{ "meta": { "name": "Awesome Jev", "description": "Everything built on Jev — TypeSafe AI's System One model, the first model that answers with typed judgments and calibrated probabilities instead of prose. Generated from one data file in three languages, maintained by deterministic scripts and a free-AI reviewer.", "canonical": "https://github.com/hdjekuue/awesome-jev", "site": "https://hdjekuue.github.io/awesome-jev/", "license": "CC0-1.0", "languages": [ "en", "zh", "fr" ], "descriptions": { "en": "Everything built on Jev — TypeSafe AI's System One model, the first model that answers with typed judgments and calibrated probabilities instead of prose. Generated from one data file in three languages, maintained by deterministic scripts and a free-AI reviewer.", "zh": "关于 Jev（TypeSafe AI 的 System One 模型）构建的一切——第一个直接返回类型化判断与校准概率、而不是自然语言的模型。由同一个数据文件生成三种语言，由确定性脚本与一个免费 AI 评审员持续维护。", "fr": "Tout ce qui est construit sur Jev — le modèle System One de TypeSafe AI, le premier modèle qui répond par des jugements typés et des probabilités calibrées plutôt que par du texte. Généré depuis un seul fichier de données en trois langues, tenu par des scripts déterministes et un relecteur IA gratuit." }, "updatedAt": "2026-10-01", "counts": { "entries": 352, "repos": 335, "resources": 17, "stars": 93460, "languages": 21, "categories": 20, "official": 21, "updated": "2026-10-01" }, "categories": { "start-here": { "stamp": "001", "title": { "en": "Start Here", "zh": "入门与心智模型", "fr": "Pour commencer" }, "slug": "start-here", "blurb": "The spec sheet, the three primitives and the docs — read these before building.", "count": 16 }, "official": { "stamp": "011", "title": { "en": "Official SDKs & Framework Support", "zh": "官方 SDK 与框架支持", "fr": "SDK officiels et support framework" }, "slug": "official", "blurb": "Maintained by TypeSafe AI, plus the frameworks that ship Jev natively.", "count": 7 }, "coding-agents": { "stamp": "104", "title": { "en": "Coding Agents", "zh": "编码智能体", "fr": "Agents de code" }, "slug": "coding-agents", "blurb": "Routers, tool gates, reviewers, skills and MCP servers for agent harnesses.", "count": 48 }, "routing": { "stamp": "118", "title": { "en": "Routing & Gateways", "zh": "路由与网关", "fr": "Routage et passerelles" }, "slug": "routing", "blurb": "Per-turn model and tool selection, under a hard deadline.", "count": 10 }, "context": { "stamp": "131", "title": { "en": "Context & Compaction", "zh": "上下文与压缩", "fr": "Contexte et compaction" }, "slug": "context", "blurb": "Decide what stays in the window before the model ever reads it.", "count": 6 }, "code-review": { "stamp": "147", "title": { "en": "Code Review & Quality", "zh": "代码评审与质量", "fr": "Relecture de code et qualité" }, "slug": "code-review", "blurb": "Judges, linters, coverage gates and review dashboards.", "count": 21 }, "browser": { "stamp": "152", "title": { "en": "Browser & Computer Use", "zh": "浏览器与计算机操作", "fr": "Navigation et contrôle d'ordinateur" }, "slug": "browser", "blurb": "Jev picks the operation and the DOM element; a small LLM only writes the text.", "count": 14 }, "mobile": { "stamp": "158", "title": { "en": "Mobile & Desktop Automation", "zh": "移动端与桌面自动化", "fr": "Automatisation mobile et bureau" }, "slug": "mobile", "blurb": "Driving phones, IM clients and native UIs without hooking or patching.", "count": 4 }, "search-rag": { "stamp": "163", "title": { "en": "Search, Reranking & RAG", "zh": "搜索、重排与 RAG", "fr": "Recherche, reranking et RAG" }, "slug": "search-rag", "blurb": "Query understanding, source selection, reranking and semantic SQL.", "count": 13 }, "safety": { "stamp": "179", "title": { "en": "Safety, Moderation & Verification", "zh": "安全、审核与校验", "fr": "Sûreté, modération et vérification" }, "slug": "safety", "blurb": "Guardrails, prompt-injection checks, judges that abstain.", "count": 14 }, "data-ops": { "stamp": "185", "title": { "en": "Data & Ops", "zh": "数据与运维", "fr": "Données et exploitation" }, "slug": "data-ops", "blurb": "Postgres extensions, semantic SQL and telemetry pipelines that call Jev.", "count": 20 }, "apps": { "stamp": "191", "title": { "en": "Applications & Extensions", "zh": "应用与扩展", "fr": "Applications et extensions" }, "slug": "apps", "blurb": "End-user tools people actually open every day.", "count": 29 }, "clients": { "stamp": "205", "title": { "en": "SDKs & Community Clients", "zh": "SDK 与社区客户端", "fr": "SDK et clients communautaires" }, "slug": "clients", "blurb": "Unofficial clients for the languages without a first-party SDK.", "count": 32 }, "cli": { "stamp": "217", "title": { "en": "Command Line", "zh": "命令行", "fr": "Ligne de commande" }, "slug": "cli", "blurb": "Call Jev from a shell, no SDK required.", "count": 14 }, "benchmarks": { "stamp": "223", "title": { "en": "Benchmarks, Evals & Calibration", "zh": "基准、评测与校准", "fr": "Benchmarks, évaluations et calibration" }, "slug": "benchmarks", "blurb": "Measure it before you trust it.", "count": 27 }, "open-models": { "stamp": "229", "title": { "en": "Open Models & Replicas", "zh": "开源模型与复刻", "fr": "Modèles ouverts et répliques" }, "slug": "open-models", "blurb": "Run System One semantics without the vendor — on a 3090 if you like.", "count": 41 }, "games": { "stamp": "236", "title": { "en": "Games, Robotics & Simulation", "zh": "游戏、机器人与仿真", "fr": "Jeux, robotique et simulation" }, "slug": "games", "blurb": "Decisions as game mechanics.", "count": 19 }, "finance": { "stamp": "242", "title": { "en": "Finance & Trading", "zh": "金融与交易", "fr": "Finance et trading" }, "slug": "finance", "blurb": "Scoring financial signals with calibrated probabilities.", "count": 5 }, "demos": { "stamp": "248", "title": { "en": "Playgrounds & Demos", "zh": "试验场与演示", "fr": "Terrains de jeu et démos" }, "slug": "demos", "blurb": "Try it in thirty seconds.", "count": 12 } }, "endpoints": { "source": "https://github.com/hdjekuue/awesome-jev/blob/main/data/entries.json", "llms": "https://hdjekuue.github.io/awesome-jev/llms.txt", "llmsFull": "https://hdjekuue.github.io/awesome-jev/llms-full.txt", "skill": "https://hdjekuue.github.io/awesome-jev/skill.md", "section": "https://hdjekuue.github.io/awesome-jev/c/.md", "api": "POST https://api.typesafe.ai/v1/systemone" }, "primitives": [ { "name": "choice", "question": "Pick one option from a list", "returns": "choice · probabilities · confidence" }, { "name": "score", "question": "Rate the state against a rubric", "returns": "score · probabilities · confidence" }, { "name": "noul", "question": "Is this statement true?", "returns": "noul (0–1)" } ] }, "entries": [ { "id": "browser-use--jev-ultrafast", "name": "browser-use/jev-ultrafast", "url": "https://github.com/browser-use/jev-ultrafast", "kind": "repo", "category": "browser", "rule": "152", "description": "One request picks both the operation and the target element from an indexed DOM table; a small LLM only writes typed text. Zürich to London booked in 7.1 seconds.", "descriptionZh": "单次请求从索引化 DOM 表中同时选定操作和目标元素，小型 LLM 仅填写类型化文本，苏黎世至伦敦的预订在 7.1 秒内完成。", "descriptionFr": "Une seule requête sélectionne à la fois l'opération et l'élément cible depuis une table DOM indexée ; un petit LLM écrit uniquement du texte typé. Trajet de Zürich à Londres réservé en 7,1 secondes.", "language": "Python", "license": "MIT", "stars": 21495, "forks": 1497, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "drive a browser or GUI with an agent", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "jaredpalmer--kev", "name": "jaredpalmer/kev", "url": "https://github.com/jaredpalmer/kev", "kind": "repo", "category": "open-models", "rule": "229", "description": "LoRA adapter and readout head on Qwen2.5-0.5B that answers many typed questions in one prefill; trains in under two hours on a MacBook, held-out ECE 0.065, speaks the TypeSafe wire format.", "descriptionZh": "基于 Qwen2.5-0.5B 的 LoRA 适配器与读出头，可在单次 prefill 中回答多个类型化问题，在 MacBook 上不到两小时即可完成训练，留出集 ECE 为 0.065，支持 TypeSafe 线路格式。", "descriptionFr": "Adaptateur LoRA et tête de lecture sur Qwen2.5-0.5B qui répond à de nombreuses questions typées en un seul prefill ; entraînement en moins de deux heures sur un MacBook, ECE hors échantillon de 0,065, utilise le format wire TypeSafe.", "language": "Python", "license": "Apache-2.0", "stars": 7998, "forks": 506, "topics": [ "decision-model", "jev", "qwen3" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "run Jev on open models without the vendor", "call Jev from a language SDK", "benchmark or calibrate Jev" ] }, { "id": "tamaratran--fast-jev-compaction", "name": "tamaratran/fast-jev-compaction", "url": "https://github.com/tamaratran/fast-jev-compaction", "kind": "repo", "category": "context", "rule": "131", "description": "Replaces the compaction summary with Jev decisions: every tool call and result scored in one request, stale ones dropped, everything kept stays verbatim.", "descriptionZh": "以 Jev 决策替代压缩摘要：所有工具调用与结果在单次请求中打分，过期内容被丢弃，保留内容保持原文不变。", "descriptionFr": "Remplace le résumé de compaction par des décisions Jev : chaque appel d'outil et résultat est noté en une seule requête, les éléments obsolètes sont supprimés, tout ce qui est conservé reste verbatim.", "language": "TypeScript", "license": "MIT", "stars": 7225, "forks": 463, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "benchmark or calibrate Jev" ] }, { "id": "vercel--eve", "name": "vercel/eve", "url": "https://github.com/vercel/eve", "kind": "repo", "category": "official", "rule": "011", "description": "Vercel's agent framework; Jev is the typed judge in its evaluate step.", "descriptionZh": "Vercel 的智能体框架，Jev 在其 evaluate 步骤中担任类型化评判器。", "descriptionFr": "Framework d'agents de Vercel ; Jev est le juge typé dans son étape evaluate.", "language": "TypeScript", "license": "Apache-2.0", "stars": 5418, "forks": 592, "topics": [ "agent", "framework", "harness", "javascript", "markdown", "typescript" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "review code or pull requests" ] }, { "id": "theoleecj--semif", "name": "TheoLeeCJ/SemIf", "url": "https://github.com/TheoLeeCJ/SemIf", "kind": "repo", "category": "open-models", "rule": "229", "description": "Semantic ifs from open models on a single 3090; the most starred independent replica, formerly openjev.", "descriptionZh": "在单张 3090 上用开放模型实现语义 if，星标最多的独立复刻版本，曾名为 openjev。", "descriptionFr": "Ifs sémantiques issus de modèles ouverts sur une seule 3090 ; la réplique indépendante la plus étoilée, anciennement openjev.", "language": "Python", "license": "MIT", "stars": 4604, "forks": 321, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "run Jev on open models without the vendor", "compare Jev with an LLM", "gate or approve tool calls before they run" ] }, { "id": "jarrodwatts--jev-trader", "name": "jarrodwatts/jev-trader", "url": "https://github.com/jarrodwatts/jev-trader", "kind": "repo", "category": "finance", "rule": "242", "description": "One trade decision every Monad block, on Kuru MON-USDC, about 300 ms each.", "descriptionZh": "每个 Monad 区块做出一次交易决策，在 Kuru MON-USDC 上执行，每次约 300 ms。", "descriptionFr": "Une décision de trading à chaque bloc Monad, sur Kuru MON-USDC, environ 300 ms chacune.", "language": "TypeScript", "license": "MIT", "stars": 2695, "forks": 506, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "trade or score financial signals", "review code or pull requests", "benchmark or calibrate Jev" ] }, { "id": "typesafe-ai--skills", "name": "typesafe-ai/skills", "url": "https://github.com/typesafe-ai/skills", "kind": "repo", "category": "official", "rule": "011", "description": "Agent skills for designing questions, building workflows, and evaluating them.", "descriptionZh": "用于设计问题、构建工作流并对其进行评估的智能体技能。", "descriptionFr": "Skills d’agent pour concevoir des questions, construire des workflows et les évaluer.", "language": null, "license": "MIT", "stars": 2469, "forks": 145, "topics": [], "official": true, "archived": false, "pushedAt": "2026-09-12", "intents": [ "classify support tickets or messages", "judge or verify an agent's output", "pick which skill or prompt to load" ] }, { "id": "tianyucodings--nanojev", "name": "TianyuCodings/NanoJev", "url": "https://github.com/TianyuCodings/NanoJev", "kind": "repo", "category": "open-models", "rule": "229", "description": "0.6B replica with parallel decisions, dynamic candidates, and an end-to-end training pipeline.", "descriptionZh": "支持并行决策、动态候选和端到端训练流水线的 0.6B 复刻版本。", "descriptionFr": "Réplique 0.6B avec décisions parallèles, candidats dynamiques et pipeline d’entraînement de bout en bout.", "language": "Python", "license": "MIT", "stars": 2445, "forks": 250, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "build a game or simulation on Jev", "run Jev on open models without the vendor", "benchmark or calibrate Jev" ] }, { "id": "dzhng--jevgrep", "name": "dzhng/jevgrep", "url": "https://github.com/dzhng/jevgrep", "kind": "repo", "category": "cli", "rule": "217", "description": "Finds the files, declarations, and verbatim excerpts a coding agent needs by asking Jev which declarations answer a plain-language question about the repo.", "descriptionZh": "通过询问 Jev 哪些声明能回答关于该仓库的自然语言问题，为编码智能体找到所需的文件、声明和原文摘录。", "descriptionFr": "Trouve les fichiers, déclarations et extraits verbatim dont un agent de codage a besoin en demandant à Jev quelles déclarations répondent à une question en langage simple sur le repo.", "language": "TypeScript", "license": "MIT", "stars": 1853, "forks": 123, "topics": [ "ai-sdk", "claude-code", "cli", "code-search", "codex", "coding-agents" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "call Jev from the command line", "route requests through a gateway or proxy", "judge or verify an agent's output" ] }, { "id": "nicobailon--pi-mcp-adapter", "name": "nicobailon/pi-mcp-adapter", "url": "https://github.com/nicobailon/pi-mcp-adapter", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Opt-in typed evaluation and semantic search over MCP tool results, behind a per-server data-egress allowlist.", "descriptionZh": "针对 MCP 工具结果提供可选的类型化评估与语义搜索，并受按服务器配置的数据外发白名单保护。", "descriptionFr": "Évaluation typée et recherche sémantique opt-in sur les résultats d’outils MCP, derrière une liste d’autorisation de sortie de données par serveur.", "language": "TypeScript", "license": "MIT", "stars": 1568, "forks": 382, "topics": [ "ai", "claude", "coding-agent", "extension", "llm", "mcp" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "route requests through a gateway or proxy" ] }, { "id": "vinnylarouge--jevlike", "name": "vinnylarouge/jevlike", "url": "https://github.com/vinnylarouge/jevlike", "kind": "repo", "category": "open-models", "rule": "229", "description": "Open option scorer that reads candidate logits instead of generating JSON.", "descriptionZh": "读取候选 logits 而非生成 JSON 的开放选项评分器。", "descriptionFr": "Scorer d'options ouvert qui lit les logits des candidats au lieu de générer du JSON.", "language": "Python", "license": "MIT", "stars": 1335, "forks": 118, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "score or rank candidates in a pipeline", "run Jev on open models without the vendor", "judge or verify an agent's output" ] }, { "id": "awlevin--typesafe-computer-use", "name": "awlevin/typesafe-computer-use", "url": "https://github.com/awlevin/typesafe-computer-use", "kind": "repo", "category": "browser", "rule": "152", "description": "OCR the screen, classify the next action, click; about $0.0002 a step on macOS.", "descriptionZh": "对屏幕执行 OCR，分类下一步操作并点击，在 macOS 上每步约 $0.0002。", "descriptionFr": "Fait de l'OCR sur l'écran, classifie l'action suivante, clique ; environ $0.0002 par étape sur macOS.", "language": "Python", "license": "MIT", "stars": 1097, "forks": 104, "topics": [ "ai-agents", "automation", "computer-use", "macos", "ocr", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "drive a browser or GUI with an agent", "learn how Jev works", "benchmark or calibrate Jev" ] }, { "id": "ollaya-dev--ollaya", "name": "ollaya-dev/ollaya", "url": "https://github.com/ollaya-dev/ollaya", "kind": "repo", "category": "open-models", "rule": "229", "description": "Pulls and serves open decision models such as Laya, kev, and JevK5 behind a TypeSafe-compatible local endpoint, the way Ollama serves LLMs.", "descriptionZh": "以 Ollama 提供 LLMs 服务的方式，在 TypeSafe 兼容的本地端点后拉取并提供 Laya、kev 和 JevK5 等开放决策模型。", "descriptionFr": "Télécharge et sert des modèles de décision ouverts tels que Laya, kev et JevK5 derrière un endpoint local compatible TypeSafe, comme Ollama sert les LLM.", "language": "Rust", "license": "Apache-2.0", "stars": 1011, "forks": 51, "topics": [ "classification", "decision-models", "jev", "laya", "llm-routing", "local-inference" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "run Jev on open models without the vendor", "classify support tickets or messages", "benchmark or calibrate Jev" ] }, { "id": "mapika--decider", "name": "Mapika/decider", "url": "https://github.com/Mapika/decider", "kind": "repo", "category": "open-models", "rule": "229", "description": "One-pass typed decisions fine-tuned from Qwen3.5-2B.", "descriptionZh": "从 Qwen3.5-2B 微调而来的单遍类型化决策。", "descriptionFr": "Décisions typées en une passe, affinées à partir de Qwen3.5-2B.", "language": "Python", "license": "Apache-2.0", "stars": 988, "forks": 44, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "score or rank candidates in a pipeline", "classify support tickets or messages", "judge or verify an agent's output" ] }, { "id": "nokia-applied-research--anyjev", "name": "nokia-applied-research/AnyJev", "url": "https://github.com/nokia-applied-research/AnyJev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Turns an open Hugging Face model into a calibrated decision endpoint served through vLLM, with no fine-tuning at the first two levels.", "descriptionZh": "将开放的 Hugging Face 模型转变为经由 vLLM 提供的校准决策端点，前两个层级无需微调。", "descriptionFr": "Transforme un modèle ouvert Hugging Face en endpoint de décision calibré servi via vLLM, sans fine-tuning aux deux premiers niveaux.", "language": "Python", "license": "Apache-2.0", "stars": 981, "forks": 126, "topics": [ "calibration", "decision-model", "jev", "jev-model", "llm", "system-one" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "run Jev on open models without the vendor", "benchmark or calibrate Jev", "call Jev from the command line" ] }, { "id": "kerpopule--hermes-jev-skills", "name": "kerpopule/hermes-jev-skills", "url": "https://github.com/kerpopule/hermes-jev-skills", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Hands an agent's small decisions to Jev: which model answers the turn, which skills to load, which passages matter, which turns survive compaction.", "descriptionZh": "将智能体的小决策交给 Jev：哪个模型回答本轮、加载哪些 skills、哪些段落重要、哪些轮次在压缩后保留。", "descriptionFr": "Confie les petites décisions d'un agent à Jev : quel modèle répond au tour, quelles skills charger, quels passages comptent, quels tours survivent à la compaction.", "language": "Python", "license": "MIT", "stars": 918, "forks": 88, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "compact or prune agent context", "pick which skill or prompt to load", "route between models by task difficulty" ] }, { "id": "vercel-labs--ai-cli", "name": "vercel-labs/ai-cli", "url": "https://github.com/vercel-labs/ai-cli", "kind": "repo", "category": "official", "rule": "011", "description": "The Vercel AI SDK in your terminal, with an evaluate path that runs on Jev.", "descriptionZh": "在终端中使用的 Vercel AI SDK，其 evaluate 路径运行于 Jev 之上。", "descriptionFr": "Le Vercel AI SDK dans votre terminal, avec un chemin evaluate qui s'exécute sur Jev.", "language": "TypeScript", "license": null, "stars": 817, "forks": 65, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "judge or verify an agent's output", "review code or pull requests", "call Jev from the command line" ] }, { "id": "wfzyx--von", "name": "wfzyx/von", "url": "https://github.com/wfzyx/von", "kind": "repo", "category": "open-models", "rule": "229", "description": "Non-autoregressive open decision model reporting under 15 ms locally, as a drop-in alternative to Jev.", "descriptionZh": "非自回归开放决策模型，本地延迟低于 15 ms，可作为 Jev 的直接替代品。", "descriptionFr": "Modèle de décision ouvert non autorégressif annoncé à moins de 15 ms en local, comme alternative directe à Jev.", "language": "Python", "license": "Apache-2.0", "stars": 781, "forks": 57, "topics": [ "decision-model", "jev", "machine-learning", "python", "rlcd", "system-one" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "call Jev from a language SDK" ] }, { "id": "rizzo-ai-academy--rizzo-flow", "name": "Rizzo-AI-Academy/rizzo-flow", "url": "https://github.com/Rizzo-AI-Academy/rizzo-flow", "kind": "repo", "category": "open-models", "rule": "229", "description": "Local-first take on the System One idea: unstructured state in, typed probabilistic decisions out, without generating a token.", "descriptionZh": "本地优先的 System One 理念实践：输入非结构化状态，输出类型化概率决策，全程不生成 token。", "descriptionFr": "Interprétation local-first de l'idée System One : état non structuré en entrée, décisions probabilistes typées en sortie, sans générer de token.", "language": "Python", "license": "Apache-2.0", "stars": 763, "forks": 51, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "classify support tickets or messages" ] }, { "id": "anishfn--shapeshift", "name": "anishfn/shapeshift", "url": "https://github.com/anishfn/shapeshift", "kind": "repo", "category": "apps", "rule": "191", "description": "Turns one text box into the matching card as you type, judged by a single parallel Jev call, with a keyword fallback when no key is set.", "descriptionZh": "在输入时将单个文本框转为匹配卡片，由一次并行 Jev 调用判定，未设置 key 时回退到关键词。", "descriptionFr": "Transforme une zone de texte en carte correspondante pendant la frappe, jugée par un seul appel Jev parallèle, avec un repli par mot-clé