reasoning effort then pins Astra/Luna/Sol upstream (distinct from opencode-jev-guard). Project guide.
- opencode-smart-reasoning - OpenCode plugin: TypeSafe Jev (Zen SystemOne) picks per-request reasoning effort, fail-open without a key. Project guide.
- OpenJev - Local Jev-compatible typed decisions via masked-logit softmax (not TypeSafe-hosted). Project guide.
- openjev-mcp (markylaredo) - MCP server exposing Jev via the public OpenJEV API (
jev_ask/ choice / score / noul); built for DeepSeek Harness, works in any MCP client. Project guide. - openjev-sglang - Implements a Jev-shaped HTTP decision API using Qwen and SGLang; independent model behavior and unspecified code licensing. Project guide.
- openjevx - Open-weight Jev-compatible System One server for jevx: local
/v1/systemone(default :21118) from Laya fine-tune with RLCD; pairs with muthuishere/jevx. Project guide. - orca-jev-advisor - Orca Lab decision layer: TypeSafe Jev judges risky agent commands while local rules cover obvious cases (license unspecified at tip). Project guide.
- Pad - Local-first project management (CLI, web UI, agent skill) for developers and coding agents; an optional TypeSafe decision provider asks Jev whether items need a human or are blocked and matches playbooks. Project guide.
- painpoints - CLI, MCP server and native viewer that score every source file on layering, complexity, data-access cost, failure handling, UI cost and trust-boundary risk with a System One model (TypeSafe Jev or Cloudflare Clef), then hand coding agents a ranked, self-explaining technical-debt report. Project guide.
- paperclip-jev - Paperclip fork that routes work tasks automatically with TypeSafe Jev (see TYPesafe issue-router docs). Project guide.
- patdown - Fuzzy markdown-rule linter CLI with a swappable judge; default backend posts typed questions to TypeSafe Jev. Project guide.
- PDF Race - Timed Docling→TypeSafe Jev vs Gemini document race with committed keyless replays (optional local Laya on Apple silicon). Project guide.
- PerfectRecall - Hermes/Python agent memory using TypeSafe or OpenRouter Jev evidence questions over local SQLite (Mnemosyne-compatible; no embeddings). Project guide.
- pg-jev - Adds semantic predicates, probabilities, choices, and scores to PostgreSQL through a PL/Python extension. Project guide.
- pg_typesafe - Pre-alpha PostgreSQL C extension for TypeSafe Jev Choice/Noul/Score with batched multi-text helpers; distinct from pg-jev. Project guide.
- Photoshop MCP - Unofficial MCP server for Adobe Photoshop (100+ tools and one-step recipes); its built-in chat UI can opt in to TypeSafe Jev intent routing so confident, safe single commands run without an LLM call. Project guide.
- Pi Adaptive Effort Router (XDeviation) - Pi extension that changes thinking level only via TypeSafe Jev (distinct from philippdubach/pi-jev-router). Project guide.
- pi-advisor - Configurable Advisor/Executor Pi plugin with optional TypeSafe Jev consultation filter and proactive turn gate. Project guide.
- pi-automode-classifier - Auto mode for the Pi coding agent: built-in rules decide most tool calls, then a classifier model — hosted Jev (e.g.
openroutertypesafe/jev-1.13through Pi's model registry) or local Kev / Laya on CPU via llama.cpp's/v1/systemone— scores unknown shell commands, and risky ones get a confirm prompt or are blocked. Project guide. - pi-extensions (narumiruna) - Pi Coding Agent extension monorepo with TypeSafe packages for typed Jev decisions, compaction selection, and FTS5+Jev search. Project guide.
- pi-follow-through - Pi extension that asks TypeSafe Jev whether useful work remains after a run and nudges only with verifiable unfinished evidence. Project guide.
- pi-heed - Pi extension that keeps conversational user constraints as structured policy and checks side-effecting tool calls with TypeSafe Jev help. Project guide.
- pi-jev - Adds a TypeSafe Jev gate, output judge, and jev_ask tool to the Pi coding agent, with shadow mode by default and fail-open errors. Project guide.
- pi-jev (kurowashi) - Pi coding-agent extensions that use TypeSafe Jev for semantic checks on file edits and new-file placement. Project guide.
- pi-Jev-browser - Pi extension where TypeSafe Jev chooses each Playwright browser action over a structured DOM observation in a bounded loop. Project guide.
- pi-jev-context - Pi extension: cache-neutral write-time trimming of long tool outputs with TypeSafe Jev only when comparison cannot decide, plus lossless context_recall. Project guide.
- pi-jev-effort - Pi extension: TypeSafe Jev scores prompt difficulty and sets thinking level, capped by remaining quota/burn (distinct from pi-jev-router). Project guide.
- pi-jev-extension (rioliu) - Pi agent extension adding a
jev_decidetool for TypeSafe Jev typed choice/score/noul questions with session-model fallback. Project guide. - pi-jev-permit - Pi extension: TypeSafe Jev judges each bash/write/edit call after local hard-deny and read-only fast paths. Project guide.
- pi-jev-router - Pi extension: TypeSafe Jev classifies tasks and local policy routes OpenRouter models (Pareto profiles; shadow mode default). Project guide.
- pi-jev-sentinel - Adds TypeSafe Jev checks for Pi, Claude Code, and Codex tool calls, tool outputs, and replies, with secret scrubbing and fail-closed asks when unconfigured. Project guide.
- pi-next-prompt - Pi extension with Claude Code–style next-prompt suggestions: the main model may end its final message with one
<next>…</next>line, and TypeSafe Jev (through Pi's classifier models) vets whether it is a concrete, non-generic, not-yet-done next step; it is shown under the editor at p ≥ 0.6 andTabfills it in without sending. Project guide. - pi-reply-guard - Pi extension that checks each agent reply against installed skills you choose: a classifier — Jev by default (
openrouter/typesafe/jev-1.13) — returns the probability the reply adheres to each skill, and replies below your threshold are sent back for a rewrite (up tomaxRewrites). Project guide. - pi-safely - Pi package that re-implements the core of Claude Code's auto mode for the Pi agent, gating every non-allowlisted tool call through a System One decision model — Jev (TypeSafe or OpenRouter), Cloudflare Clef or any
POST /v1/systemonebackend — that returns calibrated yes/no probabilities. Project guide. - pi-shift-router - Pi per-turn cheap/strong model router with failover and optional TypeSafe Jev decision-model judge. Project guide.
- pi-subagent-jev - pi package: gate subagent dispatches through a Jev System One endpoint and expose jev_ask / jev_models tools (requires pi-subagents). Project guide.
- pi-thinking-router-jev - Pi coding-agent extension: TypeSafe Jev adapts thinking level (low→xhigh) from task start/failures with local-rule fallback. Project guide.