quand aucune clé n'est définie.", "language": "TypeScript", "license": "MIT", "stars": 752, "forks": 83, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "extract structured fields from text", "compare Jev with an LLM", "review code or pull requests" ] }, { "id": "wy-coliney--jev-browser-use", "name": "wy-coliney/jev-browser-use", "url": "https://github.com/wy-coliney/jev-browser-use", "kind": "repo", "category": "browser", "rule": "152", "description": "Codex skill and plugin where Jev handles navigation, clicks, and scrolling and Codex keeps typing and verification; reports browser steps 5 to 10 times faster.", "descriptionZh": "Codex skill 与插件，由 Jev 处理导航、点击和滚动，Codex 负责输入与验证，报告称浏览器步骤快 5 到 10 倍。", "descriptionFr": "Skill et plugin Codex où Jev gère la navigation, les clics et le défilement tandis que Codex conserve la saisie et la vérification ; annonce des étapes de navigateur 5 à 10 fois plus rapides.", "language": "JavaScript", "license": "MIT", "stars": 707, "forks": 34, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "drive a browser or GUI with an agent", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "devagrawal09--jev-review", "name": "devagrawal09/jev-review", "url": "https://github.com/devagrawal09/jev-review", "kind": "repo", "category": "code-review", "rule": "147", "description": "Staged code-review workflow with a local dashboard.", "descriptionZh": "带本地仪表盘的分阶段代码审查工作流。", "descriptionFr": "Workflow de revue de code par étapes avec un tableau de bord local.", "language": "TypeScript", "license": "MIT", "stars": 643, "forks": 42, "topics": [ "ai", "code-review", "jev", "typesafe-ai", "typescript" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "review code or pull requests", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "thruwire--foreman", "name": "thruwire/foreman", "url": "https://github.com/thruwire/foreman", "kind": "repo", "category": "code-review", "rule": "147", "description": "Supervises a software factory of agents, with Jev making the go and no-go calls.", "descriptionZh": "监管由智能体组成的软件工厂，由 Jev 做出放行与否决决策。", "descriptionFr": "Supervise une usine logicielle d'agents, Jev prenant les décisions de validation et de rejet.", "language": "Python", "license": "MIT", "stars": 619, "forks": 47, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "judge or verify an agent's output", "review code or pull requests", "benchmark or calibrate Jev" ] }, { "id": "sac-y--jev-cu", "name": "Sac-Y/Jev-cu", "url": "https://github.com/Sac-Y/Jev-cu", "kind": "repo", "category": "browser", "rule": "152", "description": "Codex computer use where Jev picks the element, action, completion, and risk from on-screen text, no screenshots sent; Chinese readme.", "descriptionZh": "Codex 计算机操作，Jev 仅依据屏幕文本选择元素、动作、完成度与风险，不发送截图，附中文 readme。", "descriptionFr": "Utilisation d'ordinateur Codex où Jev choisit l'élément, l'action, l'achèvement et le risque à partir du texte à l'écran, sans envoi de captures d'écran ; readme en chinois.", "language": "JavaScript", "license": "MIT", "stars": 613, "forks": 63, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "gate or approve tool calls before they run", "drive a browser or GUI with an agent", "learn how Jev works" ] }, { "id": "featherless-ai--simple-jev", "name": "featherless-ai/simple-jev", "url": "https://github.com/featherless-ai/simple-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Reads next-token logits from any Hugging Face model for choice, rubric, and support questions; public demo API with no key.", "descriptionZh": "从任意 Hugging Face 模型读取 next-token logits，用于 choice、rubric 和 support 问题；公共演示 API，无需密钥。", "descriptionFr": "Lit les logits du token suivant depuis n'importe quel modèle Hugging Face pour les questions de choix, d'évaluation et de support ; API de démonstration publique sans clé.", "language": "Python", "license": "Apache-2.0", "stars": 575, "forks": 66, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "run Jev on open models without the vendor", "judge or verify an agent's output", "extract structured fields from text" ] }, { "id": "rmalde--minecraft-agent", "name": "rmalde/minecraft-agent", "url": "https://github.com/rmalde/minecraft-agent", "kind": "repo", "category": "games", "rule": "236", "description": "Kills the dragon on a vanilla server with a frontier model planning and Jev selecting every player action; the logged run took 131 Jev decisions and 35 planner calls.", "descriptionZh": "在原版服务器上击杀末影龙，由 frontier 模型规划并由 Jev 选择每个玩家动作；记录的一次运行共用了 131 次 Jev 决策和 35 次规划器调用。", "descriptionFr": "Tue le dragon sur un serveur vanilla avec un modèle de pointe pour la planification et Jev sélectionnant chaque action du joueur ; la partie enregistrée a nécessité 131 décisions Jev et 35 appels au planificateur.", "language": "JavaScript", "license": null, "stars": 569, "forks": 59, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "liuziyu77--valen", "name": "Liuziyu77/Valen", "url": "https://github.com/Liuziyu77/Valen", "kind": "repo", "category": "open-models", "rule": "229", "description": "Multimodal decision model on Qwen3.5 that scores candidates against images and video as well as text, with training code and open weights.", "descriptionZh": "基于 Qwen3.5 的多模态决策模型，结合图像、视频和文本对候选进行评分，并提供训练代码和开放权重。", "descriptionFr": "Modèle de décision multimodal basé sur Qwen3.5 qui évalue les candidats face aux images et à la vidéo ainsi qu'au texte, avec code d'entraînement et poids ouverts.", "language": "Python", "license": "Apache-2.0", "stars": 551, "forks": 57, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "score or rank candidates in a pipeline", "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "razorback16--openjev", "name": "razorback16/openjev", "url": "https://github.com/razorback16/openjev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Jev-compatible decision server on DiffusionGemma 26B through vLLM, images included, hosted free on [Codiv](https://codiv.ai).", "descriptionZh": "基于 DiffusionGemma 26B、经由 vLLM 的 Jev 兼容决策服务器，包含图像，免费托管在 [Codiv](https://codiv.ai)。", "descriptionFr": "Serveur de décision compatible Jev basé sur DiffusionGemma 26B via vLLM, images incluses, hébergé gratuitement sur [Codiv](https://codiv.ai).", "language": "Python", "license": "Apache-2.0", "stars": 541, "forks": 43, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "run Jev on open models without the vendor", "call Jev from a language SDK", "compare Jev with an LLM" ] }, { "id": "gargpratyush--jev-router", "name": "gargpratyush/jev-router", "url": "https://github.com/gargpratyush/jev-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Routes each task to the cheapest Claude model that can handle it.", "descriptionZh": "将每个任务路由到能处理它的最便宜的 Claude 模型。", "descriptionFr": "Achemine chaque tâche vers le modèle Claude le moins cher capable de la traiter.", "language": "JavaScript", "license": "MIT", "stars": 499, "forks": 64, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "route between models by task difficulty", "call Jev from the command line", "learn how Jev works" ] }, { "id": "superagents-lab--jev-search", "name": "superagents-lab/jev-search", "url": "https://github.com/superagents-lab/jev-search", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Source selection, query understanding, and relevance ranking for web search.", "descriptionZh": "用于网络搜索的来源选择、查询理解和相关性排序。", "descriptionFr": "Sélection des sources, compréhension des requêtes et classement de pertinence pour la recherche web.", "language": "TypeScript", "license": "MIT", "stars": 493, "forks": 59, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "rerank search results", "learn how Jev works", "compare Jev with an LLM" ] }, { "id": "kyotofin--tax-doc-classifier", "name": "kyotofin/tax-doc-classifier", "url": "https://github.com/kyotofin/tax-doc-classifier", "kind": "repo", "category": "data-ops", "rule": "185", "description": "One request per page picks among 261 IRS forms and seven page kinds; reports 100 percent on its corpus at $0.001 a page, 34 times cheaper than the LLM pipeline it replaced.", "descriptionZh": "每页一次请求，在 261 种 IRS 表格和七种页面类型中选择；在其语料上报告 100% 准确率，每页 $0.001，比其取代的 LLM 流水线便宜 34 倍。", "descriptionFr": "Une requête par page choisit parmi 261 formulaires IRS et sept types de page ; rapporte 100 pour cent sur son corpus à $0.001 par page, 34 fois moins cher que le pipeline LLM remplacé.", "language": "TypeScript", "license": "Apache-2.0", "stars": 484, "forks": 59, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "compare Jev with an LLM", "review code or pull requests", "label data or build a dataset" ] }, { "id": "jkudish--jev-mcp", "name": "jkudish/jev-mcp", "url": "https://github.com/jkudish/jev-mcp", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "The first MCP server for Jev, and still the most linked.", "descriptionZh": "首个面向 Jev 的 MCP 服务器，至今仍是被链接最多的。", "descriptionFr": "Premier serveur MCP pour Jev, et toujours le plus lié.", "language": "JavaScript", "license": "MIT", "stars": 464, "forks": 53, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "serve Jev over MCP to any agent", "score or rank candidates in a pipeline", "extract structured fields from text" ] }, { "id": "notque--vexjoy-agent", "name": "notque/vexjoy-agent", "url": "https://github.com/notque/vexjoy-agent", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Agent toolkit whose `/d` command picks the specialist agent, skill, and pipeline with one Jev call, plus an optional Jev auto-compact plugin.", "descriptionZh": "智能体工具包，其 `/d` 命令通过一次 Jev 调用选择专家智能体、skill 和 pipeline，并附带可选的 Jev auto-compact 插件。", "descriptionFr": "Boîte à outils d'agents dont la commande `/d` choisit l'agent spécialiste, la skill et le pipeline en un seul appel Jev, plus un plugin optionnel Jev auto-compact.", "language": "Python", "license": "MIT", "stars": 426, "forks": 48, "topics": [ "ai", "ai-agents", "ai-skills", "claude", "claude-code", "ai-pipelines" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "gate or approve tool calls before they run", "pick which skill or prompt to load", "judge or verify an agent's output" ] }, { "id": "droidrun--mobile-jev", "name": "droidrun/mobile-jev", "url": "https://github.com/droidrun/mobile-jev", "kind": "repo", "category": "mobile", "rule": "158", "description": "The same loop on a real Android phone; nine Uber actions in 21 seconds in the demo.", "descriptionZh": "在真机 Android 手机上运行相同循环；演示中 21 秒内完成九个 Uber 操作。", "descriptionFr": "La même boucle sur un vrai téléphone Android ; neuf actions Uber en 21 secondes dans la démo.", "language": "JavaScript", "license": "MIT", "stars": 426, "forks": 53, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "control a phone or mobile app", "benchmark or calibrate Jev", "drive a browser or GUI with an agent" ] }, { "id": "fhshaik--typesafe-mario", "name": "fhshaik/typesafe-mario", "url": "https://github.com/fhshaik/typesafe-mario", "kind": "repo", "category": "games", "rule": "236", "description": "Plays Super Mario Bros. from structured emulator state; Jev picks the NES controller input directly.", "descriptionZh": "基于结构化模拟器状态游玩 Super Mario Bros.；由 Jev 直接选择 NES 手柄输入。", "descriptionFr": "Joue à Super Mario Bros. à partir de l'état structuré de l'émulateur ; Jev choisit directement l'entrée de la manette NES.", "language": "Python", "license": null, "stars": 422, "forks": 47, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "build a game or simulation on Jev" ] }, { "id": "tianyucodings--jevharness", "name": "TianyuCodings/JevHarness", "url": "https://github.com/TianyuCodings/JevHarness", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Has an LLM write a task-specific harness that turns observations into Jev questions, then freezes it and improves it from rewards and full execution traces.", "descriptionZh": "让 LLM 编写任务专用的 harness，将观测转化为 Jev 问题，然后将其冻结，并根据奖励和完整执行轨迹进行改进。", "descriptionFr": "Fait écrire par un LLM un harness spécifique à la tâche qui transforme les observations en questions Jev, puis le fige et l'améliore à partir des récompenses et des traces d'exécution complètes.", "language": "Python", "license": null, "stars": 400, "forks": 17, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "dabit3--jev-experiments", "name": "dabit3/jev-experiments", "url": "https://github.com/dabit3/jev-experiments", "kind": "repo", "category": "demos", "rule": "248", "description": "Nader Dabit's grab bag of small Jev experiments.", "descriptionZh": "Nader Dabit 的小型 Jev 实验合集。", "descriptionFr": "Assortiment de petites expériences Jev de Nader Dabit.", "language": "TypeScript", "license": null, "stars": 397, "forks": 31, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "benchmark or calibrate Jev", "learn how Jev works", "review code or pull requests" ] }, { "id": "realzachi--pg-jev", "name": "realZachi/pg-jev", "url": "https://github.com/realZachi/pg-jev", "kind": "repo", "category": "data-ops", "rule": "185", "description": "PostgreSQL extension that answers plain-language questions about your tables.", "descriptionZh": "回答关于数据表的自然语言问题的 PostgreSQL 扩展。", "descriptionFr": "Extension PostgreSQL qui répond aux questions en langage courant sur vos tables.", "language": "Shell", "license": "NOASSERTION", "stars": 381, "forks": 27, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "run Jev inside a database or SQL", "score or rank candidates in a pipeline", "classify support tickets or messages" ] }, { "id": "yinsongxu--llm2jev", "name": "Yinsongxu/LLM2Jev", "url": "https://github.com/Yinsongxu/LLM2Jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Adapts local language models to runtime-defined Choice, Score, and Noul questions and returns typed answers with probabilities.", "descriptionZh": "使本地语言模型适配运行时定义的 Choice、Score 和 Noul 问题，并返回带概率的类型化答案。", "descriptionFr": "Adapte les modèles de langage locaux aux questions Choice, Score et Noul définies à l'exécution et renvoie des réponses typées avec probabilités.", "language": "Python", "license": "Apache-2.0", "stars": 377, "forks": 38, "topics": [ "jev", "llm", "mllm" ], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "run Jev on open models without the vendor", "compare Jev with an LLM", "score or rank candidates in a pipeline" ] }, { "id": "moritzkremb--jev-voice-browser", "name": "moritzkremb/jev-voice-browser", "url": "https://github.com/moritzkremb/jev-voice-browser", "kind": "repo", "category": "browser", "rule": "152", "description": "Intent and target decided per spoken word in about 300 ms, often before the sentence ends.", "descriptionZh": "约 300 ms 内逐词判定意图和目标，通常在句子结束前完成。", "descriptionFr": "Intention et cible décidées à chaque mot prononcé en environ 300 ms, souvent avant la fin de la phrase.", "language": "JavaScript", "license": "MIT", "stars": 371, "forks": 60, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "drive a browser or GUI with an agent", "voice or realtime decisions", "compare Jev with an LLM" ] }, { "id": "typesafe-ai--system-one-adapter-python", "name": "typesafe-ai/system-one-adapter-python", "url": "https://github.com/typesafe-ai/system-one-adapter-python", "kind": "repo", "category": "official", "rule": "011", "description": "Same `TypeSafeClient` interface backed by an LLM API, so you can compare Jev against a chat model on identical questions.", "descriptionZh": "官方 TypeSafeClient 替代实现，底层走 OpenAI/Anthropic 等 LLM，用来和对话模型做 Jev 对照实验", "descriptionFr": "Même interface `TypeSafeClient` adossée à une API LLM, pour comparer Jev à un modèle de chat sur des questions identiques.", "language": "Python", "license": "MIT", "stars": 363, "forks": 55, "topics": [], "official": true, "archived": false, "pushedAt": "2026-09-22", "intents": [ "compare Jev with an LLM", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "kitze--unclutter", "name": "kitze/unclutter", "url": "https://github.com/kitze/unclutter", "kind": "repo", "category": "apps", "rule": "191", "description": "Browser extension that removes page clutter with reusable template rules.", "descriptionZh": "使用可复用模板规则清除页面杂乱内容的浏览器扩展。", "descriptionFr": "Extension de navigateur qui supprime l'encombrement des pages grâce à des règles de modèles réutilisables.", "language": "TypeScript", "license": "MIT", "stars": 341, "forks": 35, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "review code or pull requests", "learn how Jev works", "compare Jev with an LLM" ] }, { "id": "itsmostafa--typesafe-mcp", "name": "itsmostafa/typesafe-mcp", "url": "https://github.com/itsmostafa/typesafe-mcp", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Single-binary Go MCP server and CLI that exposes TypeSafe Jev judgments to Claude Desktop, Claude Code and Codex.", "descriptionZh": "单二进制 Go MCP 服务器和 CLI，将 TypeSafe Jev 判断开放给 Claude Desktop、Claude Code 和 Codex。", "descriptionFr": "Serveur MCP et CLI Go en binaire unique qui expose les jugements TypeSafe Jev à Claude Desktop, Claude Code et Codex.", "language": "Go", "license": "MIT", "stars": 337, "forks": 37, "topics": [ "mcp", "mcp-tools" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "classify support tickets or messages", "serve Jev over MCP to any agent", "add Jev to a chat bot or Discord" ] }, { "id": "ekzhang--openjev-sglang", "name": "ekzhang/openjev-sglang", "url": "https://github.com/ekzhang/openjev-sglang", "kind": "repo", "category": "open-models", "rule": "229", "description": "Jev-compatible API endpoint on SGLang, prefill only.", "descriptionZh": "SGLang 上仅支持 prefill 的 Jev 兼容 API 端点。", "descriptionFr": "Point de terminaison d'API compatible Jev sur SGLang, prefill uniquement.", "language": "Python", "license": null, "stars": 336, "forks": 45, "topics": [ "jev", "llm", "structured-generation", "systemone" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "run Jev on open models without the vendor", "extract structured fields from text", "benchmark or calibrate Jev" ] }, { "id": "malevrigns--agent-jev", "name": "malevrigns/agent-jev", "url": "https://github.com/malevrigns/agent-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Decision model on Qwen3-0.6B that answers without decoding tokens, reports 79.25 percent top-1 on the public Typed Decisions benchmark.", "descriptionZh": "基于 Qwen3-0.6B、无需解码词元即可作答的决策模型，在公开 Typed Decisions 基准上 top-1 准确率为 79.25%。", "descriptionFr": "Modèle de décision basé sur Qwen3-0.6B qui répond sans décoder de tokens, avec 79,25 % de top-1 sur le benchmark public Typed Decisions.", "language": "Python", "license": "Apache-2.0", "stars": 328, "forks": 30, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "gate or approve tool calls before they run", "score or rank candidates in a pipeline", "benchmark or calibrate Jev" ] }, { "id": "lakeday-org--perch", "name": "lakeday-org/perch", "url": "https://github.com/lakeday-org/perch", "kind": "repo", "category": "code-review", "rule": "147", "description": "Semantic linting: rules in plain language, each file judged by Jev, run locally or in CI.", "descriptionZh": "语义 lint：以自然语言编写规则，每个文件由 Jev 判定，可在本地或 CI 中运行。", "descriptionFr": "Linting sémantique : règles en langage courant, chaque fichier évalué par Jev, exécution en local ou en CI.", "language": "JavaScript", "license": "MIT", "stars": 316, "forks": 19, "topics": [ "ai", "cli", "code-quality", "code-review", "devtools", "linter" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "review code or pull requests", "call Jev from the command line", "judge or verify an agent's output" ] }, { "id": "hr98w--jev-visual", "name": "hr98w/jev-visual", "url": "https://github.com/hr98w/jev-visual", "kind": "repo", "category": "open-models", "rule": "229", "description": "Educational visual-inference variant on Apple Silicon: shared context, direct candidate scoring.", "descriptionZh": "面向 Apple Silicon 的教学用视觉推理变体：共享上下文，直接对候选评分。", "descriptionFr": "Variante éducative d'inférence visuelle sur Apple Silicon : contexte partagé, notation directe des candidats.", "language": "Python", "license": "MIT", "stars": 303, "forks": 27, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "billionsbobby--jevrouter", "name": "BillionsBobby/JevRouter", "url": "https://github.com/BillionsBobby/JevRouter", "kind": "repo", "category": "routing", "rule": "118", "description": "Models, subagents, skills, MCP tools, and CLIs as one candidate set; Jev picks, the router enforces permissions and risk; reports 44 percent first-five tool-call hits against 24 for DeepSeek on Toolathlon.", "descriptionZh": "将模型、子代理、技能、MCP 工具和 CLI 作为统一候选集，由 Jev 选择，路由器执行权限和风险控制，在 Toolathlon 上前五次工具调用命中率为 44%，DeepSeek 为 24%。", "descriptionFr": "Modèles, subagents, skills, outils MCP et CLI réunis en un seul ensemble de candidats ; Jev choisit, le routeur applique les permissions et le risque ; 44 % de bons appels d'outils dans les cinq premiers contre 24 pour DeepSeek sur Toolathlon.", "language": "TypeScript", "license": "MIT", "stars": 303, "forks": 19, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "gate or approve tool calls before they run", "pick which skill or prompt to load", "benchmark or calibrate Jev" ] }, { "id": "sutro-sh--jev-align", "name": "sutro-sh/jev-align", "url": "https://github.com/sutro-sh/jev-align", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Finds the examples a Jev function is least sure about, asks you to label them, and improves the function with GEPA.", "descriptionZh": "找出 Jev 函数最不确定的样本，请你标注，并用 GEPA 改进该函数。", "descriptionFr": "Trouve les exemples dont une fonction Jev est la moins sûre, vous demande de les annoter et améliore la fonction avec GEPA.", "language": "Python", "license": "Apache-2.0", "stars": 301, "forks": 23, "topics": [ "active-learning", "classification", "cli", "gepa", "human-in-the-loop", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "benchmark or calibrate Jev", "label data or