- pi-typesafe-approve - Pi extension that auto-approves routine Bash commands via a System One/Jev decision model and escalates the rest to a human. Project guide.
- pi-typesafe-bash-guard - Pi extension that classifies bash tool calls and
!shells with TypeSafe Jev before execution; supports 1Passwordop://API-key references. Project guide. - pi-verdict - Minimal Pi permission gate (allow/ask/deny) with an optional TypeSafe Jev decisions-model classifier adapter. Project guide.
- pi-warden - Combines local Pi guard checks with Jev action and rule judgments, configurable holds, corrective feedback and context retention. Project guide.
- pi-watcher - Pi extension that watches long-running builds, tests, training jobs, CI and deadlines from durable evidence and keeps the session quiet until a fact needs a decision; optionally, TypeSafe Jev answers six bounded questions about a sanitized evidence window (progress, blocker, needs a decision, repeating, claim vs evidence, enough context) that can raise or annotate an episode but never override hard facts. Project guide.
- pi-zereight-router - Jev-backed virtual model for Pi: each user message is classified by Jev (
openrouter/typesafe/jev-1.13) as planning, research, codebase explore, review, implementation or other and routed to a fixed Cursor-provider model and effort, with a mid-turn handoff to the implementation model after the first file edit and a local phase decision log. Project guide. - plain - Write browser, desktop and mobile end-to-end tests in plain English YAML: Playwright, xa11y or Appium perform the actions while Jev reads the accessibility tree to select the element each step describes and to judge each
expectclaim; coding agents can explore a flow via MCP and save it as a spec. Project guide. - plain-language-gate - Agent skill/CLI: TypeSafe Jev runs six plain-language readability checks and returns pass/review/rewrite (author model rewrites). Project guide.
- PlayJev - Plays ten browser games from the frame alone with an open 0.8B model that scores the moves the game lists in one forward pass; independent of official Jev. Project guide
- PlayJev (filed) - "Stagehand, but with Jev": natural-language Playwright automation where TypeSafe Jev selects real browser nodes (
check,choose,rate,act) and deterministic code performs actions; distinct from the listed OmniJev/PlayJev game player. Project guide. - playwright-jev - Semantic Playwright Test assertions (
toMean,toMeanAll,toChoose,toBeScored) powered by TypeSafe Jev with fail-closed ambiguity handling and record/replay. Project guide. - playwright-jev (AdriaanVE) - Structured TypeSafe Jev decisions for Playwright failure triage, smart retries, healer gating, snapshot pruning, locator healing, and test impact ordering. Project guide.
- Poltergeist - Ghost Security's fast Go secret scanner with an opt-in advisory classification that asks Jev how likely each detected value is a real secret, without changing findings or exit codes. Project guide.
- polyjev - Typed calibrated decisions (Noul/Choice/Score/Span) from any LLM with a drop-in Jev-compatible
/v1/systemoneserver; independent of hosted Jev. Project guide. - postgres-search - Algolia-style product search in plain PostgreSQL (whole and partial words, typos, barcodes, typeahead, facets) with an optional TypeSafe Jev second stage asking two questions per search — keep or sink each result, and which spelling the user meant; the README doubles as a dated evaluation report on 440k USDA products with failures, costs and threats to validity. Project guide.
- Privatemode Decisions benchmark - Edgeless Systems' benchmark comparing its Privatemode Decisions library (GLM-5.3-Flash in an attested enclave) with TypeSafe Jev and local Laya on speed, accuracy, calibration and cost across 29 labelled public datasets, plus JevBench comparisons. Project guide.
- Prompt Rejector - MCP/HTTPS screening for prompts, skills, and tool descriptions with TypeSafe Jev plus deterministic checks. Project guide.
- prompt2jev - Agent skill and CLI that convert natural language, an LLM prompt, or prompt-running code into a TypeSafe Jev decision (typed questions + runnable script). Project guide.
- protoc-gen-jev - Experimental Buf (bufbuild) protoc plugin that turns Protobuf schemas annotated with questions, rubrics and thresholds into strongly typed Jev clients for Go, TypeScript and Python (or a language-agnostic
.jev.jsonspec), mapping fields to noul, choice and score decisions. Project guide. - purge-email - Gmail clean-up CLI: Gmail search does the cheap filtering (age, no attachments, not starred), then TypeSafe Jev judges whether each remaining message is likely personal correspondence, a receipt/financial record or an account/legal/medical/government record;
planonly labels (purgebelow 0.1 keep-probability,reviewin between) and nothing moves to Trash until you runapply --yes. Project guide. - px-triage - Keyboard-driven CLI for triaging a GitHub repository's
triage-labelled issues and PRs: TypeSafe Jev reads each item and proposes the next step (ask for info, bug + owner, schedule, review, close), you confirm with one key or override; GitHub changes run in the background, decisions are logged and traced to Arize Phoenix. Project guide. - pytest-jev - Pytest plugin for semantic assertions: TypeSafe Jev judges whether text holds or lacks plain-language claims. Project guide.
- QAJev - Test a website, game or app the way a person uses it: write a plain-language goal and Jev (TypeSafe or OpenRouter) clicks through a real Chrome, iOS Simulator, Android emulator or Godot/Electron game, while your expectations — not Jev's "done" — decide pass/fail; read-only by default with a hard cost cap. Project guide.
- quackd - Multi-robot CLI with LLM pilots and an optional TypeSafe Jev discrete stepper for closed-set skill choices. Project guide.
- Qualixar Jev Decision Layer - Typed MCP decision layer for Claude Code/Codex/Hermes/VS Code agents: 20 tools, 36 recipes, offline fixtures; TypeSafe Jev primary with optional local Laya. Project guide.
- Quarkus LangChain4j decision routing (Jev/Kev/Laya) - Proof of concept for Quarkus 4 + Quarkus LangChain4j 2: LangChain4j's
DecisionRouterPlanneruses a small decision model to route car-rental questions to specialist chat agents and merge their answers, with the same typed decisions runnable against hosted TypeSafe Jev, local Kev, an included Laya sidecar or a deterministic stub — plus Jev-backed reply guardrails. Project guide. - QuickE2E - Plain-English end-to-end testing library for web apps: you write a goal and inputs, a small decision model picks each browser step — hosted Jev (
typesafe/jev-1.13via OpenRouter, the default) or a local Shisa DE-1 engine — Playwright acts, and an explicit check (e.g. one SQL query) verifies the result; specs can be turned into generated Playwright code. Project guide. - Quicksilver - Claude Code skill that hands bulk judgment/shortlist work to TypeSafe Jev so Claude spends tokens on harder reasoning. Project guide.
- rea-jev - Claude Code plugin that pairs REA (Reverse Engineer Anything) with TypeSafe Jev as a System 1 reflex layer — routing the target and workflow, gating risky REA calls, scoring evidence after tools and checking whether "done" was earned — plus a
jevrank/classify/verify CLI; every hook fails open. Project guide. - ReadyCode Reader - Local PDF/DOCX/XLSX evidence for agents: TypeSafe Jev checks passages before cited answers (MCP + browser). Project guide.
- Reflex (Datadog Labs) - Datadog Labs' Rust library for control loops on observability data: Datadog metrics and Toto forecasts become typed state, a judge such as TypeSafe Jev recommends an action (open, probe or leave a circuit), and Reflex's state machine applies it only if guards and invariants pass; includes a circuit-breaker simulator and a
reflex-typesafejudge crate. Project guide. - Reflex (kaustav1996) - Pi coding agent with TypeSafe Jev gates on tool calls, model-tier/skill routing, completion checks, and outside-result screening; code owns thresholds. Project guide.
- Reflex (ursuciprian) - Pre-execution risk gate and prompt-injection guard for coding agents; optional TypeSafe Jev (≠ kaustav1996/reflex). Project guide.
- Reflex-1 - Reflex-1: 4B open decision model aiming for frontier-LLM accuracy at Jev speed (instant classification + latent reasoning); independent of hosted Jev. Project guide.
- reflex-router - Alpha loopback proxy for Claude Code: at the start of each piece of work a decision model (TypeSafe Jev by default, local Laya or TypeLLM) judges how much reasoning the task needs; in opt-in route mode cheap work goes to a cheaper model when it will not break the prompt cache, and every decision is recorded with signals of whether it looked wrong afterwards (
reflex report). Project guide. - ReJev - Independent Jev-style decision-model post-training reproduction on MiniCPM5-2B (stage 1 Choice classification) with sealed holdout eval. Project guide.
- Repo Graph - Local repository architecture diagrams and semantic search packaged for Pi, Codex and Claude Code, with an optional, off-by-default TypeSafe Jev reranker that judges a shortlist in one bounded batched request. Project guide.
- Responsible AI Harness - Model-agnostic safety assessment harness: hard rules plus optional TypeSafe Jev judge for injection, leakage, unsafe tools, and policy bypass; checksummed evidence + report UI. Project guide.
- riff - Prose linter with ruff-style rule codes: local static rules plus optional TypeSafe Jev judgment rules (
riff-lint0.1.0). Project guide. - rippy - Rust shell-command safety hook for AI coding tools; a separate opt-in
rippy-jevbuild can ask Jev to approve only commands rippy is unsure about, never ones that require human approval. Project guide. - RLCD Gateway - Self-hosted Go gateway for LLMs and Jev/open-rlcd System One with pruning, audit, and a live dashboard. Project guide.
- RSI-Jev - Recursively self-improving research loop that trains Jev-style System One (noul/choice/score) models and serves them at
/v1/systemone. Project guide. - ruby_decision_model - Stdlib-lean Ruby client for Noul/Choice/Score decision models via Typesafe or OpenRouter. Project guide.
- ruby_llm-typesafe - RubyLLM 2 provider for TypeSafe System One / Jev structured judgments (Choice/Noul/Score). Project guide.
- ruling - Turns an open local chat model into a Jev-style decision engine served on
/v1/systemone, with training, eval, and calibration commands; independent of TypeSafe. Project guide. - RYOTIDE - Local Jev-style typed decisions from one LLM forward pass (MLX/PyTorch), measured on JevBench. Project guide.
- s1 (s1-rs) - Rust derive layer for TypeSafe System One Choice/Score/Noul over optional
typesafe-rs(distinct from typesafe-api). Project guide. - s1-tui - Terminal UI for System One typed decisions (noul/choice/score) over laya (local MLX) and TypeSafe Jev backends. Project guide.
- sales-pipeline-revival-jev - Open benchmark: TypeSafe Jev vs Gemini triage on 203 dead sales-deal email threads with published metrics (Salesgear companion). Project guide.
- scala-jev-sdk - Unofficial Scala 3.3 LTS System One client (sttp 4, no bundled effect system; Maven Central
scala-jev-sdk_30.1.0, Apache-2.0). Project guide. - Scope (code context selector) - CLI that selects the smallest useful code context for a software task: static analysis shortlists up to 30 candidate chunks, TypeSafe Jev judges the relevance of each through
@typesafe-ai/sdk, and TypeScript adds supporting declarations to return traceable chunks. Project guide. - Scruple - Semantic-aware linter for enforcing team taste: an OXC parser selects candidate code, rules decide what to ask, and a decision provider — TypeSafe Jev by default (pinned to
jev-1.13.0), or Cloudflare Clef, local Decider, self-hosted Kev or OpenAI Decisions — classifies each one into diagnostics that fail CI on errors. Project guide. - Sedum - Pre-alpha browser-testing framework: write Playwright tests in TypeScript with plain-English
ai(...)steps, where TypeSafe Jev (default) resolves which element a sentence means and judges whether a claim holds on the page. Project guide. - SelfJev - Open decisions model with a Jev-shaped typed API (yes/no, choice, score, multi) from forward-pass probabilities — Qwen3.5-4B + LoRA, one GPU; independent of hosted Jev. Project guide.
- semantic-assert - Assert plain-English claims about captured UI/text state with TypeSafe Jev (Playwright helpers; thresholds in code). Project guide.
- semantic-test-matcher - TypeScript CLI (
rbt) that ranks which test files to re-run for a changed source file: it profiles paths, code structure and diffs, then TypeSafe Jev judges each candidate test in batched requests, with a local answer cache, score blending, an OpenAI Decisions ranker option and a heuristics fallback. Project guide. - SemDecide - Typed semantic decisions for Unix pipelines and CI with TypeSafe Jev predicates, routes, scores, and filters. Project guide.
- semgate - Go net/http middlewares that ask TypeSafe Jev typed questions about each request, then allow, block, or route. Project guide.
- SemIf - Explores typed option scoring and shared-state reuse with local open models; independent of official Jev. Project guide.
- sensored - Streaming-first TypeScript PII redaction library (155 regex detectors, optional NER, Node/Bun/Deno/browser/edge) with opt-in Jev semantic confirmation (
semantic: { provider: "jev" }) that asks TypeSafe Jev to confirm detected candidates before redacting. Project guide. - Session Board - Local macOS panel for Codex that turns a conversation into cards of open questions, tasks and answers, with opt-in TypeSafe Jev analysis (TypeSafe API or OpenRouter's Jev endpoint) to match messages to cards; listens only on localhost and documents what is stored and sent. Docs are in Russian. Project guide.
- sgrep - Semantic grep for codebases: chunk files and ask TypeSafe Jev which chunks match a plain-English query (includes offline mock). Project guide.