build a dataset", "classify support tickets or messages" ] }, { "id": "jkudish--jev-browser", "name": "jkudish/jev-browser", "url": "https://github.com/jkudish/jev-browser", "kind": "repo", "category": "browser", "rule": "152", "description": "The first community browser agent on Jev, with a demo GIF.", "descriptionZh": "Jev 上首个社区浏览器代理，附演示 GIF。", "descriptionFr": "Le premier agent navigateur communautaire basé sur Jev, avec un GIF de démonstration.", "language": "JavaScript", "license": "MIT", "stars": 297, "forks": 27, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "call Jev from the command line", "drive a browser or GUI with an agent", "benchmark or calibrate Jev" ] }, { "id": "miuuyy--astra-ares", "name": "miuuyy/Astra-Ares", "url": "https://github.com/miuuyy/Astra-Ares", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Has Jev pick the reasoning effort and how long to hold it for a running Codex task, on a patched Codex CLI built from upstream source.", "descriptionZh": "让 Jev 为正在运行的 Codex 任务选择推理强度及保持时长，基于上游源码构建的补丁版 Codex CLI 运行。", "descriptionFr": "Laisse Jev choisir l'effort de raisonnement et sa durée de maintien pour une tâche Codex en cours, sur un CLI Codex patché compilé depuis la source upstream.", "language": "JavaScript", "license": "MIT", "stars": 293, "forks": 20, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "benchmark or calibrate Jev", "review code or pull requests", "learn how Jev works" ] }, { "id": "heman10x-ngu--openjev-verdict-2-0", "name": "Heman10x-NGU/openJev-verdict-2.0", "url": "https://github.com/Heman10x-NGU/openJev-verdict-2.0", "kind": "repo", "category": "open-models", "rule": "229", "description": "Non-autoregressive 151M decision engine with a WebGPU browser runtime, reporting 77.1 percent top-1 and 1.44 percent calibration error on its own benchmark.", "descriptionZh": "非自回归 151M 决策引擎，带 WebGPU 浏览器运行时，在自有基准上报告 77.1% top-1 和 1.44% 校准误差。", "descriptionFr": "Moteur de décision non autorégressif de 151M avec un runtime navigateur WebGPU, annonçant 77,1 % de top-1 et 1,44 % d'erreur de calibration sur son propre benchmark.", "language": "Python", "license": "NOASSERTION", "stars": 293, "forks": 44, "topics": [ "agentic-ai", "brier-score", "calibration", "decision-engine", "deep-learning", "machine-learning" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "run Jev on open models without the vendor" ] }, { "id": "0xnatoshi--jev-codex-router", "name": "0xNatoshi/jev-codex-router", "url": "https://github.com/0xNatoshi/jev-codex-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Picks model, thinking depth, and speed mode for every Codex turn.", "descriptionZh": "为每一轮 Codex 对话选择模型、思考深度和速度模式。", "descriptionFr": "Choisit le modèle, la profondeur de réflexion et le mode de vitesse pour chaque tour de Codex.", "language": "JavaScript", "license": "MIT", "stars": 278, "forks": 40, "topics": [ "ai", "codex", "jev", "llm", "macos", "routing" ], "official": false, "archived": true, "pushedAt": "2026-09-22", "intents": [ "route between models by task difficulty", "benchmark or calibrate Jev", "review code or pull requests" ] }, { "id": "logan-markewich--jeff", "name": "logan-markewich/jeff", "url": "https://github.com/logan-markewich/jeff", "kind": "repo", "category": "open-models", "rule": "229", "description": "Self-hosted System One API on the 400M GLiFormer, with benchmarks that say where it trails Jev.", "descriptionZh": "基于 400M GLiFormer 的自托管 System One API，附说明其在何处落后于 Jev 的基准测试。", "descriptionFr": "API System One auto-hébergée sur le GLiFormer 400M, avec des benchmarks qui indiquent où elle reste derrière Jev.", "language": "Python", "license": "MIT", "stars": 273, "forks": 20, "topics": [ "classification", "encoder", "gliner", "jev", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "compare Jev with an LLM" ] }, { "id": "vinilana--jev-gateway", "name": "vinilana/jev-gateway", "url": "https://github.com/vinilana/jev-gateway", "kind": "repo", "category": "routing", "rule": "118", "description": "Local gateway for Codex and Claude Code that sends the \"which tool next\" decision to Jev and everything else to your usual model.", "descriptionZh": "面向 Codex 和 Claude Code 的本地网关，将 which tool next 决策发送给 Jev，其余部分发送给常用模型。", "descriptionFr": "Passerelle locale pour Codex et Claude Code qui envoie la décision \"which tool next\" à Jev et tout le reste à votre modèle habituel.", "language": "TypeScript", "license": "MIT", "stars": 267, "forks": 36, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "gate or approve tool calls before they run", "route requests through a gateway or proxy", "compare Jev with an LLM" ] }, { "id": "agricidaniel--jev-seo", "name": "AgriciDaniel/jev-seo", "url": "https://github.com/AgriciDaniel/jev-seo", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Crawls a site, checks it against 52 SEO rules, has Jev judge every page, and writes PDF, spreadsheet, and Markdown reports.", "descriptionZh": "抓取网站并依据 52 条 SEO 规则检查，由 Jev 评估每个页面，并生成 PDF、电子表格和 Markdown 报告。", "descriptionFr": "Explore un site, le vérifie par rapport à 52 règles SEO, fait juger chaque page par Jev, et génère des rapports PDF, tableur et Markdown.", "language": "Python", "license": "MIT", "stars": 266, "forks": 56, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "call Jev from the command line", "judge or verify an agent's output", "benchmark or calibrate Jev" ] }, { "id": "ferrycorleone--crush-monitor", "name": "FerryCorleone/crush-monitor", "url": "https://github.com/FerryCorleone/crush-monitor", "kind": "repo", "category": "apps", "rule": "191", "description": "Reads a chat log locally and labels every message with the three likeliest of twelve emotions and thirty-five intents.", "descriptionZh": "在本地读取聊天记录，并为每条消息标注十二种情绪和三十五种意图中最可能的三个。", "descriptionFr": "Lit un journal de discussion localement et étiquette chaque message avec les trois plus probables parmi douze émotions et trente-cinq intentions.", "language": "TypeScript", "license": "MIT", "stars": 262, "forks": 26, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "extract structured fields from text", "route requests through a gateway or proxy", "label data or build a dataset" ] }, { "id": "typesafe-ai--typesafe-sdk-js", "name": "typesafe-ai/typesafe-sdk-js", "url": "https://github.com/typesafe-ai/typesafe-sdk-js", "kind": "repo", "category": "official", "rule": "011", "description": "TypeScript and JavaScript client with answer types inferred from your questions.", "descriptionZh": "官方 TypeScript/JavaScript 客户端，答案类型由问题自动推导（npm install @typesafe-ai/sdk）", "descriptionFr": "Client TypeScript et JavaScript avec des types de réponse inférés à partir de vos questions.", "language": "TypeScript", "license": "MIT", "stars": 259, "forks": 34, "topics": [], "official": true, "archived": false, "pushedAt": "2026-09-15", "intents": [ "review code or pull requests", "judge or verify an agent's output", "extract structured fields from text" ] }, { "id": "typesafe-ai--typesafe-sdk-python", "name": "typesafe-ai/typesafe-sdk-python", "url": "https://github.com/typesafe-ai/typesafe-sdk-python", "kind": "repo", "category": "official", "rule": "011", "description": "Python client, sync and async.", "descriptionZh": "官方同步 + 异步 Python 客户端（pip install typesafe-sdk）", "descriptionFr": "Client Python, synchrone et asynchrone.", "language": "Python", "license": "MIT", "stars": 256, "forks": 39, "topics": [], "official": true, "archived": false, "pushedAt": "2026-09-26", "intents": [ "review code or pull requests", "judge or verify an agent's output", "moderate content or detect abuse" ] }, { "id": "kitze--skillbox", "name": "kitze/skillbox", "url": "https://github.com/kitze/skillbox", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Self-hosted, versioned skills library served over MCP, with Jev recommending which skill to load.", "descriptionZh": "通过 MCP 提供的自托管版本化技能库，由 Jev 推荐加载哪个技能。", "descriptionFr": "Bibliothèque de skills auto-hébergée et versionnée servie via MCP, avec Jev qui recommande quel skill charger.", "language": "TypeScript", "license": "MIT", "stars": 255, "forks": 22, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "pick which skill or prompt to load", "serve Jev over MCP to any agent", "run Jev on open models without the vendor" ] }, { "id": "fbddcz--embodied-jev", "name": "FBddcz/embodied-jev", "url": "https://github.com/FBddcz/embodied-jev", "kind": "repo", "category": "games", "rule": "236", "description": "Browser workbench for embodied experiments in MuJoCo where every robot step is a visible Jev decision, backed by a local model or a cloud API.", "descriptionZh": "面向 MuJoCo 中具身实验的浏览器工作台，每个机器人步骤都是可见的 Jev 决策，由本地模型或云端 API 支持。", "descriptionFr": "Workbench navigateur pour expériences incarnées dans MuJoCo où chaque pas du robot est une décision Jev visible, adossé à un modèle local ou à une API cloud.", "language": "Python", "license": "MIT", "stars": 250, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "compare Jev with an LLM", "judge or verify an agent's output", "run Jev on open models without the vendor" ] }, { "id": "rokbenko--quackd", "name": "rokbenko/quackd", "url": "https://github.com/rokbenko/quackd", "kind": "repo", "category": "games", "rule": "236", "description": "Command line for LLM-piloted robots across seven bodies, with an optional Jev stepper that picks among calls without ever writing a joint angle.", "descriptionZh": "面向七种机身的 LLM 驾驶机器人的命令行工具，带可选 Jev stepper，可在调用之间选择且从不直接写入关节角度。", "descriptionFr": "Ligne de commande pour robots pilotés par LLM sur sept corps, avec un stepper Jev optionnel qui choisit parmi les appels sans jamais écrire un angle d'articulation.", "language": "Python", "license": "Apache-2.0", "stars": 245, "forks": 25, "topics": [ "mcp", "microduck", "physical-ai", "claude", "openai", "local-llm" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "gate or approve tool calls before they run", "call Jev from the command line", "run Jev on open models without the vendor" ] }, { "id": "monteduro--killmyidea", "name": "monteduro/killmyidea", "url": "https://github.com/monteduro/killmyidea", "kind": "repo", "category": "apps", "rule": "191", "description": "Describe your startup idea; Jev says kill it, fix it, or ship it.", "descriptionZh": "描述你的创业想法；Jev 会判断该扼杀、修正还是发布。", "descriptionFr": "Décrivez votre idée de startup ; Jev dit s'il faut l'abandonner, la corriger ou la lancer.", "language": "TypeScript", "license": null, "stars": 244, "forks": 31, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "niazmorshed2007--jev-review", "name": "NiazMorshed2007/jev-review", "url": "https://github.com/NiazMorshed2007/jev-review", "kind": "repo", "category": "code-review", "rule": "147", "description": "Local-first MCP plugin for continuous quality review by coding agents.", "descriptionZh": "本地优先的 MCP 插件，供编码智能体进行持续质量审查。", "descriptionFr": "Plugin MCP local-first pour la revue qualité continue par des agents de codage.", "language": "TypeScript", "license": "MIT", "stars": 231, "forks": 20, "topics": [ "agent-plugin", "ai-agents", "claude-code", "code-review", "codex", "coding-agents" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "serve Jev over MCP to any agent", "review code or pull requests" ] }, { "id": "romanslack--jev-drone", "name": "RomanSlack/jev-drone", "url": "https://github.com/RomanSlack/jev-drone", "kind": "repo", "category": "games", "rule": "236", "description": "Camera-only drone in MuJoCo with Jev in the loop at 2.5 Hz.", "descriptionZh": "在 MuJoCo 中仅使用摄像头的无人机，Jev 以 2.5 Hz 参与闭环。", "descriptionFr": "Drone à caméra seule dans MuJoCo avec Jev dans la boucle à 2,5 Hz.", "language": "Python", "license": "MIT", "stars": 229, "forks": 30, "topics": [ "autonomous-agents", "drone", "mujoco", "robotics", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "build a game or simulation on Jev", "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "usenotra--notra", "name": "usenotra/notra", "url": "https://github.com/usenotra/notra", "kind": "repo", "category": "apps", "rule": "191", "description": "Turns work into content, with Jev deciding what is worth posting.", "descriptionZh": "将工作转化为内容，由 Jev 决定值得发布的内容。", "descriptionFr": "Transforme le travail en contenu, Jev décidant ce qui vaut la peine d'être publié.", "language": "TypeScript", "license": "AGPL-3.0", "stars": 226, "forks": 49, "topics": [ "aeo", "engine", "generative", "generative-engine-optimization", "geo", "optimization" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "rerank search results" ] }, { "id": "standardagents--jevpilot", "name": "standardagents/jevpilot", "url": "https://github.com/standardagents/jevpilot", "kind": "repo", "category": "games", "rule": "236", "description": "Three.js driving simulator where Jev picks steering and speed from sampled paths up to four times a second; [drive it](https://jevpilot.standardagents.ai).", "descriptionZh": "Three.js 驾驶模拟器，Jev 每秒最多四次从采样路径中选择转向和速度；[drive it](https://jevpilot.standardagents.ai)。", "descriptionFr": "Simulateur de conduite Three.js où Jev choisit direction et vitesse parmi des trajectoires échantillonnées jusqu'à quatre fois par seconde ; [conduisez-le](https://jevpilot.standardagents.ai).", "language": "JavaScript", "license": null, "stars": 203, "forks": 37, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "build a game or simulation on Jev", "voice or realtime decisions", "compact or prune agent context" ] }, { "id": "fstandhartinger--jevbench", "name": "fstandhartinger/jevbench", "url": "https://github.com/fstandhartinger/jevbench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Benchmark for Jev-class decision models: bounded rubric in, typed answer with a probability per option out, with cascade and committee experiments reported separately.", "descriptionZh": "面向 Jev 级决策模型的基准测试：输入有界评分标准，输出带每个选项概率的类型化答案，级联和委员会实验分别报告。", "descriptionFr": "Benchmark pour modèles de décision de classe Jev : rubrique bornée en entrée, réponse typée avec une probabilité par option en sortie, avec expériences en cascade et en comité rapportées séparément.", "language": "Python", "license": "MIT", "stars": 186, "forks": 19, "topics": [ "jev", "systemone", "decisionmodels" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "score or rank candidates in a pipeline" ] }, { "id": "imikerussell--beebots", "name": "imikerussell/beebots", "url": "https://github.com/imikerussell/beebots", "kind": "repo", "category": "finance", "rule": "242", "description": "Runs three Jev-driven trading bots against OKX perpetuals with a live dashboard, paper trading by default and real money behind explicit flags.", "descriptionZh": "针对 OKX 永续合约运行三个 Jev 驱动的交易机器人并提供实时仪表盘，默认模拟交易，真实资金交易需显式标志。", "descriptionFr": "Exécute trois bots de trading pilotés par Jev contre les perpetuals OKX avec un tableau de bord en direct, paper trading par défaut et argent réel derrière des flags explicites.", "language": "TypeScript", "license": "MIT", "stars": 180, "forks": 91, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "benchmark or calibrate Jev", "trade or score financial signals", "review code or pull requests" ] }, { "id": "togethercomputer--tev1", "name": "togethercomputer/tev1", "url": "https://github.com/togethercomputer/tev1", "kind": "repo", "category": "open-models", "rule": "229", "description": "Data recipe and training code that fine-tune Qwen3.5-4B into an open-weight decision model on Together AI.", "descriptionZh": "在 Together AI 上将 Qwen3.5-4B 微调为开放权重决策模型的数据配方和训练代码。", "descriptionFr": "Recette de données et code d'entraînement qui affine Qwen3.5-4B en modèle de décision à poids ouverts sur Together AI.", "language": "Python", "license": "MIT", "stars": 177, "forks": 19, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "classify support tickets or messages", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "aowang-ai--jev-trade", "name": "aowang-ai/jev-trade", "url": "https://github.com/aowang-ai/jev-trade", "kind": "repo", "category": "finance", "rule": "242", "description": "Live Jev trader on Hyperliquid.", "descriptionZh": "在 Hyperliquid 上运行的实时 Jev 交易员。", "descriptionFr": "Trader Jev en direct sur Hyperliquid.", "language": "TypeScript", "license": "NOASSERTION", "stars": 171, "forks": 30, "topics": [ "hyperliquid", "jev", "quantitative-finance", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "trade or score financial signals", "benchmark or calibrate Jev", "review code or pull requests" ] }, { "id": "kshetrajna12--reflex", "name": "kshetrajna12/reflex", "url": "https://github.com/kshetrajna12/reflex", "kind": "repo", "category": "open-models", "rule": "229", "description": "Small open decision model on Qwen3.5: state plus typed questions to calibrated probabilities.", "descriptionZh": "基于 Qwen3.5 的小型开放决策模型：状态加类型化问题输出校准概率。", "descriptionFr": "Petit modèle de décision ouvert sur Qwen3.5 : état plus questions typées vers des probabilités calibrées.", "language": "Python", "license": "MIT", "stars": 160, "forks": 17, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "run Jev on open models without the vendor", "classify support tickets or messages", "compare Jev with an LLM" ] }, { "id": "devmortimer--pi-warden", "name": "DevMortimer/pi-warden", "url": "https://github.com/DevMortimer/pi-warden", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Guardrails that steer instead of interrupt: irreversible calls, off-task calls, stuck loops, unverified done claims, about 250 ms each.", "descriptionZh": "引导而非打断的护栏：针对不可逆调用、偏离任务调用、卡死循环和未经验证的完成声明，每次约 250 ms。", "descriptionFr": "Garde-fous qui orientent au lieu d'interrompre : appels irréversibles, appels hors tâche, boucles bloquées, affirmations d'achèvement non vérifiées, environ 250 ms chacun.", "language": "TypeScript", "license": "MIT", "stars": 154, "forks": 22, "topics": [ "guardrails", "pi-extension", "pi-package", "typesafe", "agent-guardrails" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "stop an agent from finishing early", "judge or verify an agent's output", "detect prompt injection or risky commands" ] }, { "id": "jexp--neo4jev", "name": "jexp/neo4jev", "url": "https://github.com/jexp/neo4jev", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Walks a Neo4j graph by classifying neighbouring relationships.", "descriptionZh": "通过分类相邻关系遍历 Neo4j 图谱。", "descriptionFr": "Parcourt un graphe Neo4j en classifiant les relations voisines.", "language": "Jupyter Notebook", "license": "MIT", "stars": 154, "forks": 21, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compare Jev with an LLM", "learn how Jev works", "benchmark or calibrate Jev" ] }, { "id": "tamaratran--jev-pruner", "name": "tamaratran/jev-pruner", "url": "https://github.com/tamaratran/jev-pruner", "kind": "repo", "category": "context", "rule": "131", "description": "Trims long Bash output with Jev after the command runs and before the model sees it; short output, errors, and structured formats pass untouched.", "descriptionZh": "在命令运行后、模型可见之前，用 Jev 裁剪冗长的 Bash 输出；简短输出、错误和结构化格式原样通过。", "descriptionFr": "Élague les longues sorties Bash avec Jev après l'exécution de la commande et avant que le modèle ne les voie ; les sorties courtes, les erreurs et les formats structurés passent intacts.", "language": "TypeScript", "license": "MIT", "stars": 153, "forks": 10, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "y0usaf--pi-jev", "name": "y0usaf/pi-jev", "url": "https://github.com/y0usaf/pi-jev", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "A measured tool-call gate plus a `jev_ask` tool for typed answers inside Pi.", "descriptionZh": "在 Pi 内部提供计量式工具调用门控和用于类型化回答的 `jev_ask` 工具。", "descriptionFr": "Un contrôle mesuré des appels d'outils plus un outil `jev_ask` pour des réponses typées dans Pi.", "language": "TypeScript", "license": "MIT", "stars": 151, "forks": 13, "topics": [ "guardrails", "jev", "pi-extension", "pi-package", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "detect prompt injection or risky commands" ] }, { "id": "dorkitude--webctl", "name": "dorkitude/webctl", "url": "https://github.com/dorkitude/webctl", "kind": "repo", "category": "cli", "rule": "217", "description": "Searches the web for an agent and has Jev score and dedupe results and page chunks, so only the relevant text reaches the model.", "descriptionZh": "为智能体搜索网络，并对结果和页面分块进行 Jev 评分与去重，因此只有相关文本会传给模型。", "descriptionFr": "Recherche sur le web pour un agent et fait scorer et dédupliquer par Jev les résultats et les fragments de pages, afin que seul le texte pertinent atteigne le modèle.", "language": "Go", "license": "MIT", "stars": 150, "forks": 16, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "compact or prune agent context", "rerank search results", "run Jev on open models without the vendor" ] }, { "id": "dbreunig--building-with-jev-skill", "name": "dbreunig/building-with-jev-skill", "url": "https://github.com/dbreunig/building-with-jev-skill", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Skill for writing and improving programs that call Jev.", "descriptionZh": "用于编写和改进调用 Jev 的程序的 Skill。", "descriptionFr": "Skill pour écrire et améliorer des programmes qui appellent Jev.", "language": null, "license": null, "stars": 145, "forks": 11, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "score or rank candidates in a pipeline", "add Jev to a chat bot or Discord", "pick which skill or prompt to load" ] }, { "id": "uehaj--jev-semgrep", "name": "uehaj/jev-semgrep", "url": "https://github.com/uehaj/jev-semgrep", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Greps by meaning instead of by regex: every line gets a probability from Jev, and meanings combine with AND, OR, and NOT.", "descriptionZh": "按语义而非正则进行 grep：每一行都从 Jev 获得一个概率，语义可通过 AND、OR 和 NOT 组合。", "descriptionFr": "Recherche par sens plutôt que par