- Semble + Jev (semble-jev) - Local Semble retrieval + TypeSafe Jev relevance filter returning original source locations for agents (
sj). Project guide. - sieve - Local MCP server that enumerates candidates and scores them with TypeSafe Jev (
jev_grep/jev_rank/jev_search). Project guide. - sift-light - Evidence-first search tool for coding agents (Pi, OMP, Claude Code/Codex via MCP) with exact, concept and hybrid modes and an optional Jev semantic judge that classifies retained concept candidates to improve ordering. Project guide.
- similarity-ts-jev - Runs similarity-ts and fallow on TypeScript, then keeps only the pairs TypeSafe Jev judges worth merging, each with the change to make (copy, derive, or extract), plus tools to calibrate the cutoff. Project guide.
- Skill Dash - Local dashboard that judges Claude Code/Codex skills with TypeSafe Jev (usefulness, redundancy, clarity, action) plus transcript evidence. Project guide.
- Skill Router (LangChain) - Drop-in replacement for the deepagents
SkillsMiddlewarethat picks whichSKILL.mdskills to load each turn with a pluggable judge; the includedJevJudgeadapter uses TypeSafe Jev. Project guide. - Skillbox - Self-hosts a versioned agent skill library with optional Jev recommendations over authorized skills and explicit search fallback. Project guide.
- skillmine - Mines coding-agent sessions (Claude Code, Codex CLI, Kimi CLI, OpenCode, Antigravity) for reusable knowledge: local embeddings cluster near-duplicate windows, TypeSafe Jev (or Laya / Haiku) gates whether a cluster taught something reusable, and a planner model writes skills or runbooks with provenance and one-command undo. Project guide.
- SkillRanker - Ranks agent skills for the next step from live session context using TypeSafe Jev, with offline demos and a Claude Code hook; MIT plus an OpenAI/Anthropic license rider. Project guide.
- skill-scanner - Offline static analysis for Agent Skills (prompt-injection, exfil, hidden text) before install; optional TypeSafe Jev second opinion. Project guide.
- Skylos - Local-first PR scanner for dead code, security bugs, and secrets with an optional Jev-only or Jev-plus-LLM review mode for dead-code findings (pinned
jev-1.13.0). Project guide. - SlidePilot - Experimental Slidev addon that uses presenter voice, Cloudflare STT, and TypeSafe Jev to auto-advance when policy agrees. Project guide.
- slophound - Deterministic linter for prose written by language models (regex, grammar and statistics rules in TOML) where Jev resolves ambiguous findings in context — e.g. clearing a three-noun cluster that is an established term, or a semicolon splice that reads fine — and runs automatically once a TypeSafe key is configured. Project guide.
- SlopSearX - Stateless, AI-agent-first SearXNG-compatible meta search engine (50 engines, MCP server) with optional TypeSafe Jev specialist-engine routing and bounded result reranking when
TYPESAFE_API_KEYis set; deterministic routing/RRF order otherwise. Project guide. - SmartMoney-Cub - Read-only trading journal and review harness with optional TypeSafe Jev typed judgments and a frozen finance-jev offline benchmark (no orders). Project guide.
- Snapif - Rust crate and CLI that scores one agent tool call against a shipped policy and returns Auto, Review or Escalate, using TypeSafe Jev (
SNAPIF_BACKEND=typesafe) or any compatible endpoint, with a shadow mode before enforcement. Project guide. - Sniff Test - Prose linter with free local countable rules and optional TypeSafe Jev judgment rules after confirmation. Project guide.
- Social Risk · Qwen3-VL + Jev - Concluded research project (Chinese, with English README) on multimodal risk moderation for Chinese social posts (LT-EDI Chinese misogyny memes): Qwen3-VL with a language-side LoRA extracts structured evidence JSON, TypeSafe Jev makes the policy decision, and a frozen 170-item test leaderboard compares 13 methods — where a TF-IDF + logistic-regression baseline ranked first — with pure-Jev vs multimodal+Jev ablations and CPU regression tests. Project guide.
- soft-lint - Claude Code plugin and npm CLI that asks a System One classifier — TypeSafe Jev by default, or Jev / Clef on Cloudflare Workers AI — plain-English yes/no rules about the lines a diff adds (comments that restate code, a getter that writes, swallowed errors) and reports each 'yes' over the rule's cutoff; an incomplete check exits 2, never a silent pass. Project guide.
- sokudan - Japanese System One decision model (Jev-style): typed answers and probabilities in one forward pass, no text generation; bench_ja/bench_en and Laya bias repro. Project guide.
- SoulsBench - Dark Souls III realtime combat benchmark for decision models: TypeSafe Jev, OpenAI Decisions, Perplexity's decider and local Kev / Laya each fight Iudex Gundyr through the same harness, state, 16 actions and 200 ms budget on the live game; the author's 50-seed results table reports wins, damage, latency and cost per fight. Project guide.
- specpi-jev-guard - Pi extension: local deny/fast-pass rules, then TypeSafe Jev danger scores for uncertain shell/file commands. Project guide.
- Spotlight (Buried Signals) - OSINT investigation orchestrator for journalists working with AI agents, with opt-in decision checks via OpenRouter (default
typesafe/jev-1.13) that flag findings their stored sources do not support, report prose that overstates findings, and knowledge-base drift — flags can only lower confidence. Project guide. - Spring AI TypeSafe - Unofficial Java/Spring AI System One client with JevJudge, guardrail/RAG advisors, and starter (Maven
org.springaicommunity; distinct from jev-java). Project guide. - SREGym - Platform and benchmark for AI agents that resolve production incidents in live Kubernetes environments (90 SRE problems, SREGym-Lite starter set), with optional Jev decision support that reviews an agent's diagnostic tests and submissions using evidence sent to TypeSafe. Project guide.
- standard_model_for_jev_tasks (jev-shim) - Dependency-free shim that serves an ordinary instruct LLM (vLLM or llama.cpp) behind TypeSafe's
POST /v1/systemoneinterface, constraining every answer with a GBNF grammar and reading probabilities from logits, so Jev clients and JevBench can drive a self-hosted model. Project guide. - Stanley Code - Routes coding requests into bounded Jev review and triage workflows, with trusted repository extensions and an optional Pi coding-agent fallback. Project guide.
- StartLux-Decision - Independent open typed decision models (0.8B to 35B-A3B, text and images) served on the TypeSafe
/v1/systemonerequest format, with inference code, evaluation scripts, and game logs; not affiliated with TypeSafe. Project guide. - stil-lint - Style and quality linter for Norwegian (and English) text, delivered as a CLI and MCP server, that flags prose reading like unedited LLM output through several independent layers, with TypeSafe Jev as the optional judgment layer (directly or via OpenRouter); a style linter, not an authorship detector. Project guide.
- stingray - Claude Code/Codex Stop hook: TypeSafe Jev catches half-done turns (no action, broken promise, empty watch, wrong language). Project guide.
- stop-rules - Coding-agent stop hook that asks TypeSafe Jev yes/no per changed piece against written team rules (multi-agent; optional team server). Project guide.
- Strands Decider - Run a small fast System One–style decision model for agentic option/score/yes-no workflows (independent of hosted Jev). Project guide.
- strapi-plugin-jev-review - Strapi 5 editorial review/publish guard: TypeSafe Jev chooses approve/escalate/revise with confidence. Project guide.
- stuntd - Local Jev-compatible proxy that serves or learns typed System One decisions on a Laya head (optional OpenAI/Jev upstream). Project guide.
- Sudus - Plugin (Claude Code, Codex, Muse; formerly Cairn) that keeps AI-assisted development tied to agreed scope, with an optional TypeSafe Jev evaluator (
typesafeai.enabled) that measures the agent's draft at Consequential choices on five weighted dimensions instead of a harness review model. Project guide. - super-jev - Evidence-to-action TypeScript harness: typed Jev judgments, permitted tools, verified outcomes, and JSONL journals. Project guide.
- Supercov - Code quality and test coverage for coding agents: Jev scores each source file so the agent knows what to fix first. Project guide.
- SuperLocalMemory - Local-first, governed memory for AI agents (SQLite, hybrid recall, time-aware facts) with an optional answer check that asks Laya on-device or Jev online whether the top recalled memories actually answer the question. Project guide.
- Support Ticket Router - FastAPI service that asks Jev three questions per support ticket in one call (team Choice, urgency Score, churn-risk Noul) and routes by expected cost of a mistake — auto, quick review or human; dashboard, review queue, offline fake backend and a Banking77 calibration benchmark of Jev vs three LLMs. Project guide.
- Sureband - Split conformal prediction wrappers that turn System One (Jev/Laya/…) confidences into coverage-guaranteed prediction sets. Project guide.
- Surf CLI - Chrome-control CLI for AI agents with opt-in
surf semantic.*commands: TypeSafe Jev selects the next action from Surf's allowed menu and checks whether the goal was reached. Project guide. - swift-jev - Swift library/CLI for TypeSafe Jev typed Choice/Noul/Score judgments (distinct from krzyzanowskim/TypeSafe). Project guide.
- sys1 (alvarobartt) - Rust System One–compatible API for open decision models such as Laya (local
/v1/systemone). Distinct from hraness/sys1. Project guide. - sys1grep - Meaning-grep CLI: TypeSafe Jev scores each line against a proposition (AND/OR/NOT); multilingual; npm
@uehaj/sys1grep(formerly@uehaj/semgrep/ jev-semgrep). Project guide. - System One Connector - Go MCP
evaluateconnector giving agents typed Jev (or local System One / Laya) judgments with probabilities for Claude Code, Codex, Hermes, and pi. Project guide. - System One Harness - Python controller: finite-action agent loops with TypeSafe Jev (OpenRouter or TypeSafe), confidence gates, and step traces. Project guide.
- System One Playground - SysOneScript CLI/VS Code plus Go TypeSafe System One client and Studio; start offline, add live Jev when needed. Project guide.
- System-1 decision benchmark - Common-ground benchmark of 50 System-1 decision-model configurations — Jev, Clef, Clef-flash, Kev, Nimble and Tev1 against embedding, reranker, NLI and prompted-LLM baselines — on 22 BTZSC datasets (500 test items each), with saved scores, a living report and a paper draft. Project guide.
- system-one (asynq-io) - Vendor-neutral Python SDK for typed System One decisions (hosted TypeSafe/OpenRouter or local ONNX). Project guide.
- system-one-chess - Browser chess vs TypeSafe Jev (Vercel AI Gateway or OpenRouter) with Stockfish analysis; optional local Laya (GPL-3.0). Project guide.
- system-one-parsers - Lab building a domain-free Universal Dependencies parser out of many small Jev questions — one Choice per word for part of speech, then head and relation choices — decoded into a tree in plain code, with offline oracle/dry clients, recorded runs and a rules-only floor; work in progress. Project guide.
- system-one-reviewer - Local PR reviewer: deterministic diff plumbing plus TypeSafe Jev (or local System One) judgments, with a precision/recall evaluation harness. Project guide.
- system-one-security - Rerunnable security experiments on System One models (TypeSafe Jev, Cloudflare Clef): truncation, injection, poisoning, tripwires. Project guide.
- systemone (justintout) - Unofficial Go System One/Jev client with compile-time typed Choice/Noul/Score (distinct from TypeSafe Go / go-jev). Project guide.
- systemone-poc - POC wiring Jev/Laya as a pre-routing decision layer for Pi/OpenCode/DSH agents, with measured cost notes. Project guide.
- Taste Lint - Catch AI-sloppy UI motion, copy, and typography before you ship; optional TypeSafe Jev under-review notes via Vercel AI Gateway or direct. Project guide.
- taurus-jev-sdk-go - Unofficial stdlib Go client for TypeSafe System One/Jev with validated responses and masked credentials (distinct from jmelahman). Project guide.
- tax-doc-classifier - Classifies tax PDF pages into IRS forms and page kinds with TypeSafe Jev Choice over a shipped criteria JSON (261 forms). Project guide.
- tdd-gate - Keeps test and code agents on one plan: TypeSafe Jev judges coverage, blame, gaming, weakening, and drift. Project guide.
- Temporal Agent Harness - Temporal-native durable multi-agent harness whose optional
jevextra providesagent.jev_evaluator, a Jev-backed auto mode for tool approvals. Project guide. - Ten Levels of Jev - Teaching lab: ten incremental Jev levels from a smart if-statement to a pi coding agent that reaches for Jev on its own (offline mocks + live OpenRouter). Project guide.
- TensorSharp - Native .NET GGUF inference engine and agent runtime that serves a Jev-compatible
POST /v1/systemonewith DiffusionGemma, answering typed questions over text, images, documents, video frames and transcripts;jev-latestis an alias for the local model, not hosted Jev. Project guide. - Terraform Plan Verdict - GitHub Action that turns a Terraform plan into a graded LOW / MEDIUM / HIGH / CRITICAL risk verdict across blast radius, destructiveness and security impact, surfaced as a job summary, sticky PR comment, labels and outputs; the default provider is deterministic rules, and the optional
systemoneprovider asks Jev (jev-latest) for calibrated scores from a redacted plan summary. Project guide. - Testimonial miner - Python CLI that finds quotable user praise in Gmail mailboxes with one Jev request per email (message kind, app, praise quality, and a Noul per sentence) and stores verbatim quotes for review; requires a TypeSafe key and Google app passwords, and sends cleaned email text to TypeSafe. Project guide.