regex : chaque ligne reçoit une probabilité de Jev, et les sens se combinent avec AND, OR et NOT.", "language": "JavaScript", "license": "NOASSERTION", "stars": 145, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "call Jev from the command line", "moderate content or detect abuse", "rerank search results" ] }, { "id": "juspay--neurolink", "name": "juspay/neurolink", "url": "https://github.com/juspay/neurolink", "kind": "repo", "category": "routing", "rule": "118", "description": "TypeScript AI SDK where decide, via Jev, is a peer of generate and stream: one typed-judgment call routes model choice, prunes context, and picks MCP tools.", "descriptionZh": "TypeScript AI SDK，其中经由 Jev 的 decide 与 generate 和 stream 并列：一次类型化判断调用负责路由模型选择、裁剪上下文并挑选 MCP 工具。", "descriptionFr": "SDK d'IA TypeScript où decide, via Jev, est l'égal de generate et stream : un appel de jugement typé oriente le choix du modèle, élague le contexte et sélectionne les outils MCP.", "language": "TypeScript", "license": "MIT", "stars": 144, "forks": 127, "topics": [ "ai", "developer-tools", "llm", "mcp", "model-context-protocol", "agents" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "compact or prune agent context", "route between models by task difficulty", "gate or approve tool calls before they run" ] }, { "id": "wquguru--dasheng", "name": "wquguru/dasheng", "url": "https://github.com/wquguru/dasheng", "kind": "repo", "category": "apps", "rule": "191", "description": "Read English aloud and see it scored: streaming ASR listens, Jev judges word by word, and the total is arithmetic in code.", "descriptionZh": "朗读英语并查看评分：流式 ASR 负责聆听，Jev 逐词评判，总分由代码中的算术计算得出。", "descriptionFr": "Lisez l'anglais à voix haute et voyez-le noté : la reconnaissance vocale en continu écoute, Jev juge mot à mot, et le total est calculé arithmétiquement dans le code.", "language": "JavaScript", "license": null, "stars": 144, "forks": 20, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "voice or realtime decisions", "benchmark or calibrate Jev", "review code or pull requests" ] }, { "id": "supercorp-ai--supercov", "name": "supercorp-ai/supercov", "url": "https://github.com/supercorp-ai/supercov", "kind": "repo", "category": "code-review", "rule": "147", "description": "Code quality and coverage signals for coding agents.", "descriptionZh": "为编程智能体提供代码质量与覆盖率信号。", "descriptionFr": "Signaux de qualité de code et de couverture pour les agents de codage.", "language": "Rust", "license": "MIT", "stars": 141, "forks": 5, "topics": [ "coverage", "jev", "typesafe", "gemini-cli-extension", "claude-code", "code-coverage" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "judge or verify an agent's output", "review code or pull requests", "benchmark or calibrate Jev" ] }, { "id": "keltokhy--jgrep", "name": "keltokhy/jgrep", "url": "https://github.com/keltokhy/jgrep", "kind": "repo", "category": "cli", "rule": "217", "description": "Prints the lines that fit a plain-English description, streaming from `tail -f` under a spend cap, and reports F1 0.91 on SMS spam against 0.72 for a keyword grep.", "descriptionZh": "打印符合纯英语描述的行，在支出上限下从 `tail -f` 流式读取，并在 SMS 垃圾短信上报告 F1 为 0.91，而关键词 grep 为 0.72。", "descriptionFr": "Affiche les lignes correspondant à une description en anglais courant, en continu depuis `tail -f` avec un plafond de dépenses, et rapporte un F1 de 0,91 sur le spam SMS contre 0,72 pour un grep par mots-clés.", "language": "Python", "license": "MIT", "stars": 132, "forks": 4, "topics": [ "cli", "grep", "jev", "openrouter", "semantic-search", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "moderate content or detect abuse", "classify support tickets or messages", "call Jev from the command line" ] }, { "id": "yuta-fywoo--jev-gui-delegate", "name": "YUTA-fywoo/jev-gui-delegate", "url": "https://github.com/YUTA-fywoo/jev-gui-delegate", "kind": "repo", "category": "browser", "rule": "152", "description": "Runs a delegated GUI task for Codex through the real Chrome session or Windows UI Automation, with Jev picking the control at each step.", "descriptionZh": "通过真实 Chrome 会话或 Windows UI Automation 为 Codex 运行委派式 GUI 任务，每一步由 Jev 选择控件。", "descriptionFr": "Exécute une tâche d'interface graphique déléguée pour Codex via la vraie session Chrome ou Windows UI Automation, avec Jev qui choisit le contrôle à chaque étape.", "language": "Python", "license": null, "stars": 131, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "drive a browser or GUI with an agent", "judge or verify an agent's output", "monitor or observe Jev usage and cost" ] }, { "id": "socai-io--jev-social", "name": "socai-io/jev-social", "url": "https://github.com/socai-io/jev-social", "kind": "repo", "category": "browser", "rule": "152", "description": "Lets Jev choose each read-only social research step while socai runs it in a real Chrome session and streams inspectable Instagram, TikTok, or LinkedIn evidence into a report.", "descriptionZh": "让 Jev 选择每个只读社交研究步骤，同时 socai 在真实 Chrome 会话中执行，并将可审查的 Instagram、TikTok 或 LinkedIn 证据流式汇入报告。", "descriptionFr": "Laisse Jev choisir chaque étape de recherche sociale en lecture seule pendant que socai l'exécute dans une vraie session Chrome et diffuse des preuves vérifiables Instagram, TikTok ou LinkedIn dans un rapport.", "language": "JavaScript", "license": "MIT", "stars": 128, "forks": 29, "topics": [ "jev", "social-media", "ai-agents", "browser-automation", "instagram", "research-agent" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "judge or verify an agent's output", "drive a browser or GUI with an agent", "gate or approve tool calls before they run" ] }, { "id": "allebee--jevk5", "name": "allebee/jevk5", "url": "https://github.com/allebee/jevk5", "kind": "repo", "category": "open-models", "rule": "229", "description": "Qwen3.5 replica with distilled LoRA weights, ranked second of 76 systems and first among open ones on JevBench v1.4.", "descriptionZh": "具有蒸馏 LoRA 权重的 Qwen3.5 复制品，在 JevBench v1.4 上 76 个系统中排名第二，在开放系统中排名第一。", "descriptionFr": "Réplique de Qwen3.5 avec poids LoRA distillés, classée deuxième sur 76 systèmes et première parmi les systèmes ouverts sur JevBench v1.4.", "language": "Python", "license": "Apache-2.0", "stars": 126, "forks": 10, "topics": [ "calibration", "decision-model", "jev", "jevbench", "lora", "qwen" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "run Jev on open models without the vendor", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "dicklesworthstone--skillranker", "name": "Dicklesworthstone/skillranker", "url": "https://github.com/Dicklesworthstone/skillranker", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Rust CLI and hooks that rank installed skills for the next step using live session context, with abstention.", "descriptionZh": "使用实时会话上下文为下一步骤对已安装的 skills 进行排名的 Rust CLI 和 hooks，支持弃权。", "descriptionFr": "CLI Rust et hooks qui classent les skills installés pour l'étape suivante à partir du contexte live de la session, avec abstention.", "language": "Rust", "license": "NOASSERTION", "stars": 125, "forks": 8, "topics": [ "agent-skills", "ai-agents", "asupersync", "claude-code", "cli", "developer-tools" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "pick which skill or prompt to load", "benchmark or calibrate Jev", "call Jev from the command line" ] }, { "id": "daseinlabs--open-jev", "name": "daseinlabs/open-jev", "url": "https://github.com/daseinlabs/open-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Prefills once and scores every option in one padded pass on Gemma 3 4B with MLX; plays Doom from the terminal in the demo.", "descriptionZh": "一次预填充并在 Gemma 3 4B 上用 MLX 以单次填充前向为每个选项打分；演示中从终端运行 Doom。", "descriptionFr": "Pré-remplit une fois et note chaque option en un seul passage rembourré sur Gemma 3 4B avec MLX ; joue à Doom depuis le terminal dans la démo.", "language": "Python", "license": "MIT", "stars": 121, "forks": 24, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "learn how Jev works" ] }, { "id": "devagrawal09--jev-code", "name": "devagrawal09/jev-code", "url": "https://github.com/devagrawal09/jev-code", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Command-line toolkit that coding agents hand judgment-heavy work to, one typed Jev workflow per request.", "descriptionZh": "编码智能体将重判断工作交给它的命令行工具包，每次请求对应一个带类型的 Jev 工作流。", "descriptionFr": "Boîte à outils en ligne de commande à laquelle les agents de codage confient les tâches à fort jugement, avec un workflow Jev typé par requête.", "language": "TypeScript", "license": "MIT", "stars": 119, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "review code or pull requests", "call Jev from the command line" ] }, { "id": "devagrawal09--stanley-code", "name": "devagrawal09/stanley-code", "url": "https://github.com/devagrawal09/stanley-code", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Coding CLI where Jev routes a plain-language request to one deterministic workflow, and that workflow asks Jev fixed-choice questions about the evidence it gathered.", "descriptionZh": "编码 CLI，其中 Jev 将自然语言请求路由到一个确定性工作流，该工作流就其收集的证据向 Jev 提固定选项问题。", "descriptionFr": "CLI de codage où Jev achemine une requête en langage courant vers un workflow déterministe unique, et ce workflow pose à Jev des questions à choix fixe sur les preuves recueillies.", "language": "TypeScript", "license": "MIT", "stars": 119, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "review code or pull requests", "call Jev from the command line" ] }, { "id": "mrnugget--jev-shell-history", "name": "mrnugget/jev-shell-history", "url": "https://github.com/mrnugget/jev-shell-history", "kind": "repo", "category": "cli", "rule": "217", "description": "Fish-style zsh history suggestions, ranked by Jev.", "descriptionZh": "Fish 风格的 zsh 历史建议，按 Jev 排序。", "descriptionFr": "Suggestions d'historique zsh façon Fish, classées par Jev.", "language": "TypeScript", "license": null, "stars": 116, "forks": 10, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compare Jev with an LLM", "review code or pull requests", "benchmark or calibrate Jev" ] }, { "id": "savka777--jev-use", "name": "savka777/jev-use", "url": "https://github.com/savka777/jev-use", "kind": "repo", "category": "browser", "rule": "152", "description": "Voice and typed computer use for macOS: Jev picks the next on-screen action from the Accessibility tree, with no screenshots.", "descriptionZh": "面向 macOS 的语音与键入计算机操作：Jev 从 Accessibility tree 中选择下一个屏幕操作，无需截图。", "descriptionFr": "Pilotage vocal et au clavier de macOS : Jev choisit la prochaine action à l'écran depuis l'Accessibility tree, sans captures d'écran.", "language": "Swift", "license": "MIT", "stars": 112, "forks": 17, "topics": [ "ai", "browser-use", "computer-use", "harness", "jev", "typesafe-ai" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "drive a browser or GUI with an agent", "call Jev from the command line", "voice or realtime decisions" ] }, { "id": "mmastrac--djev", "name": "mmastrac/djev", "url": "https://github.com/mmastrac/djev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Serves `/v1/systemone` on DiffusionGemma by reading typed answers and text spans off a seeded, pinned canvas, with no generation.", "descriptionZh": "在 DiffusionGemma 上提供 `/v1/systemone` 服务，通过从固定种子的置顶画布读取带类型的答案和文本片段实现，无需生成。", "descriptionFr": "Expose `/v1/systemone` sur DiffusionGemma en lisant des réponses typées et des segments de texte depuis un canvas initialisé et figé, sans génération.", "language": "Python", "license": "Apache-2.0", "stars": 111, "forks": 12, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "benchmark or calibrate Jev", "run Jev on open models without the vendor", "learn how Jev works" ] }, { "id": "heman10x-ngu--verdict-open-jev", "name": "Heman10x-NGU/Verdict-open-jev", "url": "https://github.com/Heman10x-NGU/Verdict-open-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Non-autoregressive decision engine on ModernBERT with calibrated uncertainty and an in-browser WebGPU playground.", "descriptionZh": "基于 ModernBERT 的非自回归决策引擎，具有校准的不确定性和浏览器内 WebGPU 演练场。", "descriptionFr": "Moteur de décision non autorégressif sur ModernBERT avec incertitude calibrée et terrain de jeu WebGPU dans le navigateur.", "language": "Python", "license": "NOASSERTION", "stars": 110, "forks": 14, "topics": [ "brier-score", "calibration", "decision-engine", "edge-ai", "gliclass", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "run Jev on open models without the vendor" ] }, { "id": "trungdq88--youtube-sponsor-detection", "name": "trungdq88/youtube-sponsor-detection", "url": "https://github.com/trungdq88/youtube-sponsor-detection", "kind": "repo", "category": "apps", "rule": "191", "description": "Chrome extension that finds sponsor reads from the transcript or live audio and jumps past them; code owns every timestamp, under a cent an hour in transcript mode.", "descriptionZh": "Chrome 扩展，从字幕文本或实时音频中查找赞助口播并跳过；代码掌控所有时间戳，转录模式下每小时不到一美分。", "descriptionFr": "Extension Chrome qui repère les lectures sponsorisées depuis la transcription ou l'audio en direct et les saute ; le code contrôle chaque horodatage, pour moins d'un centime par heure en mode transcription.", "language": "JavaScript", "license": null, "stars": 109, "forks": 15, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "voice or realtime decisions", "monitor or observe Jev usage and cost", "review code or pull requests" ] }, { "id": "vinilana--jev-eval-agent", "name": "vinilana/jev-eval-agent", "url": "https://github.com/vinilana/jev-eval-agent", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Personal-assistant agent with 100 mocked tools, measuring how many steps a Jev-gated agent needs.", "descriptionZh": "带 100 个模拟工具的个人助理智能体，用于测量经 Jev 门控的智能体所需步数。", "descriptionFr": "Agent assistant personnel avec 100 outils simulés, mesurant le nombre d'étapes nécessaires à un agent piloté par Jev.", "language": "HTML", "license": null, "stars": 107, "forks": 11, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "gate or approve tool calls before they run" ] }, { "id": "kevinbadi--jev-voice", "name": "kevinbadi/jev-voice", "url": "https://github.com/kevinbadi/jev-voice", "kind": "repo", "category": "apps", "rule": "191", "description": "Talk to macOS: local whisper.cpp transcribes, one fan-out Jev call picks the action and its typed arguments, and code runs it.", "descriptionZh": "与 macOS 对话：本地 whisper.cpp 转录，一次扇出的 Jev 调用选择操作及其带类型的参数，代码负责执行。", "descriptionFr": "Parlez à macOS : whisper.cpp local transcrit, un appel Jev en éventail choisit l'action et ses arguments typés, puis le code l'exécute.", "language": "Python", "license": "MIT", "stars": 106, "forks": 19, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "drive a browser or GUI with an agent", "voice or realtime decisions", "compare Jev with an LLM" ] }, { "id": "w3cj--jev-chat", "name": "w3cj/jev-chat", "url": "https://github.com/w3cj/jev-chat", "kind": "repo", "category": "apps", "rule": "191", "description": "Chat-shaped command bar where Jev picks the tool, the arguments, and the reply shape, and code builds the answer from the tools' own data, so no model writes the text.", "descriptionZh": "聊天形态的命令栏，其中 Jev 选择工具、参数和回复形状，代码根据工具自身数据构建答案，因此没有模型撰写文本。", "descriptionFr": "Barre de commandes en forme de chat où Jev choisit l'outil, les arguments et la forme de la réponse, et le code construit la réponse à partir des données propres aux outils, donc aucun modèle n'écrit le texte.", "language": "TypeScript", "license": "MIT", "stars": 105, "forks": 23, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "chetaslua--jevmeter", "name": "ChetasLua/jevmeter", "url": "https://github.com/ChetasLua/jevmeter", "kind": "repo", "category": "apps", "rule": "191", "description": "Puts a live meter on any video: every sentence scored on five questions, rendered as a 16:9 edit, a whole debate for about two cents.", "descriptionZh": "为任意视频加上实时仪表：每句话按五个问题打分，渲染为 16:9 剪辑，一场完整辩论约两美分。", "descriptionFr": "Appose une jauge en direct sur n'importe quelle vidéo : chaque phrase notée sur cinq questions, rendue en montage 16:9, un débat entier pour environ deux centimes.", "language": "Python", "license": "MIT", "stars": 103, "forks": 13, "topics": [ "debate", "jev", "typesafe", "video-editing", "whisper" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "call Jev from the command line", "compare Jev with an LLM" ] }, { "id": "ghalebdweikat--winnow", "name": "GhalebDweikat/winnow", "url": "https://github.com/GhalebDweikat/winnow", "kind": "repo", "category": "context", "rule": "131", "description": "Judges every tool result before it enters context, so the window fills slower instead of being cleaned later.", "descriptionZh": "在每个工具结果进入上下文之前对其进行评判，从而减缓窗口填充速度，而无需事后清理。", "descriptionFr": "Évalue chaque résultat d'outil avant son entrée en contexte, pour que la fenêtre se remplisse moins vite au lieu d'être nettoyée ensuite.", "language": "Python", "license": "MIT", "stars": 100, "forks": 10, "topics": [ "claude-code", "claude-code-plugin", "context-management", "jev", "llm-agents", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "nidhi-singh02--agent-router", "name": "nidhi-singh02/agent-router", "url": "https://github.com/nidhi-singh02/agent-router", "kind": "repo", "category": "routing", "rule": "118", "description": "Picks Cursor, Claude Code, Codex, or OpenCode plus model and effort for a task, then launches it.", "descriptionZh": "为任务挑选 Cursor、Claude Code、Codex 或 OpenCode 以及模型和 effort，然后启动它。", "descriptionFr": "Choisit entre Cursor, Claude Code, Codex ou OpenCode avec modèle et niveau d'effort pour une tâche, puis la lance.", "language": "TypeScript", "license": "MIT", "stars": 99, "forks": 10, "topics": [ "agents", "ai", "cli", "coding", "developer-tools", "herdr" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "route between models by task difficulty", "call Jev from the command line", "review code or pull requests" ] }, { "id": "fabricioctelles--skills", "name": "fabricioctelles/skills", "url": "https://github.com/fabricioctelles/skills", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Agent-skill directory that can score subjective evaluation criteria with Jev.", "descriptionZh": "可使用 Jev 为主观评估标准打分的 agent-skill 目录。", "descriptionFr": "Annuaire d'agent-skills pouvant noter des critères d'évaluation subjectifs avec Jev.", "language": "Python", "license": "Apache-2.0", "stars": 97, "forks": 8, "topics": [ "agentic-ai", "agentic-skills", "skills", "steering", "claude-code", "claude-skills" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "judge or verify an agent's output", "pick which skill or prompt to load", "classify support tickets or messages" ] }, { "id": "openlayer-ai--jevals", "name": "openlayer-ai/jevals", "url": "https://github.com/openlayer-ai/jevals", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Runs a trace's agent, quality, and security evals as one batch of typed Jev questions instead of separate LLM-judge calls.", "descriptionZh": "将某个 trace 的 agent、质量和安全评估作为一批类型化 Jev 问题运行，而非单独的 LLM-judge 调用。", "descriptionFr": "Exécute les évaluations d'agent, de qualité et de sécurité d'une trace en un seul lot de questions Jev typées au lieu d'appels séparés à un LLM juge.", "language": "Python", "license": "MIT", "stars": 97, "forks": 9, "topics": [ "agents", "evals", "guardrails", "jev", "llm", "llm-evaluation" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "judge or verify an agent's output", "detect prompt injection or risky commands", "benchmark or calibrate Jev" ] }, { "id": "pithings--advocaat", "name": "pithings/advocaat", "url": "https://github.com/pithings/advocaat", "kind": "repo", "category": "clients", "rule": "205", "description": "Small TypeScript client for asking questions about your own data.", "descriptionZh": "用于询问自有数据的小型 TypeScript 客户端。", "descriptionFr": "Petit client TypeScript pour poser des questions sur vos propres données.", "language": "TypeScript", "license": "MIT", "stars": 97, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "score or rank candidates in a pipeline", "extract structured fields from text", "call Jev from a language SDK" ] }, { "id": "ying-kai-liao--jev-browser", "name": "Ying-Kai-Liao/jev-browser", "url": "https://github.com/Ying-Kai-Liao/jev-browser", "kind": "repo", "category": "browser", "rule": "152", "description": "An LLM plans, Jev decides; library, CLI, and MCP server.", "descriptionZh": "由 LLM 规划、Jev 决策；提供库、CLI 和 MCP server。", "descriptionFr": "Un LLM planifie, Jev décide ; bibliothèque, CLI et serveur MCP.", "language": "JavaScript", "license": "MIT", "stars": 94, "forks": 16, "topics": [ "browser-automation", "llm-agents", "mcp", "mcp-server", "playwright" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "drive a browser or GUI with an agent", "call Jev from the command line", "gate or approve tool calls before they run" ] }, { "id": "zwlijay--jev-forge", "name": "zwliJay/jev-forge", "url": "https://github.com/zwliJay/jev-forge", "kind": "repo", "category": "open-models", "rule": "229", "description": "End-to-end stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, local serving, and a preliminary RLCD baseline.", "descriptionZh": "用于可审计数据构建、Qwen3.5-0.8B 训练、固定的 Mind2Web 和 OOD 评估、本地服务以及初步 RLCD 基线的端到端技术栈。", "descriptionFr": "Stack complète pour la construction auditable de données, l'entraînement de Qwen3.5-0.8B, l'évaluation figée Mind2Web et OOD, le service local et une base de référence RLCD préliminaire.", "language": "Python", "license": "NOASSERTION", "stars": 94, "forks": 8, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "benchmark or calibrate Jev", "score or rank candidates in a pipeline", "run Jev on open models without the vendor" ] }, { "id": "ellipsis-dev--blink", "name": "ellipsis-dev/blink", "url": "https://github.com/ellipsis-dev/blink", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Codebase search where Jev scores the candidates.", "descriptionZh": "由 Jev 为候选项打分的代码库搜索。", "descriptionFr": "Recherche dans une base de code où Jev note les candidats.", "language": "TypeScript", "license": null, "stars": 93, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "call Jev from the command line", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "akashpriyadarshii--jev-curate", "name": "AkashPriyadarshii/jev-curate", "url": "https://github.com/AkashPriyadarshii/jev-curate", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Sifts Parquet and JSONL training data at more than 1,500 rows a second.", "descriptionZh": "以每秒超过 1,500 行的速度筛选 Parquet 和 JSONL 训练数据。", "descriptionFr": "Trie les données d'entraînement Parquet et JSONL à plus de 1 500 lignes par seconde.", "language": "Rust", "license": "MIT", "stars": 92, "forks": 11, "topics": [ "arrow", "cli", "data-cleaning", "data-engineering", "dataset-curation", "eval-harness" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "label data or build a dataset", "benchmark or calibrate Jev", "score or rank candidates in a pipeline" ] }, { "id": "fazlerocks--jevmail", "name": "fazlerocks/jevmail", "url": "https://github.com/fazlerocks/jevmail", "kind": "repo", "category": "apps", "rule": "191", "description": "Read-only Gmail triage: three Jev questions per message sort it into one of five trays with an urgency score.", "descriptionZh": "只读 Gmail 分拣，每条消息经三个 Jev 问题分入五个托盘之一并给出紧急度评分。", "descriptionFr": "Tri Gmail en lecture seule : trois questions Jev par message le répartissent dans l'une des cinq catégories avec un score d'urgence.", "language": "TypeScript", "license": "MIT", "stars": 92, "forks": 5, "topics": [ "ai-email-assistant", "ai-sdk", "email-classification", "email-sorter", "email-triage", "gmail" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "classify support tickets or messages", "review code or pull requests", "compare Jev with an LLM" ] }, { "id": "giuliosmall--pg-typesafe", "name": "giuliosmall/pg_typesafe", "url": "https://github.com/giuliosmall/pg_typesafe", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Pre-alpha PostgreSQL extension for categorical classification with Jev.", "descriptionZh": "使用 Jev 进行分类的 pre-alpha PostgreSQL 扩展。", "descriptionFr": "Extension PostgreSQL en pré-alpha pour la classification catégorielle avec Jev.", "language": "C", "license": "MIT", "stars": 88, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "run Jev inside a database or SQL", "score or rank candidates in a pipeline", "label data or build a dataset" ] }, { "id": "realzachi--typesafe-adblock", "name": "realZachi/typesafe-adblock", "url": "https://github.com/realZachi/typesafe-adblock", "kind": "repo", "category": "apps", "rule": "191", "description": "Chrome extension that asks \"is this element an ad?