- TetraJev - Zero-training local decision layer: two frozen readers × four readings per item, fit-free fusion and agreement routing, with published coverage–accuracy across eight suites and a RAG reranking pass; independent of hosted Jev. Project guide.
- tev1 (Together) - Open-weight Jev-inspired decision model (Qwen3.5-4B fine-tune) with training recipe and published results on Together. Project guide.
- The Jev-enator - Claude Code hooks using TypeSafe Jev for a danger gate, failure notice, and optional completion check (cassette-tested offline). Project guide.
- Theme Tab Filter (jev-tab-filter) - Chrome extension: type a theme; TypeSafe Jev scores open tabs so you can group, hide, window, or close matches. Project guide.
- thinkdial - Claude Code mod: TypeSafe Jev sets per-task reasoning effort for the main loop, subagents, and Codex delegations (effort-only by default). Project guide.
- Tidepool - Tidepool/Exomonad: a live Haskell notebook and programmable agent harness where reasoning LLMs write procedures and Jev supplies cheap typed System 1 judgments inside ordinary code; ships a Jev skill for question batteries and settlement policies. Source available (PolyForm Shield). Project guide.
- tiergear - Claude Code plugin and CLI where a decision model judge — TypeSafe Jev by default, or local Laya/Kev — picks a tier (trivial → max) for each typed prompt and maps it to a model and reasoning effort, with floors, ceilings and cache-aware switching. Project guide.
- tink-route - Confidence-aware Agent Skills router: TypeSafe Jev Noul/Choice gate, optional Tink install/prune. Project guide.
- Tiny Bouncer - Screens shell commands that LLM agents request in the OpenCode V2 harness: each command goes to TypeSafe Jev (default) for a judgment, and code thresholds turn the probabilities into allow, deny or the normal interactive prompt; it fails safe to asking and never grants permission your config denies. Project guide.
- tinycomputer - Rust TinyBus module for desktop (a11y) and Chrome automation: primitives, plain-language flows, and tasks that ask TypeSafe Jev many small questions. Project guide.
- TinyJev - Offline ~0.6B System One–compatible Choice/Noul/Score model on MLX or PyTorch (independent of hosted Jev). Project guide.
- todo-jev - Task classifier and 3-tier router (local rule / Jev skill / foundation model) with skill profiles and offline fallback. Project guide.
- tokengate (jev-model-tokengate) - Streaming OpenAI-compatible proxy that buffers tokens and runs TypeSafe Jev safety criteria before release, aiming for zero UI leakage vs post-hoc redaction. Project guide.
- toolgate - Open Claude Code PreToolUse and MCP tool-call firewall with static rules, TypeSafe Jev judgments, YAML policy, and a local audit log. Project guide.
- toolhunch - Python library for agents with too many tools: hybrid search narrows a tool catalog, then a fast decider — TypeSafe Jev, Cloudflare Clef, or Jev-compatible local servers (Strands Decider, rizzo-flow, Laya) — or an LLM picks one tool or answers 'none'; maintainer benchmarks on 40–101-tool catalogs and ToolRet's 44,453 tools, with Pydantic AI integration. Project guide.
- triagedy - UNIX-filter security-alert triage: JSONL in, typed TypeSafe Jev decisions out; policy routing stays in Rust code. Project guide.
- trirouter - One prompt router for Claude Code, Codex and Antigravity (formerly jev-router): JEV — via a TypeSafe token or an OpenRouter key — classifies each prompt's task and difficulty to pick the model tier and adds a destructive-command verdict on top of a regex safety net; a built-in local classifier with the same answer format is the fallback. Project guide.
- Truffler - Rails gem for intent search: TypeSafe Jev builds index-time labels and query understanding on top of your keyword/embedding search, with optional streamed reranking. Project guide.
- Typed Evals - Evaluate LLM/RAG/agent outputs with TypeSafe Jev judges, optional calibration, and tool guards. Project guide.
- typed-lm - Rust Candle stack: turn dense LLMs into a Jev-style typed Choice/Noul/Score API (LoRA/QLoRA, /v1/systemone)—independent of hosted Jev. Project guide.
- TypeSafe Jev custom connector - Power Platform managed custom connector for TypeSafe Jev System One (Power Automate / Copilot Studio). Project guide.
- typesafe-go (zhirschtritt) - Unofficial idiomatic Go SDK for TypeSafe System One; distinct from listed stacklok/typesafe-go. Project guide.
- TypeSafe (Swift) - SwiftPM client for TypeSafe System One Noul/Choice/Score questions, aligned with the official JS SDK shape. Project guide.
- TypeSafe AI for Agent Zero - Agent Zero plugin for typed Jev Choice/Noul/Score judgments with probability cards; bundles the official TypeSafe agent skill. Project guide.
- TypeSafe C++ SDK - C++20 client for TypeSafe System One typed Choice/Score/Noul questions (Jev-ready). Project guide.
- TypeSafe Go - Unofficial Go System One client (Stacklok): explicit auth options, no implicit env reads; distinct from jevgo. Project guide.
- TypeSafe Mario - Selects emulator controller inputs with Jev from structured Mario telemetry; includes a synthetic state demo, with upstream licensing unspecified. Project guide.
- TypeSafe MCP - Exposes typed Jev questions to MCP clients and pi, preserving provider responses with configurable direct or OpenRouter access. Project guide.
- typesafe-agent-gates - LangChain/Deep Agents middleware using TypeSafe Jev for shell gates, issue triage, MR detection, and test-spec review. Project guide.
- typesafe-api (Rust) - Ergonomic Rust client for TypeSafe System One typed questions and answers (
typesafe-api0.1.0). Project guide. - TypeSafe-as-a-Judge - Unofficial Codex/Claude Code MCP plugin for bounded TypeSafe Jev route/rank/extract/verify/judge tools with proceed/review gates. Project guide.
- typesafe-cli - Shell
jevCLI for TypeSafe Jev noul/choice/score answers as numbers (distinct from Python typesafeai-cli). Project guide. - typesafe-client (haileyok) - Unofficial Go and Rust clients for TypeSafe System One (Jev): Noul/Choice/Score helpers, official-style retries, and env configuration—alongside the official Python/JS SDKs. Project guide.
- typesafe-computer-use - Combines local OCR and Accessibility observations with Jev decisions to operate macOS, with an optional writing model. Project guide.