\" per DOM node; a toy, and it says so.", "descriptionZh": "按每个 DOM 节点询问 is this element an ad 的 Chrome 扩展，这只是个玩具，它自己也是这么说的。", "descriptionFr": "Extension Chrome qui demande \"is this element an ad?\" pour chaque nœud DOM ; un jouet, et elle l'assume.", "language": "JavaScript", "license": "MIT", "stars": 88, "forks": 7, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "akashpriyadarshii--jev-seo", "name": "AkashPriyadarshii/jev-seo", "url": "https://github.com/AkashPriyadarshii/jev-seo", "kind": "repo", "category": "apps", "rule": "191", "description": "Rust CLI and MCP server for SEO and GEO checks over DuckDuckGo results, scored by Jev.", "descriptionZh": "基于 DuckDuckGo 结果进行 SEO 和 GEO 检查的 Rust CLI 和 MCP server，由 Jev 评分。", "descriptionFr": "CLI Rust et serveur MCP pour des vérifications SEO et GEO sur les résultats DuckDuckGo, notés par Jev.", "language": "Rust", "license": "MIT", "stars": 86, "forks": 9, "topics": [ "ahrefs-alternative", "claude-code", "cli", "generative-engine-optimization", "geo", "mcp" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "call Jev from the command line", "serve Jev over MCP to any agent", "judge or verify an agent's output" ] }, { "id": "iamunbounded--save-token-jev-clean", "name": "IAmUnbounded/save-token-jev-clean", "url": "https://github.com/IAmUnbounded/save-token-jev-clean", "kind": "repo", "category": "context", "rule": "131", "description": "Compaction that asks Jev which tool calls still matter and keeps the rest verbatim, with adapters for Claude Code, Codex, OpenCode, and raw API transcripts.", "descriptionZh": "询问 Jev 哪些工具调用仍然重要并逐字保留其余内容的压缩处理，附带适用于 Claude Code、Codex、OpenCode 和原始 API 转录的适配器。", "descriptionFr": "Compaction qui demande à Jev quels appels d'outils comptent encore et conserve le reste tel quel, avec des adaptateurs pour Claude Code, Codex, OpenCode et les transcriptions API brutes.", "language": "TypeScript", "license": "MIT", "stars": 76, "forks": 13, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "run Jev on open models without the vendor" ] }, { "id": "sharziki--semdecide", "name": "sharziki/semdecide", "url": "https://github.com/sharziki/semdecide", "kind": "repo", "category": "cli", "rule": "217", "description": "Typed semantic decisions for Unix pipelines and CI.", "descriptionZh": "面向 Unix 管道和 CI 的类型化语义决策。", "descriptionFr": "Décisions sémantiques typées pour les pipelines Unix et la CI.", "language": "Python", "license": "MIT", "stars": 74, "forks": 9, "topics": [ "ai", "ci", "cli", "jev", "semantic", "unix" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "call Jev from the command line", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "kikoncuo--jevfire", "name": "kikoncuo/jevfire", "url": "https://github.com/kikoncuo/jevfire", "kind": "repo", "category": "open-models", "rule": "229", "description": "Parallel decisions for CUDA LLMs through a vLLM API, with game-agent examples and benchmarks.", "descriptionZh": "通过 vLLM API 为 CUDA LLM 提供并行决策，附带游戏智能体示例和基准测试。", "descriptionFr": "Décisions parallèles pour les LLM CUDA via une API vLLM, avec des exemples d'agents de jeu et des benchmarks.", "language": "JavaScript", "license": "MIT", "stars": 72, "forks": 6, "topics": [ "cuda", "game-ai", "inference", "jev", "llm", "parallel-decoding" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "run Jev on open models without the vendor", "build a game or simulation on Jev" ] }, { "id": "bnsd55--jevmlx", "name": "bnsd55/jevmlx", "url": "https://github.com/bnsd55/jevmlx", "kind": "repo", "category": "open-models", "rule": "229", "description": "Parallel constrained decisions for any MLX model on Apple Silicon, one forward pass.", "descriptionZh": "在 Apple Silicon 上为任意 MLX 模型提供并行约束决策，仅需一次前向传播。", "descriptionFr": "Décisions contraintes parallèles pour tout modèle MLX sur Apple Silicon, en une seule passe avant.", "language": "Python", "license": "MIT", "stars": 69, "forks": 8, "topics": [ "apple-silicon", "jev", "local-llm", "local-models", "mlx" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "extract structured fields from text", "run Jev on open models without the vendor", "score or rank candidates in a pipeline" ] }, { "id": "abovecolin--ha-jev", "name": "AboveColin/HA-Jev", "url": "https://github.com/AboveColin/HA-Jev", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Home Assistant integration: ask a question about your house, get a probability, choice, or score as an entity.", "descriptionZh": "Home Assistant 集成：询问有关房屋的问题，以实体形式获取概率、选项或评分。", "descriptionFr": "Intégration Home Assistant : posez une question sur votre maison, obtenez une probabilité, un choix ou un score sous forme d'entité.", "language": "Python", "license": "MIT", "stars": 69, "forks": 5, "topics": [ "ai", "custom-components", "hacs", "home-assistant", "home-automation", "homeassistant" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "voice or realtime decisions", "monitor or observe Jev usage and cost", "review code or pull requests" ] }, { "id": "eliaalberti--jev-rules", "name": "EliaAlberti/jev-rules", "url": "https://github.com/EliaAlberti/jev-rules", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Scores your standing rules against each prompt and delivers only the ones that apply, once per session.", "descriptionZh": "针对每个提示为常驻规则评分，每会话仅交付适用的规则。", "descriptionFr": "Évalue vos règles permanentes par rapport à chaque prompt et ne fournit que celles qui s'appliquent, une fois par session.", "language": "JavaScript", "license": "MIT", "stars": 63, "forks": 11, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "compact or prune agent context", "learn how Jev works", "pick which skill or prompt to load" ] }, { "id": "milvus-io--milvus-model", "name": "milvus-io/milvus-model", "url": "https://github.com/milvus-io/milvus-model", "kind": "repo", "category": "clients", "rule": "205", "description": "Reranker package whose Jev adapter sends every candidate document as a Noul question in one request, sorts by the returned probabilities, and keeps original indices; shipped in the v0.3.4 release.", "descriptionZh": "Reranker 软件包，其 Jev adapter 在一次请求中将每个候选文档作为 Noul question 发送，按返回概率排序并保留原始索引；随 v0.3.4 版本发布。", "descriptionFr": "Paquet reranker dont l'adaptateur Jev envoie chaque document candidat comme une question Noul en une seule requête, trie selon les probabilités renvoyées et conserve les indices d'origine ; livré dans la version v0.3.4.", "language": "Python", "license": "Apache-2.0", "stars": 61, "forks": 29, "topics": [ "ai", "embedding", "nlp", "rag", "reranker" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "rerank search results", "score or rank candidates in a pipeline", "benchmark or calibrate Jev" ] }, { "id": "theooliveira--pi-jev", "name": "TheoOliveira/pi-jev", "url": "https://github.com/TheoOliveira/pi-jev", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Semantic tool routing and typed decisions as Pi tools.", "descriptionZh": "作为 Pi tools 的语义工具路由和类型化决策。", "descriptionFr": "Routage sémantique d'outils et décisions typées sous forme d'outils Pi.", "language": "TypeScript", "license": "MIT", "stars": 58, "forks": 9, "topics": [ "jev", "pi-coding-agent", "pi-extension", "pi-package", "system-one", "tool-routing" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "pick which skill or prompt to load", "compact or prune agent context", "judge or verify an agent's output" ] }, { "id": "r-ms--mini-jev", "name": "r-ms/mini-jev", "url": "https://github.com/r-ms/mini-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Preregistered experiment on a frozen Qwen3-4B: read the option letter's logits, skip the JSON.", "descriptionZh": "在冻结的 Qwen3-4B 上进行的预注册实验：读取选项字母的 logits，跳过 JSON。", "descriptionFr": "Expérience préenregistrée sur un Qwen3-4B figé : lit les logits de la lettre d'option, sans passer par le JSON.", "language": "Python", "license": "MIT", "stars": 58, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compare Jev with an LLM", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "kyu1204--jgrep", "name": "kyu1204/jgrep", "url": "https://github.com/kyu1204/jgrep", "kind": "repo", "category": "code-review", "rule": "147", "description": "`--diff` gates a PR in CI on a rule written in English, `--tests` lists the test files a diff can affect, and plain `jgrep` greps code by what it does; one Noul per chunk, 16 chunks per request.", "descriptionZh": "--diff 根据英文编写的规则在 CI 中拦截 PR，--tests 列出 diff 可能影响的测试文件，纯 jgrep 按功能搜索代码；每个数据块一个 Noul，每请求 16 个数据块。", "descriptionFr": "`--diff` bloque une PR en CI selon une règle écrite en anglais, `--tests` liste les fichiers de test qu'un diff peut affecter, et `jgrep` seul recherche dans le code par ce qu'il fait ; un Noul par chunk, 16 chunks par requête.", "language": "TypeScript", "license": "MIT", "stars": 58, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "review code or pull requests", "call Jev from the command line", "judge or verify an agent's output" ] }, { "id": "ikermoel--open-alternative-jev", "name": "ikermoel/open-alternative-jev", "url": "https://github.com/ikermoel/open-alternative-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Typed, calibrated decisions from any open-weights model in one forward pass, on Hugging Face and vLLM.", "descriptionZh": "一次前向传播即可从任意 open-weights 模型获得类型化、校准的决策，支持 Hugging Face 和 vLLM。", "descriptionFr": "Décisions typées et calibrées depuis tout modèle à poids ouverts en une seule passe avant, sur Hugging Face et vLLM.", "language": "Python", "license": "Apache-2.0", "stars": 57, "forks": 11, "topics": [ "calibration", "classification", "llm", "transformers", "vllm", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "run Jev on open models without the vendor", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "obie--ruby-decision-model", "name": "obie/ruby_decision_model", "url": "https://github.com/obie/ruby_decision_model", "kind": "repo", "category": "clients", "rule": "205", "description": "Ruby client for decision models with OpenRouter and TypeSafe providers behind one interface, stdlib only.", "descriptionZh": "通过统一接口支持 OpenRouter 和 TypeSafe 提供商的 Ruby 决策模型客户端，仅使用标准库。", "descriptionFr": "Client Ruby pour modèles de décision avec les fournisseurs OpenRouter et TypeSafe derrière une seule interface, stdlib uniquement.", "language": "Ruby", "license": "MIT", "stars": 52, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "call Jev from a language SDK", "monitor or observe Jev usage and cost", "benchmark or calibrate Jev" ] }, { "id": "yusukebe--hono-jev-router", "name": "yusukebe/hono-jev-router", "url": "https://github.com/yusukebe/hono-jev-router", "kind": "repo", "category": "routing", "rule": "118", "description": "Route HTTP requests by meaning in Hono.", "descriptionZh": "在 Hono 中按语义路由 HTTP 请求。", "descriptionFr": "Route les requêtes HTTP par leur sens dans Hono.", "language": "TypeScript", "license": "MIT", "stars": 51, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "review code or pull requests" ] }, { "id": "devmortimer--pi-typesafe", "name": "DevMortimer/pi-typesafe", "url": "https://github.com/DevMortimer/pi-typesafe", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Batched evaluation tool, terminal playground, and a typed API for Pi extension authors.", "descriptionZh": "面向 Pi 扩展作者的批量评估工具、终端试验场和类型化 API。", "descriptionFr": "Outil d'évaluation par lots, terrain de jeu en terminal et API typée pour les auteurs d'extensions Pi.", "language": "TypeScript", "license": "MIT", "stars": 49, "forks": 10, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "monitor or observe Jev usage and cost", "call Jev from the command line", "benchmark or calibrate Jev" ] }, { "id": "rafalwilinski--vibecheck", "name": "RafalWilinski/vibecheck", "url": "https://github.com/RafalWilinski/vibecheck", "kind": "repo", "category": "apps", "rule": "191", "description": "Vibe-check your X post before you hit publish.", "descriptionZh": "在点击发布前对你的 X 帖子进行 vibe-check。", "descriptionFr": "Vérifie ton post X avant de le publier.", "language": "JavaScript", "license": null, "stars": 49, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "compare Jev with an LLM", "moderate content or detect abuse" ] }, { "id": "kbhuw--jev-sift", "name": "kbhuw/jev-sift", "url": "https://github.com/kbhuw/jev-sift", "kind": "repo", "category": "search-rag", "rule": "163", "description": "MCP tool that scores a batch of files, URLs, or snippets for relevance so the agent opens only what matters.", "descriptionZh": "对一批文件、URL 或片段的相关性打分的 MCP 工具，让智能体只打开重要的内容。", "descriptionFr": "Outil MCP qui note un lot de fichiers, d'URL ou d'extraits selon leur pertinence pour que l'agent n'ouvre que l'essentiel.", "language": "JavaScript", "license": null, "stars": 48, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "rerank search results", "score or rank candidates in a pipeline" ] }, { "id": "leepokai--jev-guard", "name": "leepokai/jev-guard", "url": "https://github.com/leepokai/jev-guard", "kind": "repo", "category": "safety", "rule": "179", "description": "Auto mode for Claude Code, Codex, Cursor, Gemini CLI, Pi, and OpenCode: risk-scores each tool call as deny, ask, or allow and flags prompt injection in results.", "descriptionZh": "适用于 Claude Code、Codex、Cursor、Gemini CLI、Pi 和 OpenCode 的自动模式：将每次工具调用风险评分为 deny、ask 或 allow，并标记结果中的 prompt injection。", "descriptionFr": "Mode auto pour Claude Code, Codex, Cursor, Gemini CLI, Pi et OpenCode : attribue à chaque appel d'outil un score de risque deny, ask ou allow et signale les injections de prompt dans les résultats.", "language": "JavaScript", "license": "MIT", "stars": 48, "forks": 7, "topics": [ "ai-agents", "claude-code", "codex", "cursor", "gemini-cli", "hooks" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "judge or verify an agent's output" ] }, { "id": "brainstormity--jev-moderation-bot", "name": "brainstormity/Jev-Moderation-Bot", "url": "https://github.com/brainstormity/Jev-Moderation-Bot", "kind": "repo", "category": "safety", "rule": "179", "description": "Chat moderation with editable rules.", "descriptionZh": "带可编辑规则的聊天审核。", "descriptionFr": "Modération de chat avec des règles modifiables.", "language": "Python", "license": "MIT", "stars": 48, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "moderate content or detect abuse", "add Jev to a chat bot or Discord", "voice or realtime decisions" ] }, { "id": "tacticocc--jevbridge", "name": "tacticocc/Jevbridge", "url": "https://github.com/tacticocc/Jevbridge", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "ACP and MCP adapter that pairs Jev with any LLM for computer use and typed decisions.", "descriptionZh": "将 Jev 与任意 LLM 配对以实现计算机操作和类型化决策的 ACP 和 MCP 适配器。", "descriptionFr": "Adaptateur ACP et MCP qui associe Jev à n’importe quel LLM pour l’utilisation d’ordinateur et les décisions typées.", "language": "TypeScript", "license": "MIT", "stars": 46, "forks": 3, "topics": [ "acp", "agent", "claude", "computer-use", "grok", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "gate or approve tool calls before they run", "run Jev on open models without the vendor", "serve Jev over MCP to any agent" ] }, { "id": "zhengxuyu--litjev", "name": "zhengxuyu/litjev", "url": "https://github.com/zhengxuyu/litjev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Turns any off-the-shelf LLM into a Jev-style decision layer.", "descriptionZh": "将任意现成 LLM 转变为 Jev 风格决策层。", "descriptionFr": "Transforme n’importe quel LLM standard en couche de décision de style Jev.", "language": "Python", "license": "Apache-2.0", "stars": 46, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "run Jev on open models without the vendor", "score or rank candidates in a pipeline", "compare Jev with an LLM" ] }, { "id": "omnijev--playjev", "name": "OmniJev/PlayJev", "url": "https://github.com/OmniJev/PlayJev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Plays ten browser games from the frame alone on a fine-tuned Qwen3.5-0.8B, one forward pass per move, open weights and a browser demo.", "descriptionZh": "在微调的 Qwen3.5-0.8B 上仅凭画面玩十款浏览器游戏，每步一次前向推理，开放权重并提供浏览器演示。", "descriptionFr": "Joue à dix jeux navigateur à partir de la seule image sur un Qwen3.5-0.8B affiné, une passe avant par coup, avec poids ouverts et démo dans le navigateur.", "language": "JavaScript", "license": "Apache-2.0", "stars": 45, "forks": 2, "topics": [ "browser-games", "game-ai", "game-playing-agent", "html5-games", "imitation-learning", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "run Jev on open models without the vendor", "compare Jev with an LLM", "drive a browser or GUI with an agent" ] }, { "id": "joshuasp--open-jev", "name": "JoshuaSP/open-jev", "url": "https://github.com/JoshuaSP/open-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Typed JSON inference with DiffusionGemma, benchmarked against Jev.", "descriptionZh": "使用 DiffusionGemma 的类型化 JSON 推理，已针对 Jev 进行基准测试。", "descriptionFr": "Inférence JSON typée avec DiffusionGemma, évaluée par rapport à Jev.", "language": "Python", "license": "MIT", "stars": 43, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "compare Jev with an LLM", "judge or verify an agent's output", "extract structured fields from text" ] }, { "id": "shantanugoel--ask-jev-skill", "name": "shantanugoel/ask-jev-skill", "url": "https://github.com/shantanugoel/ask-jev-skill", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Lets Hermes and similar agents ask Jev directly.", "descriptionZh": "让 Hermes 及类似智能体直接向 Jev 提问。", "descriptionFr": "Permet à Hermes et aux agents similaires d’interroger Jev directement.", "language": "Python", "license": "MIT", "stars": 42, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "score or rank candidates in a pipeline", "compare Jev with an LLM" ] }, { "id": "emrickgarrett--onevonejev", "name": "emrickgarrett/OneVOneJev", "url": "https://github.com/emrickgarrett/OneVOneJev", "kind": "repo", "category": "games", "rule": "236", "description": "1v1 quickscope arena in Three.js.", "descriptionZh": "Three.js 中的 1v1 quickscope 竞技场。", "descriptionFr": "Arène 1v1 quickscope en Three.js.", "language": "TypeScript", "license": null, "stars": 41, "forks": 8, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "review code or pull requests", "build a game or simulation on Jev", "benchmark or calibrate Jev" ] }, { "id": "pinecone-io--cultivar", "name": "pinecone-io/cultivar", "url": "https://github.com/pinecone-io/cultivar", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Pinecone's skill-testing CLI, with a Jev grading backend it reports at about 30 times cheaper than the LLM grader.", "descriptionZh": "Pinecone 的技能测试 CLI，搭配 Jev 评分后端，据称比 LLM grader 便宜约 30 倍。", "descriptionFr": "CLI de test de skills de Pinecone, avec un backend de notation Jev annoncé environ 30 fois moins cher que le correcteur LLM.", "language": "Python", "license": "MIT", "stars": 41, "forks": 2, "topics": [ "agent", "agent-skills", "benchmarking", "claude-code", "codex", "copilot" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "iammrduncan--typesafe-ai-benchmark", "name": "iammrduncan/typesafe-ai-benchmark", "url": "https://github.com/iammrduncan/typesafe-ai-benchmark", "kind": "repo", "category": "open-models", "rule": "229", "description": "LLM gateway that mimics the TypeSafe response shape, useful as a stand-in while you wait for a key.", "descriptionZh": "模仿 TypeSafe 响应结构的 LLM 网关，可在等待密钥期间用作替代。", "descriptionFr": "Passerelle LLM qui imite le format de réponse TypeSafe, utile comme substitut en attendant une clé.", "language": "TypeScript", "license": "MIT", "stars": 40, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "compare Jev with an LLM", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "hqman--jevscout", "name": "hqman/JevScout", "url": "https://github.com/hqman/JevScout", "kind": "repo", "category": "browser", "rule": "152", "description": "Job-hunting skill that drives Chrome over CDP and has Jev score every link and listing.", "descriptionZh": "通过 CDP 驱动 Chrome 并让 Jev 为每个链接和职位信息打分的求职技能。", "descriptionFr": "Skill de recherche d’emploi qui pilote Chrome via CDP et fait noter chaque lien et chaque annonce par Jev.", "language": "Python", "license": null, "stars": 38, "forks": 7, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "drive a browser or GUI with an agent", "call Jev from the command line", "compare Jev with an LLM" ] }, { "id": "mithalouni--system-one-open", "name": "mithalouni/system-one-open", "url": "https://github.com/mithalouni/system-one-open", "kind": "repo", "category": "open-models", "rule": "229", "description": "Typed calibrated decisions in one forward pass on Gemma 4 E2B and Gemma 3 270M.", "descriptionZh": "在 Gemma 4 E2B 和 Gemma 3 270M 上通过单次前向传播输出类型化校准决策。", "descriptionFr": "Décisions typées et calibrées en une seule passe avant sur Gemma 4 E2B et Gemma 3 270M.", "language": "Python", "license": "NOASSERTION", "stars": 38, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "classify support tickets or messages", "run Jev on open models without the vendor", "compare Jev with an LLM" ] }, { "id": "alurith--jeff", "name": "Alurith/jeff", "url": "https://github.com/Alurith/jeff", "kind": "repo", "category": "code-review", "rule": "147", "description": "Read-only Go CLI that checks files against coded rules such as hidden side effects and weak error handling.", "descriptionZh": "只读的 Go CLI，可依据隐藏副作用和薄弱错误处理等编码规则检查文件。", "descriptionFr": "CLI Go en lecture seule qui vérifie les fichiers par rapport à des règles codées telles que les effets de bord cachés et la gestion d'erreurs faible.", "language": "Go", "license": "Apache-2.0", "stars": 38, "forks": 3, "topics": [ "golang", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "review code or pull requests", "call Jev from the command line", "judge or verify an agent's output" ] }, { "id": "choxos--jev-reviewer", "name": "choxos/jev-reviewer", "url": "https://github.com/choxos/jev-reviewer", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Asks a clinical trial report for systematic-review data by voice, text, or a questions file; every answer is a verbatim quote with its file and place.", "descriptionZh": "通过语音、文本或 questions file 向临床试验报告索取系统评价数据；每个答案都是附带文件和位置的逐字引用。", "descriptionFr": "Interroge un rapport d'essai clinique pour des données de revue systématique par voix, texte ou fichier de questions ; chaque réponse est une citation exacte avec son fichier et son emplacement.", "language": "JavaScript", "license": "MIT", "stars": 38, "forks": 8, "topics": [ "clinical-trials", "data-extraction", "evidence-synthesis", "jev", "meta-analysis", "pdf" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "extract structured fields from text", "compare Jev with an LLM" ] }, { "id": "zadescoxp--jev-trades", "name": "zadescoxp/Jev-Trades", "url": "https://github.com/zadescoxp/Jev-Trades", "kind": "repo", "category": "finance", "rule": "242", "description": "Crypto trading bot with backtesting.", "descriptionZh": "带回测功能的加密交易机器人。", "descriptionFr": "Bot de trading crypto avec backtesting.", "language": "Python", "license": "Apache-2.0", "stars": 37, "forks": 12, "topics": [ "automated-testing", "backtesting", "crypto-trading-bot-latest", "trading-bot-ai-automated" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "trade or score financial signals", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "devanshbatham--commit-miner", "name": "devanshbatham/commit-miner", "url": "https://github.com/devanshbatham/commit-miner", "kind": "repo", "category": "code-review", "rule": "147", "description": "Classifies commit diffs and messages: bug fixes, security fixes with CWEs, change types.", "descriptionZh": "对 commit diff 和提交信息进行分类：错误修复、带 CWE 的安全修复、变更类型。", "descriptionFr": "Classe les diffs et messages de commit : corrections de bugs, corrections de sécurité avec CWEs, types de modifications.", "language": "Rust", "license": null, "stars": 36, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "review code or pull requests", "label data or build a dataset", "judge or verify an agent's output" ] }, { "id": "zhihz--openjev", "name": "zhihz/openjev", "url": "https://github.com/zhihz/openjev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Bilingual local decisions from context, questions, and candidate answers.", "descriptionZh": "基于上下文、问题和候选答案的双语本地决策。", "descriptionFr": "Décisions locales bilingues à partir du contexte, des questions et des réponses candidates.", "language": "Python", "license": "NOASSERTION", "stars": 35, "forks": 4, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "score or rank candidates in a pipeline", "judge or verify an agent's output", "run Jev on open models without the vendor" ] }, { "id": "dannote--jev", "name": "dannote/jev", "url": "https://github.com/dannote/jev", "kind": "repo", "category": "clients", "rule": "205", "description": "Elixir client built for OTP: reply to Jev from a GenServer and pattern match on the answer.", "descriptionZh": "为 OTP 构建的 Elixir 客户端：从 GenServer 回复 Jev 并对答案进行模式匹配。", "descriptionFr": "Client Elixir conçu pour OTP : répond à Jev depuis un GenServer et applique un filtrage par motif à la réponse.", "language": "Elixir", "license": "MIT", "stars": 35, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "run Jev on open models without the vendor", "learn how Jev works", "extract structured fields from text" ] }, { "id": "danrwilloughby--snifftest", "name": "DanRWilloughby/snifftest", "url": "https://github.com/DanRWilloughby/snifftest", "kind": "repo", "category": "safety", "rule": "179", "description": "Prose linter for AI writing tells: countable rules plus one judgment model.", "descriptionZh": "针对 AI 写作痕迹的散文检查器：可数规则加一个判断模型。", "descriptionFr": "Linter de prose pour les marqueurs d'écriture IA : règles comptables plus un modèle de jugement.", "language": "TypeScript", "license": "MIT", "stars": 34, "forks": 1, "topics": [ "ai-writing", "claude-code", "claude-code-plugin", "claude-skills", "github-action", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "moderate content or detect abuse", "review code or pull requests" ] }, { "id": "luantak--is-malicious", "name": "luantak/is-malicious", "url": "https://github.com/luantak/is-malicious", "kind": "repo", "category": "safety", "rule": "179", "description": "Scans a codebase for hidden or data-stealing behavior before you run it; a clean report is not proof, and it says so.", "descriptionZh": "在运行前扫描代码库中的隐藏行为或数据窃取行为；干净的报告并非证明，它对此有明确说明。", "descriptionFr": "Analyse une base de code pour détecter les comportements cachés ou de vol de données avant exécution ; un rapport vierge n'est pas une preuve, et il le précise.", "language": "TypeScript", "license": "MIT", "stars": 33, "forks": 4, "topics": [ "jev", "security-scanner", "typesafe-ai", "static-analysis", "static-analysis-tools", "supply-chain-security" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "call Jev from the command line", "review code or pull requests", "judge or verify an agent's output" ] }, { "id": "lukstei--slop-grader", "name": "lukstei/slop-grader", "url": "https://github.com/lukstei/slop-grader", "kind": "repo", "category": "code-review", "rule": "147", "description": "Grades text and markdown files for AI slop, grammar, and technical documentation quality, and guides an AI agent to auto-fix violations.", "descriptionZh": "针对 AI slop、语法和技术文档质量为文本和 markdown 文件评分，并指导 AI 智能体自动修复违规项。", "descriptionFr": "Note les fichiers texte et markdown sur le slop IA, la grammaire et la qualité de la documentation technique, et guide un agent IA pour corriger automatiquement les violations.", "language": "TypeScript", "license": "MIT", "stars": 32, "forks": 2, "topics": [ "ai-agents", "jev", "no-ai-slop", "system-one", "ai-slop", "ai-writing" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "judge or verify an agent's output", "call Jev from the command line", "compare Jev with an LLM" ] }, { "id": "shitianfang--jev-use", "name": "shitianfang/jev-use", "url": "https://github.com/shitianfang/jev-use", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Hands the Claude Code, Codex and pi steps that need no text output to Jev, with a typed escalation contract for everything it should not decide.", "descriptionZh": "将无需文本输出的 Claude Code、Codex 和 pi 步骤交给 Jev，并为其不应决定的所有事项提供类型化升级契约。", "descriptionFr": "Confie à Jev les étapes Claude Code, Codex et pi qui ne nécessitent aucune sortie texte, avec un contrat d'escalade typé pour tout ce qu'il ne doit pas décider.", "language": "JavaScript", "license": "MIT", "stars": 31, "forks": 5, "topics": [ "agent", "ai-agents", "claude-code", "claude-code-plugin", "codex", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "gate or approve tool calls before they run", "compact or prune agent context", "drive a browser or GUI with an agent" ] }, { "id": "jomatsu--pi-jev-auto-mode", "name": "jomatsu/pi-jev-auto-mode", "url": "https://github.com/jomatsu/pi-jev-auto-mode", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Auto-approves bash, write, and edit calls semantically and fails closed when it cannot decide.", "descriptionZh": "对 bash、write 和 edit 调用进行语义自动批准，在无法判断时默认拒绝。", "descriptionFr": "Approuve automatiquement les appels bash, write et edit de façon sémantique et refuse par défaut quand il ne peut pas trancher.", "language": "TypeScript", "license": "MIT", "stars": 31, "forks": 3, "topics": [ "auto-mode", "coding-agent", "guardrail", "jev", "permission", "pi-coding-agent" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "benchmark or calibrate Jev" ] }, { "id": "keeltrace--hermes-jev", "name": "keeltrace/hermes-jev", "url": "https://github.com/keeltrace/hermes-jev", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Typed decisions, ranking, verification, and an opt-in tool gate.", "descriptionZh": "类型化决策、排序、验证和 opt-in 工具门控。", "descriptionFr": "Décisions typées, classement, vérification et contrôle d'outils opt-in.", "language": "Python", "license": "MIT", "stars": 31, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "run Jev on open models without the vendor" ] }, { "id": "chenmingtang830--jevgraph", "name": "chenmingtang830/jevgraph", "url": "https://github.com/chenmingtang830/jevgraph", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Parses PDF, DOCX, PPTX, or text locally, then asks Jev one closed-set relation question per candidate entity pair and exports a graph with per-edge probabilities and page evidence to JSON, CSV, or Neo4j.", "descriptionZh": "在本地解析 PDF、DOCX、PPTX 或文本，然后针对每个候选实体对向 Jev 提出一个封闭集关系问题，并将带有每条边概率和页面证据的图谱导出为 JSON、CSV 或 Neo4j。", "descriptionFr": "Analyse localement les PDF, DOCX, PPTX ou texte, puis pose à Jev une question de relation en ensemble fermé par paire d'entités candidate et exporte un graphe avec probabilités par arête et preuves de page vers JSON, CSV ou Neo4j.", "language": "Python", "license": "Apache-2.0", "stars": 31, "forks": 5, "topics": [ "information-extraction", "jev", "knowledge-graph", "llm", "python", "relation-extraction" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "colliber--duckdb-jev", "name": "colliber/duckdb-jev", "url": "https://github.com/colliber/duckdb-jev", "kind": "repo", "category": "data-ops", "rule": "185", "description": "DuckDB extension that asks a question of every row and returns a real SQL type.", "descriptionZh": "向每一行提问并返回真实 SQL 类型的 DuckDB 扩展。", "descriptionFr": "Extension DuckDB qui pose une question à chaque ligne et renvoie un vrai type SQL.", "language": "C++", "license": "MIT", "stars": 28, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "run Jev inside a database or SQL", "extract structured fields from text", "label data or build a dataset" ] }, { "id": "phyous--tsai-sc", "name": "phyous/tsai-sc", "url": "https://github.com/phyous/tsai-sc", "kind": "repo", "category": "games", "rule": "236", "description": "Plays the original StarCraft shareware through keyboard and mouse, action probabilities recorded.", "descriptionZh": "通过键盘和鼠标游玩原版 StarCraft 共享软件，并记录动作概率。", "descriptionFr": "Joue à la version shareware originale de StarCraft au clavier et à la souris, avec probabilités d'action enregistrées.", "language": "Python", "license": "MIT", "stars": 28, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "lukaske--jev-doom-agent", "name": "lukaske/jev-doom-agent", "url": "https://github.com/lukaske/jev-doom-agent", "kind": "repo", "category": "games", "rule": "236", "description": "Browser-native Doom agent with structured spatial state and live decision telemetry.", "descriptionZh": "具有结构化空间状态和实时决策遥测的浏览器原生 Doom 智能体。", "descriptionFr": "Agent Doom natif du navigateur avec état spatial structuré et télémétrie de décision en direct.", "language": "TypeScript", "license": null, "stars": 28, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "drive a browser or GUI with an agent" ] }, { "id": "compozy--yoshi", "name": "compozy/yoshi", "url": "https://github.com/compozy/yoshi", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Context-pruning proxy for Claude Code and Codex, with the savings measured rather than claimed.", "descriptionZh": "面向 Claude Code 和 Codex 的上下文裁剪代理，其节省效果经过实测而非宣称。", "descriptionFr": "Proxy d'élagage de contexte pour Claude Code et Codex, avec des économies mesurées plutôt qu'affirmées.", "language": "TypeScript", "license": "MIT", "stars": 27, "forks": 2, "topics": [ "bun", "claude-code", "codex", "context-window", "jev", "llm-proxy" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "route requests through a gateway or proxy", "benchmark or calibrate Jev" ] }, { "id": "blakestone-x--jev-mcp", "name": "blakestone-x/jev-mcp", "url": "https://github.com/blakestone-x/jev-mcp", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Classify, score, check, match, and screen, with confidence on every answer.", "descriptionZh": "分类、评分、检查、匹配和筛选，每个答案都附带置信度。", "descriptionFr": "Classify, score, check, match et screen, avec un niveau de confiance sur chaque réponse.", "language": "Python", "license": "MIT", "stars": 26, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "serve Jev over MCP to any agent", "judge or verify an agent's output", "score or rank candidates in a pipeline" ] }, { "id": "shiftynick--jev-axi", "name": "shiftynick/jev-axi", "url": "https://github.com/shiftynick/jev-axi", "kind": "repo", "category": "cli", "rule": "217", "description": "Shell verbs for agents and humans: pick, rate, check, rank, triage, guard.", "descriptionZh": "面向智能体和人类的 shell 动词：pick、rate、check、rank、triage、guard。", "descriptionFr": "Verbes shell pour les agents et les humains : pick, rate, check, rank, triage, guard.", "language": "TypeScript", "license": "MIT", "stars": 26, "forks": 6, "topics": [ "ai-agents", "axi", "claude-code", "cli", "jev", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "judge or verify an agent's output" ] }, { "id": "rorshopping--jev-on-a-laptop", "name": "rorshopping/jev-on-a-laptop", "url": "https://github.com/rorshopping/jev-on-a-laptop", "kind": "repo", "category": "open-models", "rule": "229", "description": "Study of Jev-style decisions on stock 1.5B to 8B models on a laptop, with a Hugging Face demo.", "descriptionZh": "在笔记本电脑上对原生 1.5B 至 8B 模型中 Jev 式决策的研究，附带 Hugging Face 演示。", "descriptionFr": "Étude des décisions de type Jev sur des modèles standard de 1,5B à 8B sur un ordinateur portable, avec une démo Hugging Face.", "language": "Python", "license": "NOASSERTION", "stars": 25, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "run Jev on open models without the vendor", "compare Jev with an LLM", "benchmark or calibrate Jev" ] }, { "id": "godsboy--jev-agent-skill-router", "name": "GodsBoy/jev-agent-skill-router", "url": "https://github.com/GodsBoy/jev-agent-skill-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Confidence-aware skill routing with an abstain path.", "descriptionZh": "具有弃权路径的置信度感知技能路由。", "descriptionFr": "Routage de compétences sensible à la confiance avec un chemin d'abstention.", "language": "Python", "license": "MIT", "stars": 24, "forks": 1, "topics": [ "agentic-ai", "ai-agents", "hermes-agent", "jev", "python", "skill-routing" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "pick which skill or prompt to load", "judge or verify an agent's output", "benchmark or calibrate Jev" ] }, { "id": "sorrycc--typesafe-snake", "name": "sorrycc/typesafe-snake", "url": "https://github.com/sorrycc/typesafe-snake", "kind": "repo", "category": "games", "rule": "236", "description": "One Choice per tick; legal moves and facts generated in code.", "descriptionZh": "每个 tick 一个 Choice；合法走位和事实均在代码中生成。", "descriptionFr": "Un Choice par tick ; coups légaux et faits générés en code.", "language": "TypeScript", "license": null, "stars": 24, "forks": 4, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "build a game or simulation on Jev", "judge or verify an agent's output", "benchmark or calibrate Jev" ] }, { "id": "chopratejas--invalidate", "name": "chopratejas/invalidate", "url": "https://github.com/chopratejas/invalidate", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Gives every stored agent memory a lease and asks Jev whether new evidence ends it; [live demo](https://invalidate-playground.vercel.app).", "descriptionZh": "为每条存储的智能体记忆设置租约，并询问 Jev 新证据是否结束该租约；[live demo](https://invalidate-playground.vercel.app)。", "descriptionFr": "Donne à chaque mémoire d'agent stockée un bail et demande à Jev si de nouvelles preuves y mettent fin ; [live demo](https://invalidate-playground.vercel.app).", "language": "Python", "license": "Apache-2.0", "stars": 23, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "compact or prune agent context", "judge or verify an agent's output", "add Jev to a chat bot or Discord" ] }, { "id": "nasrallah-al--jev-cli", "name": "Nasrallah-AL/jev-cli", "url": "https://github.com/Nasrallah-AL/jev-cli", "kind": "repo", "category": "cli", "rule": "217", "description": "npm CLI with the key in the OS keychain; typed judgments from the shell.", "descriptionZh": "将密钥存于 OS keychain 的 npm CLI；通过 shell 输出类型化判断。", "descriptionFr": "CLI npm avec la clé dans le trousseau système ; jugements typés depuis le shell.", "language": "TypeScript", "license": "MIT", "stars": 23, "forks": 3, "topics": [ "ai", "cli", "fact-checking", "guardrails", "jev", "llm-tools" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "call Jev from the command line", "judge or verify an agent's output", "moderate content or detect abuse" ] }, { "id": "brainwires--jevwire", "name": "Brainwires/jevwire", "url": "https://github.com/Brainwires/jevwire", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "MCP server, embeddable decision model, and an escalate-only plugin that can make the harness stricter but never looser.", "descriptionZh": "MCP server、可嵌入决策模型和仅升级插件，该插件只能使 harness 更严格而绝不放宽。", "descriptionFr": "Serveur MCP, modèle de décision embarquable et plugin à escalade seule qui peut rendre le harnais plus strict mais jamais plus souple.", "language": "TypeScript", "license": "MIT", "stars": 22, "forks": 5, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "gate or approve tool calls before they run", "serve Jev over MCP to any agent", "judge or verify an agent's output" ] }, { "id": "typesafeai--typesafe-playground", "name": "TypeSafeAI/typesafe-playground", "url": "https://github.com/TypeSafeAI/typesafe-playground", "kind": "repo", "category": "demos", "rule": "248", "description": "110 use cases, games, and model challenges with editable prompts and A/B comparisons; a community org, not the vendor, formerly under BunsDev.", "descriptionZh": "包含 110 个用例、游戏和模型挑战，支持可编辑提示词和 A/B 对比；为社区组织而非厂商，曾隶属于 BunsDev。", "descriptionFr": "110 cas d'usage, jeux et défis de modèles avec prompts modifiables et comparaisons A/B ; une organisation communautaire, pas le fournisseur, anciennement sous BunsDev.", "language": "TypeScript", "license": "MIT", "stars": 22, "forks": 6, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "extract structured fields from text", "pick which skill or prompt to load", "build a game or simulation on Jev" ] }, { "id": "vinilana--live-jev", "name": "vinilana/live-jev", "url": "https://github.com/vinilana/live-jev", "kind": "repo", "category": "games", "rule": "236", "description": "Top-down car in the browser sending four typed questions every 200 ms, with confidence-gated overrides in code.", "descriptionZh": "在浏览器中运行的俯视视角赛车，每 200 ms 发送四个类型化问题，并在代码中实现基于置信度的覆盖。", "descriptionFr": "Voiture en vue de dessus dans le navigateur envoyant quatre questions typées toutes les 200 ms, avec des overrides conditionnés par la confiance dans le code.", "language": "JavaScript", "license": null, "stars": 21, "forks": 9, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "build a game or simulation on Jev", "compare Jev with an LLM", "voice or realtime decisions" ] }, { "id": "abdelstark--jev-benchmarks", "name": "AbdelStark/jev-benchmarks", "url": "https://github.com/AbdelStark/jev-benchmarks", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Probability-aware evaluation for typed decision models: calibration, selective risk, latency, reproducible.", "descriptionZh": "面向类型化决策模型的概率感知评估：校准、选择性风险、延迟，可复现。", "descriptionFr": "Évaluation sensible aux probabilités pour modèles de décision typés : calibration, risque sélectif, latence, reproductible.", "language": "Python", "license": "Apache-2.0", "stars": 21, "forks": 5, "topics": [ "benchmarking", "calibration", "evaluation", "machine-learning", "reproducibility", "selective-classification" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "route between models by task difficulty" ] }, { "id": "valentynkit--jev-belay", "name": "valentynkit/jev-belay", "url": "https://github.com/valentynkit/jev-belay", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Stop hook that blocks an unverified \"done\": reads the transcript for evidence and, only when files changed with no passing check since, spends one four-question Jev call; fails open on every error path.", "descriptionZh": "拦截未经证实的 done 的 stop hook：读取 transcript 寻找证据，仅在文件已更改且之后无通过检查时，才花费一次四问题 Jev 调用；在所有错误路径上均失败放行。", "descriptionFr": "Hook d'arrêt qui bloque un \"done\" non vérifié : lit la transcription pour trouver des preuves et, uniquement lorsque des fichiers ont changé sans vérification réussie depuis, dépense un appel Jev à quatre questions ; reste ouvert sur chaque chemin d'erreur.", "language": "JavaScript", "license": "MIT", "stars": 20, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "stop an agent from finishing early", "benchmark or calibrate Jev" ] }, { "id": "anpicasso--hermes-jev-approvals", "name": "anpicasso/hermes-jev-approvals", "url": "https://github.com/anpicasso/hermes-jev-approvals", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Approves, denies, or escalates flagged shell commands before they run; vendor-reported speedups.", "descriptionZh": "在标记的 shell 命令运行前批准、拒绝或升级处理；加速效果由厂商报告。", "descriptionFr": "Approuve, refuse ou escalade les commandes shell signalées avant leur exécution ; accélérations rapportées par le fournisseur.", "language": "Python", "license": "MIT", "stars": 20, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "benchmark or calibrate Jev" ] }, { "id": "parth-kp--jev-mail-classifier", "name": "parth-kp/jev-mail-classifier", "url": "https://github.com/parth-kp/jev-mail-classifier", "kind": "repo", "category": "apps", "rule": "191", "description": "Config-driven inbox classification that tags, moves, flags, and notifies, through TypeSafe directly or OpenRouter.", "descriptionZh": "配置驱动的收件箱分类，可打标签、移动、标记和通知，经由 TypeSafe 直接处理或经由 OpenRouter 处理。", "descriptionFr": "Classification d'inbox pilotée par configuration qui étiquette, déplace, signale et notifie, via TypeSafe directement ou OpenRouter.", "language": "Python", "license": "MIT", "stars": 19, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "compare Jev with an LLM", "classify support tickets or messages", "moderate content or detect abuse" ] }, { "id": "kieranklaassen--ruby-llm-typesafe", "name": "kieranklaassen/ruby_llm-typesafe", "url": "https://github.com/kieranklaassen/ruby_llm-typesafe", "kind": "repo", "category": "clients", "rule": "205", "description": "TypeSafe as a structured-output provider for RubyLLM 2.", "descriptionZh": "作为 RubyLLM 2 结构化输出提供者的 TypeSafe。", "descriptionFr": "TypeSafe comme fournisseur de sortie structurée pour RubyLLM 2.", "language": "Ruby", "license": "MIT", "stars": 19, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "classify support tickets or messages", "call Jev from a language SDK", "score or rank candidates in a pipeline" ] }, { "id": "romaluev--jev-ego", "name": "romaluev/jev-ego", "url": "https://github.com/romaluev/jev-ego", "kind": "repo", "category": "browser", "rule": "152", "description": "Browser agent that spends one Jev request per step to pick the action.", "descriptionZh": "每个步骤消耗一次 Jev 请求以选择操作的浏览器代理。", "descriptionFr": "Agent navigateur qui dépense une requête Jev par étape pour choisir l'action.", "language": "TypeScript", "license": "NOASSERTION", "stars": 17, "forks": 1, "topics": [ "ai-agent", "browser-agent", "cdp", "cli", "ego-browser", "ego-lite" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "drive a browser or GUI with an agent", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "reachjalil--jevlogs", "name": "reachjalil/jevlogs", "url": "https://github.com/reachjalil/jevlogs", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Scores OpenTelemetry log signal before paying for LLM analysis.", "descriptionZh": "在为 LLM 分析付费之前对 OpenTelemetry 日志信号进行评分。", "descriptionFr": "Score le signal des logs OpenTelemetry avant de payer pour l'analyse LLM.", "language": "JavaScript", "license": "MIT", "stars": 17, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "monitor or observe Jev usage and cost", "compare Jev with an LLM", "benchmark or calibrate Jev" ] }, { "id": "mejiasd3v--pi-jev-router", "name": "mejiasd3v/pi-jev-router", "url": "https://github.com/mejiasd3v/pi-jev-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Automatic model routing for Pi through the Vercel AI Gateway.", "descriptionZh": "通过 Vercel AI Gateway 为 Pi 提供自动模型路由。", "descriptionFr": "Routage automatique de modèles pour Pi via Vercel AI Gateway.", "language": "JavaScript", "license": "MIT", "stars": 16, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "route requests through a gateway or proxy", "route between models by task difficulty", "call Jev from the command line" ] }, { "id": "olanotolu--jevbetter", "name": "olanotolu/jevbetter", "url": "https://github.com/olanotolu/jevbetter", "kind": "repo", "category": "open-models", "rule": "229", "description": "A stronger one-pass scorer with a head-to-head benchmark against the jevlike starter design.", "descriptionZh": "更强的一遍式评分器，附带与 jevlike 起始设计直接对比的基准测试。", "descriptionFr": "Un évaluateur en un seul passage plus puissant avec un benchmark direct contre le design de démarrage jevlike.", "language": "Python", "license": "MIT", "stars": 16, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "score or rank candidates in a pipeline", "benchmark or calibrate Jev", "pick which skill or prompt to load" ] }, { "id": "xinyao27--jevonian", "name": "xinyao27/jevonian", "url": "https://github.com/xinyao27/jevonian", "kind": "repo", "category": "routing", "rule": "118", "description": "Local OpenAI, Anthropic and Responses-compatible proxy that serves one Jev call per turn to pick both the model route and the thinking level, filtering candidates by context window and quota.", "descriptionZh": "本地 OpenAI、Anthropic 和 Responses 兼容代理，每轮为其虚拟模型 jevonian/auto 发起一次 Jev 调用以确定模型路由和思考级别，代码优先按协议、上下文窗口、effort 下限和已用配额窗口过滤候选，固定模型或显式路由则完全跳过 Jev。", "descriptionFr": "Proxy local compatible OpenAI, Anthropic et Responses qui effectue un appel Jev par tour pour choisir à la fois la route du modèle et le niveau de réflexion, en filtrant les candidats par fenêtre de contexte et quota.", "language": "TypeScript", "license": "AGPL-3.0", "stars": 16, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "route between models by task difficulty", "route requests through a gateway or proxy", "monitor or observe Jev usage and cost" ] }, { "id": "antoniocoppe--jev-harness", "name": "AntonioCoppe/jev-harness", "url": "https://github.com/AntonioCoppe/jev-harness", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Confidence gates, shadow mode, recipes, and evals; reports Claude CLI at 48.9 s against Jev at 1.3 s on the same row-filter job.", "descriptionZh": "提供置信度门控、影子模式、配方和评测，在相同行过滤任务上报告 Claude CLI 为 48.9 s，Jev 为 1.3 s。", "descriptionFr": "Seuils de confiance, mode fantôme, recettes et evals ; rapporte Claude CLI à 48.9 s contre Jev à 1.3 s sur la même tâche de filtrage de lignes.", "language": "TypeScript", "license": "MIT", "stars": 16, "forks": 1, "topics": [ "agents", "confidence", "decision", "evals", "harness", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "gate or approve tool calls before they run" ] }, { "id": "ainame--swift-typesafe", "name": "ainame/swift-typesafe", "url": "https://github.com/ainame/swift-typesafe", "kind": "repo", "category": "mobile", "rule": "158", "description": "Swift 6.4 SDK following the Python SDK's API, on Apple platforms and Linux.", "descriptionZh": "在 Apple 平台和 Linux 上遵循 Python SDK 的 API 的 Swift 6.4 SDK。", "descriptionFr": "SDK Swift 6.4 suivant l'API du SDK Python, sur les plateformes Apple et Linux.", "language": "Swift", "license": "MIT", "stars": 16, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "judge or verify an agent's output", "extract structured fields from text", "score or rank candidates in a pipeline" ] }, { "id": "decrux9812--typesafe-skill-router", "name": "DECRUX9812/typesafe-skill-router", "url": "https://github.com/DECRUX9812/typesafe-skill-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Names the one skill worth loading before the model call; stdlib only, about a tenth of a cent per turn.", "descriptionZh": "在模型调用前命名唯一值得加载的 skill，仅使用 stdlib，每轮约十分之一美分。", "descriptionFr": "Désigne l'unique skill à charger avant l'appel au modèle ; stdlib uniquement, environ un dixième de cent par tour.", "language": "Python", "license": "MIT", "stars": 15, "forks": 5, "topics": [ "ai-agents", "hermes-agent", "hermes-plugin", "llm-agents", "plugin-catalog", "prompt-caching" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "pick which skill or prompt to load", "compact or prune agent context", "review code or pull requests" ] }, { "id": "prismhq--jev-router", "name": "prismhq/jev-router", "url": "https://github.com/prismhq/jev-router", "kind": "repo", "category": "routing", "rule": "118", "description": "LLM router on top of LiteLLM.", "descriptionZh": "构建于 LiteLLM 之上的 LLM 路由器。", "descriptionFr": "Routeur LLM au-dessus de LiteLLM.", "language": "Python", "license": "MIT", "stars": 15, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "route requests through a gateway or proxy", "add Jev to a chat bot or Discord", "compare Jev with an LLM" ] }, { "id": "hev--reranker", "name": "hev/reranker", "url": "https://github.com/hev/reranker", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Jev as a calibrated reranker: one call, up to 30 documents, a probability per document.", "descriptionZh": "作为经校准的重排器的 Jev：单次调用，最多 30 个文档，每个文档一个概率。", "descriptionFr": "Jev comme reranker calibré : un appel, jusqu'à 30 documents, une probabilité par document.", "language": "Python", "license": "Apache-2.0", "stars": 15, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "score or rank candidates in a pipeline", "compare Jev with an LLM" ] }, { "id": "kylemclaren--jevql", "name": "kylemclaren/jevql", "url": "https://github.com/kylemclaren/jevql", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Semantic SQL for PostgreSQL, with Jev answering the predicates.", "descriptionZh": "面向 PostgreSQL 的语义 SQL，由 Jev 回答谓词。", "descriptionFr": "SQL sémantique pour PostgreSQL, avec Jev qui répond aux prédicats.", "language": "Go", "license": "MIT", "stars": 15, "forks": 0, "topics": [ "jev", "postgres" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "call Jev from the command line", "call Jev from a language SDK", "serve Jev over MCP to any agent" ] }, { "id": "joelhooks--pi-fast-jev-compaction", "name": "joelhooks/pi-fast-jev-compaction", "url": "https://github.com/joelhooks/pi-fast-jev-compaction", "kind": "repo", "category": "context", "rule": "131", "description": "The verbatim compaction idea, ported to Pi.", "descriptionZh": "逐字压缩方案，移植到 Pi。", "descriptionFr": "L'idée de compaction verbatim, portée sur Pi.", "language": "TypeScript", "license": "MIT", "stars": 14, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "kubet--azdaja", "name": "kubet/azdaja", "url": "https://github.com/kubet/azdaja", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Recursive language-model layer for Claude Code, Codex, Gemini and OpenCode that keeps sources local; Jev is an optional leaf for reranking, verification and semantic joins.", "descriptionZh": "面向 Claude Code、Codex、Gemini 和 OpenCode 的递归语言模型层，在本地保存数据源；Jev 是用于重排、验证和语义连接的可选叶节点。", "descriptionFr": "Couche récursive de modèles de langage pour Claude Code, Codex, Gemini et OpenCode qui conserve les sources en local ; Jev est une feuille optionnelle pour le reranking, la vérification et les jointures sémantiques.", "language": "Python", "license": "MIT", "stars": 14, "forks": 1, "topics": [ "agent-skills", "jcode", "recursive-language-models", "rust", "gemini-cli-extension", "claude-code" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "judge or verify an agent's output", "compact or prune agent context", "extract structured fields from text" ] }, { "id": "genai-craft--openvons", "name": "genai-craft/openvons", "url": "https://github.com/genai-craft/openvons", "kind": "repo", "category": "open-models", "rule": "229", "description": "Open decision layer answering a finite option set with probabilities split into execute, confirm, and reject. Independent replica, not TypeSafe weights.", "descriptionZh": "用概率回答有限选项集的开放决策层，概率分为 execute、confirm 和 reject。独立复刻，而非 TypeSafe 权重。", "descriptionFr": "Couche de décision ouverte répondant à un ensemble fini d'options avec des probabilités réparties entre execute, confirm et reject. Réplique indépendante, sans les poids TypeSafe.", "language": "Python", "license": "NOASSERTION", "stars": 14, "forks": 0, "topics": [ "calibration", "decision-model", "japanese", "speech-recognition", "voice-commands", "whisper" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "gate or approve tool calls before they run", "benchmark or calibrate Jev", "compare Jev with an LLM" ] }, { "id": "kevthetech143--super-jev", "name": "kevthetech143/super-jev", "url": "https://github.com/kevthetech143/super-jev", "kind": "repo", "category": "apps", "rule": "191", "description": "Small harness connecting evidence, Jev judgments, permitted actions, and verified outcomes.", "descriptionZh": "连接证据、Jev 判定、许可操作和已验证结果的小型工具框架。", "descriptionFr": "Petit harnais reliant les preuves, les jugements Jev, les actions autorisées et les résultats vérifiés.", "language": "Python", "license": "MIT", "stars": 14, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "add Jev to a chat bot or Discord" ] }, { "id": "kavehmz--typesafe-playground", "name": "kavehmz/typesafe-playground", "url": "https://github.com/kavehmz/typesafe-playground", "kind": "repo", "category": "demos", "rule": "248", "description": "From support routing to a 3D driving simulation with visible sensor inputs.", "descriptionZh": "从支持路由到具有可见传感器输入的 3D 驾驶模拟。", "descriptionFr": "Du routage de support à une simulation de conduite 3D avec entrées de capteurs visibles.", "language": "JavaScript", "license": null, "stars": 14, "forks": 4, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "learn how Jev works", "judge or verify an agent's output", "build a game or simulation on Jev" ] }, { "id": "tumf--jev-cli", "name": "tumf/jev-cli", "url": "https://github.com/tumf/jev-cli", "kind": "repo", "category": "cli", "rule": "217", "description": "Dependency-free Python CLI wrapping Choice, Score, and Noul.", "descriptionZh": "无依赖的 Python CLI，封装 Choice、Score 和 Noul。", "descriptionFr": "CLI Python sans dépendances enveloppant Choice, Score et Noul.", "language": "Python", "license": "MIT", "stars": 14, "forks": 0, "topics": [ "ai", "cli", "jev", "python", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "call Jev from the command line", "serve Jev over MCP to any agent", "judge or verify an agent's output" ] }, { "id": "twister915--typesafe-ai", "name": "Twister915/typesafe-ai", "url": "https://github.com/Twister915/typesafe-ai", "kind": "repo", "category": "clients", "rule": "205", "description": "Rust client with async and blocking backends and observable retries.", "descriptionZh": "TypeSafe AI 官网、waitlist 与产品总览", "descriptionFr": "Client Rust avec backends asynchrone et bloquant et retries observables.", "language": "Rust", "license": "Apache-2.0", "stars": 14, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "classify support tickets or messages", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "amithgc--local-jev", "name": "amithgc/local-jev", "url": "https://github.com/amithgc/local-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Offline server wire-compatible with the System One endpoint, checked against the official SDK; reports 80.5 percent on JevBench's public items against 86.6 percent published for the hosted API.", "descriptionZh": "与 System One endpoint 线路兼容的离线服务器，已对照官方 SDK 验证；在 JevBench 公开条目上得分为 80.5%，托管 API 公布的分数为 86.6%。", "descriptionFr": "Serveur hors ligne compatible avec le point de terminaison System One, vérifié contre le SDK officiel ; rapporte 80,5 pour cent sur les éléments publics de JevBench contre 86,6 pour cent publiés pour l'API hébergée.", "language": "Python", "license": "MIT", "stars": 13, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "run Jev on open models without the vendor", "classify support tickets or messages", "compare Jev with an LLM" ] }, { "id": "valentynkit--jev-commit", "name": "valentynkit/jev-commit", "url": "https://github.com/valentynkit/jev-commit", "kind": "repo", "category": "code-review", "rule": "147", "description": "Pre-commit hook: one Jev call judges whether the commit message matches the staged diff, plus debug leftovers, unmentioned work, and a credential belt; warns except on a secret, which it blocks.", "descriptionZh": "预提交钩子：一次 Jev 调用判断提交信息是否与暂存 diff 相符，并检查调试残留、未提及的工作和凭证带；一般仅警告，发现密钥则阻止提交。", "descriptionFr": "Hook pre-commit : un appel Jev juge si le message de commit correspond au diff stagé, plus les restes de débogage, le travail non mentionné et les identifiants exposés ; avertit sauf en cas de secret, qu'il bloque.", "language": "Python", "license": "MIT", "stars": 13, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "call Jev from the command line", "compare Jev with an LLM" ] }, { "id": "saibimajdi--typesafeai-dotnet-sdk", "name": "saibimajdi/typesafeai-dotnet-sdk", "url": "https://github.com/saibimajdi/typesafeai-dotnet-sdk", "kind": "repo", "category": "clients", "rule": "205", "description": "Community .NET SDK with typed Noul, Choice, and Score questions.", "descriptionZh": "提供类型化 Noul、Choice 和 Score 问答的社区 .NET SDK。", "descriptionFr": "SDK .NET communautaire avec des questions typées Noul, Choice et Score.", "language": "C#", "license": "MIT", "stars": 13, "forks": 1, "topics": [ "ai", "classification", "csharp", "dotnet", "llm", "sdk" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "extract structured fields from text", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "hyunjunjeon--pi-quiet-ask", "name": "HyunjunJeon/pi-quiet-ask", "url": "https://github.com/HyunjunJeon/pi-quiet-ask", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Jev as the Pi coding agent's quiet decision layer.", "descriptionZh": "作为 Pi 编程智能体静默决策层的 Jev。", "descriptionFr": "Jev comme couche de décision silencieuse de l'agent de codage Pi.", "language": "TypeScript", "license": "MIT", "stars": 12, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "detect prompt injection or risky commands" ] }, { "id": "frostney--clean-code-review", "name": "frostney/clean-code-review", "url": "https://github.com/frostney/clean-code-review", "kind": "repo", "category": "code-review", "rule": "147", "description": "Every file in a PR judged against Clean Code rules, then reviewed by an LLM.", "descriptionZh": "根据 Clean Code 规则评判 PR 中的每个文件，再由 LLM 复审。", "descriptionFr": "Chaque fichier d'une PR jugé selon les règles Clean Code, puis relu par un LLM.", "language": "TypeScript", "license": "MIT", "stars": 12, "forks": 1, "topics": [ "agents", "ai", "ai-gateway", "ai-sdk", "clean-code", "code-quality" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "review code or pull requests", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "huntedman--jevlint", "name": "huntedman/JevLint", "url": "https://github.com/huntedman/JevLint", "kind": "repo", "category": "code-review", "rule": "147", "description": "Configurable semantic linting with file-level Noul judgments.", "descriptionZh": "可配置的语义 lint，带文件级 Noul 判定。", "descriptionFr": "Linting sémantique configurable avec des jugements Noul au niveau des fichiers.", "language": "TypeScript", "license": "MIT", "stars": 12, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "judge or verify an agent's output", "review code or pull requests", "call Jev from the command line" ] }, { "id": "collapseindex--jev-ultralightspeed", "name": "collapseindex/jev-ultralightspeed", "url": "https://github.com/collapseindex/jev-ultralightspeed", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Packs 32 items into one request for bulk classification and calibrates the confidence cut that sends the least-sure rows to a person, reporting 533 items a second at 89.2 percent agreement with human labels.", "descriptionZh": "将32个条目打包进单次请求进行批量分类，并校准置信度阈值以将最不确定的行转交人工处理，报告称每秒处理533个条目，与人工标注的一致率为89.2%。", "descriptionFr": "Regroupe 32 éléments dans une seule requête pour la classification en masse et calibre le seuil de confiance qui envoie les lignes les moins sûres à un humain, avec 533 éléments par seconde rapportés à 89,2 pour cent d'accord avec les étiquettes humaines.", "language": "Python", "license": "NOASSERTION", "stars": 12, "forks": 0, "topics": [ "batching", "classification", "http2", "jev", "llm", "throughput" ], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "benchmark