- typesafe-computer-use-win - Windows port of typesafe-computer-use: UI Automation + OCR with TypeSafe Jev decisions (
winclicker). Project guide. - typesafe-haystack (Haystack integration) - Official Haystack integration (
typesafe-haystack) adding two pipeline components that call TypeSafe System One models such as Jev:TypeSafeDocumentClassifieranswers typedchoice/score/noulquestions about each document and stores the probabilities in its metadata, and a text router sends inputs down pipeline branches by Jev's answer. Project guide. - typesafe-sdk-csharp (tylerwarner33) - Unofficial C# TypeSafe API client mirroring official JS/Python SDK shapes (distinct from typesafe-sdk-csharp/typesafe-sdk and CMaintz/jev-dotnet). Project guide.
- typesafe-sdk-go (jmelahman) - Unofficial stdlib-only Go client for TypeSafe System One with Noul/Choice/Score helpers. Project guide.
- typesafe-sdk-rust (zchee) - Unofficial async Rust SDK for TypeSafe System One (
typesafe-sdk-ruston crates.io):#[derive(QuestionSet)], port of typesafe-sdk-python 0.7.1. Project guide. - TypeSafe.AI (.NET SDK) - Unofficial .NET System One client (NuGet TypeSafe.AI) with DI, resilience, and OTel; distinct from TypeSafeAI.Net. Project guide.
- typesafeai-cli - Python
typesafeCLI for TypeSafe Jev ask/decide/screen/verify flows for humans and agents. Project guide. - TypeSafeAI.Net - Community .NET client with typed questions, dependency injection, and Microsoft.Extensions.AI adapters. Project guide.
- TypeSafeSharp (.NET) - Unofficial .NET client for TypeSafe's System One API and Jev on
net10.0andnetstandard2.0: typed answers, retries and error types modeled on the official SDKs,EvaluateManyAsyncbatching, dependency injection and OpenTelemetry spans; not affiliated with TypeSafe. Project guide. - TypeWright - Declarative compiler: state/decisions → frozen typed Jev JSON program via DSPy/GEPA (alpha; no live accuracy claims yet). Project guide.
- typia (
@typia/jev) - typia's@typia/jevpackage generates Jev noul/choice/score questions from TypeScript types — JSDoc comments become instructions and choice descriptions — andevaluation.decode()validates Jev's answers back into the declared type; works with@typesafe-ai/sdk, Vercel AI SDK and OpenRouter. Project guide. - unsafe-c-finder - Classify C/C++ snippets and staged hunks with TypeSafe Jev through OpenRouter (unsafe probability then CWE bucket). Project guide.
- use-jev - Claude Code/Codex skill: hand bounded choice/score/noul decisions to TypeSafe Jev via OpenRouter. Project guide.
- Valen - Open multimodal System One–style decision model (text/image/video → candidate probabilities); train/eval stack and HF preview weights—independent of hosted Jev. Project guide.
- Vellum (Sanity Labs) - Sanity Labs experiment that maps Markdown into Sanity documents with a classifier instead of an LLM: code does everything mechanical and TypeSafe Jev answers choice and yes/no questions about which schema field each block fills; hosted playground and npm package
@sanity-labs/vellum. Project guide. - vev - Open multimodal Jev-like decision models (text+images) speaking
/v1/systemoneon Qwen3.5 weights; self-host on your GPU. Project guide. - VexJoy Agent - Agent toolkit for Claude Code/Codex:
/doroutes work to specialist agents/skills; optional/duses TypeSafe Jev to classify and gate intent before dispatch. Project guide. - vLLM Jev - Native vLLM serving for Jev-style Choice/Noul/Score checkpoints over HTTP. Project guide.
- vLLM Jev (mode-io) - Native vLLM serving for Jev-style Choice/Noul/Score checkpoints (distinct from Egbertjing/vllm-jev). Project guide.
- v1-decisions-vllm - Proposed vLLM
/v1/decisionstyped-decision API with Jev-compatible/v1/systemoneprojection (self-hosted). Project guide. - vidjev - System One–style decisions on video: CARLA drone following and zero-shot CCTV anomaly detection with open models (not hosted Jev). Project guide.
- voicevox-jev-proxy - Corrects VOICEVOX Japanese readings (optional intonation) with TypeSafe Jev; CLI WAV export or VOICEVOX-compatible API proxy. Project guide.
- vulnwash (Snyk Labs) - Snyk Labs triage harness that runs every Snyk CLI finding — SCA (
snyk test) and SAST (snyk code test) — through TypeSafe Jev for contextual, tunable prioritization of dependency vulnerabilities and true-positive filtering of code findings, without touching Snyk's detection; cached and re-triageable at a new confidence bar with no new calls. Project guide. - wagtail-jev - Wagtail CMS editor buttons: TypeSafe Jev suggests page tags and rates fields on custom scales. Project guide.
- Wald-Q4B - Open-weight 4B decision model with calibrated probabilities and a Jev-compatible
/v1/systemoneAPI (self-hosted; not TypeSafe Jev). Project guide. - WaterSheep - Open Apache-2.0 decision model with a local Jev-compatible
/v1/systemoneserver that TypeSafe's Python SDK can use viaTYPESAFE_BASE_URL, plus multi-label questions (independent of hosted TypeSafe Jev). Project guide. - web-scout-ai - Agentic Python web-research pipeline that opens and extracts the sources it finds and returns a cited answer with an audit trail; semantic classification and follow-up link selection default to TypeSafe Jev, with generative models doing extraction and synthesis. Project guide.
- Wingman - Self-hosted inference hub that exposes a native
POST /v1/systemoneendpoint with atypesafeprovider alongside chat, embeddings, RAG, and agent APIs. Project guide. - WorkflowEvals - Official TypeSafe harness to reproduce evals.typesafe.ai workflow benchmarks (invoice, support, traces, security). Project guide.
- webctl - Agent web-search CLI that scores and judges multi-provider results (optional scrape chunks) with TypeSafe Jev. Project guide.
- wellposed - Zero-dependency linter for TypeSafe Jev requests: broken state paths, missing Choice escape hatches, bundled judgments (
wellposed0.4.0). Project guide. - winnow - Claude Code context sieve: TypeSafe Jev (or System One adapter) judges tool-result blocks before they enter context; hidden text stays recallable. Project guide.
- XavierJev - Local Jev-shaped decision layer (yes/no, choice, rubric) from one-token logprobs with measured gates and a Claude Code permission hook; does not call hosted Jev. Project guide.
- XERJ - Elasticsearch-compatible local search engine for AI agents (single Rust binary, MCP) with an opt-in
rerankstage that sends top hits to TypeSafe Jev and reorders them by its relevance probability. Project guide. - yoagent - Rust agent loop (7 LLM protocols, tools, MCP) with a
decisionfeature:DecisionModel::jev()Noul/Choice/Score answers, an opt-in tool gate, and an input guard backed by TypeSafe Jev. Project guide. - Yoshi - Experimental local context-pruning proxy for Claude Code and Codex; TypeSafe Jev (Vercel AI Gateway) judges which history spans to omit. Project guide.
- your-cto-jev - Sharp-tongued CTO agent hook that uses Jev to block leaked secrets and destructive commands from coding agents. Project guide.
- ZazenCodes Jev course resources - Free MIT companion code for ZazenCodes' Jev: Introduction to System 1 AI course: notebooks on Jev's Noul/Choice/Score primitives with a latency and cost benchmark against large LLMs, a use-case catalog, use-case implementations and a custom Pi model router in TypeScript. Project guide.
- zenai - Zig client for AI APIs (Gemini, OpenAI, and others) with a TypeSafe System One client for typed Jev questions. Project guide.
- Zerikai Memory - Local code-memory MCP with TypeSafe Jev semantic judgment over retrieved snippets. Project guide.
- ZeroAlloc.Jev - Unofficial .NET client for TypeSafe's Jev System One API — source-generated, Native AOT, allocation-conscious. Project guide.
- Zevals - TypeScript AI-agent testing library (OpenCX Labs) for end-to-end conversation evals, whose
aiAssertionjudge can be aJevClient— TypeSafe Jev via OpenRouter, Cloudflare, Vercel or HTTP — giving calibrated yes/no verdicts with thresholds and borderline flags. Project guide. - zh-decision-bench - Chinese-language calibration benchmark for Jev-class System One decision models (dataset CC BY 4.0; code Apache-2.0), including Jev and NeoHorse arms. Project guide. The independent model research category explores related typed-decision interfaces with other models. Their local inference uses those models, and they do not provide official Jev weights.
Computer and browser use
Explore computer-use solutions for browser navigation, form filling, data extraction, macOS/Android control, and iOS Simulator experiments. The guide compares inspected implementations, explains their testing boundaries, and develops a practical observe → choose → act → verify design.
Start with Jev Browser (tontoko) for Playwright forms, extraction, and app tests, or Jev Ultrafast to study a compact browser loop. Native macOS and Android have separate implementations; the iOS Jev + AXe work is documented as a public demonstration with an unverified release path.
Try the offline computer-use example to see field selection, exact source extraction, freshness checks, and independent assertions without controlling a real device:
python3 examples/computer-use/run.py
Starter projects
Original examples maintained in this repository. Each includes readable questions, application policy, synthetic responses, tests, and an optional live mode. Mock results demonstrate code behavior, not Jev accuracy.
- Computer-use decision cycle - Select a form field and source value, then check a simulated action with independent assertions; uses its own runner.
- Quality rubric - Evaluate independent dimensions and combine scores with visible weights in code.
- RAG triage - Check a retrieved passage for relevance, evidence, and contradictory information before selecting context.
- Span selection - Extract candidate values in code, select one with Jev, and return the exact source value.
- Support routing - Select a department and assess explicit urgency, with review paths for uncertain answers.
With Python 3.10 or newer, from a checkout:
python3 examples/run.py support-routing --mock
See the example guide for all commands and live-mode setup. The examples print decisions; they do not execute downstream actions.
Reference project
Start with the runnable tool, then evaluate its policy on your own cases.
- Support Router - Route a batch of tickets with configurable departments and review thresholds, inspect each typed answer, and export a human-review queue.
- Evaluation runner - Assess routing and abstention on your own labeled development and holdout cases, with bounded live calls and offline replay.
Both tools are maintained here. Start with the synthetic demo; see validation scope for what has been checked.
Patterns and cookbooks
Selected official and community guides, organized by what you want to build. Cookbook results and benchmarks are the authors' reports, not independent measurements by this repository.
Routing and classification
- Confidence-gated routing - Add review or fallback paths when a selected answer is uncertain.
- Hierarchical classification - Navigate a taxonomy using candidate branches instead of one enormous label set.
- Intent routing - Select a handler for a request while keeping routing rules in application code.
- Skill suggestion - Shortlist agent skills and separately decide whether any of them is appropriate.
- Speculative fan-out - Ask independent questions together and use only the answers relevant to the selected branch.
Retrieval and verification
- Classifying RAG passages - Evaluate passage properties before selecting context for an answering model.
- Double-checking citations - Judge whether a supplied source supports a claim and flag uncertain decisions for review.
- Line-by-line search - Select relevant source lines and separately check whether the document contains an answer.
- Milvus reranking notebook - Community cookbook using Gemini embeddings and Milvus retrieval, then Jev Noul relevance scores to reorder the candidate passages in Python.
- Milvus search-stopping notebook - Community cookbook using Gemini query generation, Milvus retrieval, and Jev evidence-sufficiency judgments to decide whether a bounded search loop continues.
- Re-ranking - Apply semantic judgments to a shortlist produced by an existing retriever.
Extraction and structured data
- Composite scoring - Combine separate rubric judgments with application-defined weights.
- Date extraction - Select date components, then assemble and validate dates in code.
- Knowledge graph entity alignment - Map candidate record pairs to merge, separate, or curator-review outcomes.
- Pre-parsed value extraction - Let parsers find possible values and use Jev to select the one matching a semantic request.
- Structure recovery - Classify text blocks so code can reconstruct document formatting.
Model behavior and evaluation
- Choice self-consistency - Explore uncertain outcomes and the difference between agreement and correctness.
- Confidence - Understand how a distribution summary differs from the selected answer and its probability.
- Current models - Find model versions, moving aliases, supported inputs, pricing, and current limits.
- How to use Jev Score - Walkthrough of the Score primitive: rubrics, probability-weighted calculation, and why score/probabilities/confidence answer different questions (recorded Naruto/Slater example; educational; not a live app).
- Jev in the Wild - Study 2,170 public GitHub Jev projects to understand early ecosystem growth, application domains, and decision-use patterns.
- Jev 1.13 limitations - Account for literal interpretation, numerical weaknesses, distracting state, and adversarial inputs.
- Milvus search-evaluation notebook - Community cookbook using Jev judgments to evaluate search evidence, with synthetic examples and application-owned evaluation calculations.
- Noul self-consistency - Inspect repeated answers and see how a review interval changes automatic-decision coverage.
Contributing
Suggest a resource you have inspected or used, explain who it helps, and disclose your connection to it. Read the contribution guide for inclusion criteria, entry format, and checks. Broken links and corrections are welcome too.
App makers can share a Jev-powered app, including commercial and closed-source products with clear access terms. Use the contributor skill to have a coding agent check your app, project, or starter kit and prepare a focused submission with evidence.
This repository was produced with AI agents using primary documentation, source review, offline tests, and explicit live checks. See validation scope and maintenance and provenance for the review process and its boundaries. This project is not affiliated with or endorsed by TypeSafe AI or the central Awesome directory.
The list and documentation use CC0; original code uses MIT. See licensing.
来源:GitHub · github.com