or calibrate Jev", "classify support tickets or messages", "label data or build a dataset" ] }, { "id": "manifoldor--xtags", "name": "manifoldor/xtags", "url": "https://github.com/manifoldor/xtags", "kind": "repo", "category": "apps", "rule": "191", "description": "Labels every post in your X timeline with what it wants you to do.", "descriptionZh": "为你X时间线中的每篇帖子标注它想让你做什么。", "descriptionFr": "Étiquette chaque publication de votre timeline X avec ce qu'elle cherche à vous faire faire.", "language": "JavaScript", "license": "MIT", "stars": 12, "forks": 3, "topics": [ "ai", "chrome-extension", "jev", "typesafe", "userscript", "x-twitter" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "detect prompt injection or risky commands", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "taruntomar122--jev-askable-arm", "name": "TarunTomar122/jev-askable-arm", "url": "https://github.com/TarunTomar122/jev-askable-arm", "kind": "repo", "category": "games", "rule": "236", "description": "Zero-shot English goals on a simulated Franka arm; Jev chains hardcoded primitives.", "descriptionZh": "在模拟Franka机械臂上实现零样本英文目标，Jev串联硬编码原语。", "descriptionFr": "Objectifs en anglais zero-shot sur un bras Franka simulé ; Jev enchaîne des primitives codées en dur.", "language": "Python", "license": "MIT", "stars": 12, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "compare Jev with an LLM", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "giesn--typesafe-jev-workflow", "name": "GiesN/typesafe-jev-workflow", "url": "https://github.com/GiesN/typesafe-jev-workflow", "kind": "repo", "category": "demos", "rule": "248", "description": "LangGraph demo that sends a mocked email to Jev and routes on the typed Choice it returns.", "descriptionZh": "将模拟邮件发送给Jev并根据其返回的类型化Choice进行路由的LangGraph演示。", "descriptionFr": "Démo LangGraph qui envoie un e-mail simulé à Jev et route selon le Choice typé qu'elle renvoie.", "language": "Python", "license": null, "stars": 12, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "judge or verify an agent's output", "classify support tickets or messages", "learn how Jev works" ] }, { "id": "nyarlathoteppppp--pi-heed", "name": "Nyarlathoteppppp/pi-heed", "url": "https://github.com/Nyarlathoteppppp/pi-heed", "kind": "repo", "category": "context", "rule": "131", "description": "Checks every side-effecting tool call against what you said earlier in the session, so \"review only\" still holds after compaction.", "descriptionZh": "根据会话早期的发言检查每个有副作用的工具调用，以便在压缩后review only仍然成立。", "descriptionFr": "Vérifie chaque appel d'outil à effet de bord par rapport à ce qui a été dit plus tôt dans la session, pour que \"review only\" reste valable après compaction.", "language": "TypeScript", "license": "MIT", "stars": 11, "forks": 1, "topics": [ "ai-agents", "coding-agent", "guardrails", "jev", "pi-coding-agent", "pi-package" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "gate or approve tool calls before they run", "compact or prune agent context", "judge or verify an agent's output" ] }, { "id": "harshwasan--pi-jev-sentinel", "name": "harshwasan/pi-jev-sentinel", "url": "https://github.com/harshwasan/pi-jev-sentinel", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Checks Pi tool calls, tool outputs, and replies for risky actions and prompt injection, with user approvals, context re-checks, secret scrubbing, and optional task pinning.", "descriptionZh": "检查Pi工具调用、工具输出和回复中的风险操作与提示注入，支持用户审批、上下文复查、密钥擦除和可选任务固定。", "descriptionFr": "Vérifie les appels d'outils Pi, les sorties d'outils et les réponses contre les actions risquées et l'injection de prompt, avec approbations utilisateur, revérifications du contexte, masquage des secrets et épinglage facultatif des tâches.", "language": "TypeScript", "license": "MIT", "stars": 11, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "judge or verify an agent's output" ] }, { "id": "24601--augustus", "name": "24601/Augustus", "url": "https://github.com/24601/Augustus", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Skill for deciding where a typed judgment belongs at all and what stays in code; a companion to the official skill, not a replacement.", "descriptionZh": "用于决定类型化判断应放在何处以及哪些内容应保留在代码中的Skill，是官方Skill的补充而非替代。", "descriptionFr": "Skill pour décider où un jugement typé a sa place et ce qui reste dans le code ; un complément au skill officiel, pas un remplacement.", "language": "Python", "license": "MIT", "stars": 11, "forks": 2, "topics": [ "agent-skills", "agent-workflows", "ai-agents", "calibrated-confidence", "claude-code", "decision-systems" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "score or rank candidates in a pipeline", "benchmark or calibrate Jev", "rerank search results" ] }, { "id": "tontoko--jev-browser", "name": "tontoko/jev-browser", "url": "https://github.com/tontoko/jev-browser", "kind": "repo", "category": "browser", "rule": "152", "description": "One grounded Jev and Playwright core behind a typed SDK, a persistent CLI, and an MCP server.", "descriptionZh": "在类型化SDK、持久化CLI和MCP服务器背后的统一的有依据Jev和Playwright核心。", "descriptionFr": "Un cœur Jev et Playwright ancré derrière un SDK typé, une CLI persistante et un serveur MCP.", "language": "JavaScript", "license": "Apache-2.0", "stars": 11, "forks": 2, "topics": [ "browser-automation", "cli", "jev", "mcp", "playwright", "typescript" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "drive a browser or GUI with an agent", "call Jev from the command line", "judge or verify an agent's output" ] }, { "id": "doeixd--jev-pref", "name": "doeixd/jev-pref", "url": "https://github.com/doeixd/jev-pref", "kind": "repo", "category": "code-review", "rule": "147", "description": "Turns the preferences in your AGENTS.md into a linter that runs on code changes and reports back to the agent.", "descriptionZh": "将AGENTS.md中的偏好转换为在代码变更上运行并向智能体回报告的linter。", "descriptionFr": "Transforme les préférences de votre AGENTS.md en un linter qui s'exécute sur les modifications de code et rend compte à l'agent.", "language": "JavaScript", "license": "MIT", "stars": 11, "forks": 0, "topics": [ "agent-skills", "claude-code", "code-review", "jev", "skills-sh", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "review code or pull requests", "pick which skill or prompt to load" ] }, { "id": "nozomi-koborinai--jev-spec", "name": "nozomi-koborinai/jev-spec", "url": "https://github.com/nozomi-koborinai/jev-spec", "kind": "repo", "category": "code-review", "rule": "147", "description": "Checks the code against the requirements in a Markdown spec on every commit and fails the build when the two drift apart.", "descriptionZh": "在每次提交时根据Markdown规范检查代码，并在两者偏离时使构建失败。", "descriptionFr": "Vérifie le code par rapport aux exigences d'une spec Markdown à chaque commit et fait échouer le build lorsque les deux divergent.", "language": "TypeScript", "license": "MIT", "stars": 11, "forks": 2, "topics": [ "ai", "jev", "linter", "typesafe-ai", "typescript", "agent-skills" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "call Jev from the command line", "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "marissafamularo--citation-verifier", "name": "MarissaFamularo/citation-verifier", "url": "https://github.com/MarissaFamularo/citation-verifier", "kind": "repo", "category": "safety", "rule": "179", "description": "Does the cited paper support the sentence citing it? Claude finds the quote, Jev scores it, a human decides.", "descriptionZh": "被引论文是否支持引用它的句子？Claude查找引文，Jev评分，由人工决定。", "descriptionFr": "L'article cité soutient-il la phrase qui le cite ? Claude trouve la citation, Jev la note, un humain décide.", "language": "JavaScript", "license": "MIT", "stars": 11, "forks": 1, "topics": [ "citation-verification", "claude", "peer-review", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "label data or build a dataset", "compare Jev with an LLM" ] }, { "id": "justinhe16--trade-jev", "name": "justinhe16/trade-jev", "url": "https://github.com/justinhe16/trade-jev", "kind": "repo", "category": "finance", "rule": "242", "description": "Backtests Jev as a buy, sell, or hold trader on NQ order-book data.", "descriptionZh": "在NQ订单簿数据上对作为买入、卖出或持有交易者的Jev进行回测。", "descriptionFr": "Évalue Jev en backtest comme trader d'achat, de vente ou de conservation sur des données de carnet d'ordres NQ.", "language": "Python", "license": "MIT", "stars": 11, "forks": 2, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "trade or score financial signals" ] }, { "id": "abhixhek--jevcal", "name": "abhixhek/jevcal", "url": "https://github.com/abhixhek/jevcal", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Stop guessing thresholds: calibrate, threshold, and drift-check against an LLM teacher.", "descriptionZh": "停止猜测阈值：对照 LLM teacher 进行校准、阈值划分和漂移检查。", "descriptionFr": "Arrêtez de deviner les seuils : calibrez, seuillez et contrôlez la dérive face à un LLM enseignant.", "language": "Python", "license": "MIT", "stars": 11, "forks": 0, "topics": [ "calibration", "jev", "llm-evals", "system-one", "typesafe", "confidence-thresholds" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "route between models by task difficulty" ] }, { "id": "jmanhype--jev-dspy-lab", "name": "jmanhype/jev-dspy-lab", "url": "https://github.com/jmanhype/jev-dspy-lab", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Reproducible calibration and selective-risk benchmarks for Jev decisions in DSPy.", "descriptionZh": "面向 DSPy 中 Jev 决策的可复现校准和选择性风险基准测试。", "descriptionFr": "Benchmarks reproductibles de calibration et de risque sélectif pour les décisions Jev dans DSPy.", "language": "Python", "license": "MIT", "stars": 11, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "monitor or observe Jev usage and cost" ] }, { "id": "premo-cloud--typesafe-sdk-java", "name": "Premo-Cloud/typesafe-sdk-java", "url": "https://github.com/Premo-Cloud/typesafe-sdk-java", "kind": "repo", "category": "clients", "rule": "205", "description": "Unofficial Java client for the TypeSafe System One API, calling Choice, Score and Noul questions over HTTP.", "descriptionZh": "非官方 TypeSafe System One API Java 客户端，通过 HTTP 调用 Choice、Score 和 Noul 问题。", "descriptionFr": "Client Java non officiel pour l'API TypeSafe System One, appelant les questions Choice, Score et Noul via HTTP.", "language": "Java", "license": "MIT", "stars": 11, "forks": 6, "topics": [ "java", "sdk", "spring-boot", "typesafe", "jev", "system-one" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "call Jev from a language SDK", "review code or pull requests", "add Jev to a chat bot or Discord" ] }, { "id": "pambrose--jev4k", "name": "pambrose/jev4k", "url": "https://github.com/pambrose/jev4k", "kind": "repo", "category": "clients", "rule": "205", "description": "Kotlin DSL and client.", "descriptionZh": "Kotlin DSL 和客户端。", "descriptionFr": "DSL et client Kotlin.", "language": "Kotlin", "license": "Apache-2.0", "stars": 11, "forks": 1, "topics": [ "jev", "jev-api", "kotlin", "java", "dsl", "llm" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "call Jev from a language SDK", "classify support tickets or messages", "add Jev to a chat bot or Discord" ] }, { "id": "hexyedev--jevpr", "name": "HexyeDEV/JevPR", "url": "https://github.com/HexyeDEV/JevPR", "kind": "repo", "category": "code-review", "rule": "147", "description": "GitHub App that asks Jev whether a pull request is safe to approve or needs a specialist, then maps the verdict to a check run.", "descriptionZh": "GitHub App，会向 Jev 询问拉取请求可安全批准还是需要专家处理，然后将裁决映射为 check run。", "descriptionFr": "Application GitHub qui demande à Jev si une pull request peut être approuvée sans risque ou nécessite un spécialiste, puis convertit le verdict en check run.", "language": "Python", "license": "Apache-2.0", "stars": 10, "forks": 2, "topics": [ "classification", "jev", "pull-requests", "python" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "judge or verify an agent's output", "review code or pull requests", "route between models by task difficulty" ] }, { "id": "reachjalil--jev-tree", "name": "reachjalil/jev-tree", "url": "https://github.com/reachjalil/jev-tree", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Recursive choice over a taxonomy, past the 255-option cap.", "descriptionZh": "在分类体系上做递归选择，突破 255-option 上限。", "descriptionFr": "Choix récursif dans une taxonomie, au-delà de la limite de 255 options.", "language": "TypeScript", "license": "MIT", "stars": 10, "forks": 0, "topics": [ "classification", "jev", "taxonomy", "typesafe", "typescript" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "classify support tickets or messages", "review code or pull requests", "add Jev to a chat bot or Discord" ] }, { "id": "gtaras7--typesafe-jev", "name": "gtaras7/typesafe-jev", "url": "https://github.com/gtaras7/typesafe-jev", "kind": "repo", "category": "apps", "rule": "191", "description": "Jev experiments starting with a local CV-screening workbench, each with its own measured results.", "descriptionZh": "Jev 实验，从本地 CV-screening 工作台起步，每个实验均附带各自的实测结果。", "descriptionFr": "Expériences Jev commençant par un banc d’essai local de tri de CV, chacune avec ses résultats mesurés.", "language": "TypeScript", "license": "MIT", "stars": 10, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "benchmark or calibrate Jev", "score or rank candidates in a pipeline", "learn how Jev works" ] }, { "id": "valentynkit--jev-plays-pokemon-red", "name": "valentynkit/jev-plays-pokemon-red", "url": "https://github.com/valentynkit/jev-plays-pokemon-red", "kind": "repo", "category": "games", "rule": "236", "description": "Pokemon Red on PyBoy: code owns the route and the arithmetic, Jev picks only at branches, and every battle turn logs a faint prediction scored by Brier against what the RAM says.", "descriptionZh": "在 PyBoy 上运行 Pokemon Red：代码掌控路线和数值计算，Jev 仅在分支处做选择，每个战斗回合都记录 faint prediction 并用 Brier 对照 RAM 数据评分。", "descriptionFr": "Pokemon Red sur PyBoy : le code gère l’itinéraire et les calculs, Jev ne choisit qu’aux embranchements, et chaque tour de combat enregistre une prédiction faible évaluée par le score de Brier par rapport à ce qu’indique la RAM.", "language": "Python", "license": "MIT", "stars": 10, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "call Jev from the command line", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "zhuyansen--jev-search-rerank-eval", "name": "zhuyansen/jev-search-rerank-eval", "url": "https://github.com/zhuyansen/jev-search-rerank-eval", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Does a Jev rerank beat embedding search? 9,831 graded pairs, with the judge-circularity bias measured.", "descriptionZh": "用 9,831 个评分样本并测得 judge-circularity 偏差，来验证 Jev rerank 是否优于 embedding search。", "descriptionFr": "Un rerank Jev bat-il la recherche par embeddings ? 9 831 paires évaluées, avec le biais de circularité du juge mesuré.", "language": "Python", "license": "MIT", "stars": 10, "forks": 0, "topics": [ "bge-m3", "evaluation", "information-retrieval", "ndcg", "reranking", "typesafe-jev" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "rerank search results" ] }, { "id": "cristianoliveira--jeq", "name": "cristianoliveira/jeq", "url": "https://github.com/cristianoliveira/jeq", "kind": "repo", "category": "cli", "rule": "217", "description": "Pipes and composes Jev judgments over JSON and NDJSON with map, reduce, rank, and rate, then applies policy through an explicit offline gate.", "descriptionZh": "通过 map、reduce、rank 和 rate 在 JSON 和 NDJSON 上管道化并组合 Jev 判断，再经显式 offline gate 应用策略。", "descriptionFr": "Enchaîne et compose des jugements Jev sur JSON et NDJSON avec map, reduce, rank et rate, puis applique la politique via une gate hors ligne explicite.", "language": "Go", "license": "MIT", "stars": 10, "forks": 2, "topics": [ "ai-tools", "jev", "jq", "terminal", "unix", "ai" ], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "call Jev from the command line", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "tangerg--typesafe-sdk-go", "name": "Tangerg/typesafe-sdk-go", "url": "https://github.com/Tangerg/typesafe-sdk-go", "kind": "repo", "category": "clients", "rule": "205", "description": "Go SDK with no third-party dependencies.", "descriptionZh": "无第三方依赖的 Go SDK。", "descriptionFr": "SDK Go sans dépendances tierces.", "language": "Go", "license": "MIT", "stars": 10, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "adarshmishra07--jcm-router", "name": "adarshmishra07/jcm-router", "url": "https://github.com/adarshmishra07/jcm-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Local proxy that picks model and effort per message and leaves the cached main chat alone.", "descriptionZh": "按消息挑选模型和 effort 且不干扰缓存的主聊天的本地代理。", "descriptionFr": "Proxy local qui choisit le modèle et l’effort par message et laisse le chat principal en cache intact.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "route between models by task difficulty", "route requests through a gateway or proxy", "benchmark or calibrate Jev" ] }, { "id": "abdelstark--bicameral", "name": "AbdelStark/bicameral", "url": "https://github.com/AbdelStark/bicameral", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Hybrid harness for Pi: an LLM writes the code, Jev reflexes gate every call as allow, confirm, block, warn, or steer.", "descriptionZh": "适用于 Pi 的混合框架：由 LLM 编写代码，Jev reflexes 将每个调用判定为 allow、confirm、block、warn 或 steer。", "descriptionFr": "Harnais hybride pour Pi : un LLM écrit le code, les réflexes Jev filtrent chaque appel en allow, confirm, block, warn ou steer.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 1, "topics": [ "harness-engineering", "hybrid-machine-learning", "machine-learning" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "detect prompt injection or risky commands" ] }, { "id": "stratonext--software-factory", "name": "stratonext/software-factory", "url": "https://github.com/stratonext/software-factory", "kind": "repo", "category": "code-review", "rule": "147", "description": "Runs several coding agents locally with Jev as judge and orchestrator.", "descriptionZh": "在本地运行多个编码智能体，由 Jev 担任评判与编排。", "descriptionFr": "Exécute plusieurs agents de codage en local avec Jev comme juge et orchestrateur.", "language": "Python", "license": "MIT", "stars": 9, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "judge or verify an agent's output", "run Jev on open models without the vendor", "benchmark or calibrate Jev" ] }, { "id": "wiktorb2004--llama-index-jev", "name": "WiktorB2004/llama-index-jev", "url": "https://github.com/WiktorB2004/llama-index-jev", "kind": "repo", "category": "search-rag", "rule": "163", "description": "LlamaIndex reranker and router, cheaper than an LLM judge.", "descriptionZh": "LlamaIndex 重排器和路由器，比 LLM 评判更便宜。", "descriptionFr": "Reranker et routeur LlamaIndex, moins cher qu'un juge LLM.", "language": "Python", "license": "MIT", "stars": 9, "forks": 0, "topics": [ "llamaindex", "rag", "reranker", "jev", "postprocessor", "python" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "score or rank candidates in a pipeline", "pick which skill or prompt to load", "compare Jev with an LLM" ] }, { "id": "kylemclaren--jev-search", "name": "kylemclaren/jev-search", "url": "https://github.com/kylemclaren/jev-search", "kind": "repo", "category": "search-rag", "rule": "163", "description": "A shadcn/ui registry block: keyword hits on the first keystroke, re-ranked by Jev a moment later, and keyword order stands if the call fails.", "descriptionZh": "一个 shadcn/ui 注册块：首次按键即显示关键词命中，稍后由 Jev 重新排序，若调用失败则保留关键词顺序。", "descriptionFr": "Bloc de registre shadcn/ui : résultats par mots-clés dès la première frappe, reclassés par Jev un instant après, et l'ordre par mots-clés est conservé si l'appel échoue.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 1, "topics": [ "jev", "typesafe", "typesafe-ai" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "rerank search results", "score or rank candidates in a pipeline", "review code or pull requests" ] }, { "id": "harshil1712--slidepilot", "name": "harshil1712/slidepilot", "url": "https://github.com/harshil1712/slidepilot", "kind": "repo", "category": "apps", "rule": "191", "description": "Voice-driven auto-advance for Slidev on Cloudflare Agents.", "descriptionZh": "为 Cloudflare Agents 上运行的 Slidev 提供语音驱动的自动翻页。", "descriptionFr": "Avancement automatique piloté par la voix pour Slidev sur Cloudflare Agents.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 0, "topics": [ "cloudflare-workers", "jev", "slidev", "slidev-addon", "typescript", "voice" ], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "voice or realtime decisions", "review code or pull requests", "compare Jev with an LLM" ] }, { "id": "valentynkit--jev-nvim", "name": "valentynkit/jev.nvim", "url": "https://github.com/valentynkit/jev.nvim", "kind": "repo", "category": "apps", "rule": "191", "description": "Neovim plugin: ask the buffer a plain-language question, Treesitter splits it into functions, Jev scores each one, and the answers land in quickfix ranked by probability.", "descriptionZh": "Neovim 插件：用自然语言向缓冲区提问，Treesitter 将其拆分为函数，Jev 为每个函数打分，答案按概率排序后进入 quickfix。", "descriptionFr": "Plugin Neovim : posez une question en langage naturel au buffer, Treesitter le découpe en fonctions, Jev note chacune d'elles, et les réponses arrivent dans quickfix classées par probabilité.", "language": "Lua", "license": "MIT", "stars": 9, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "rerank search results", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "abdelstark--heist-one", "name": "AbdelStark/heist-one", "url": "https://github.com/AbdelStark/heist-one", "kind": "repo", "category": "games", "rule": "236", "description": "Stealth game where Jev makes the guards' judgments and deterministic code owns the world.", "descriptionZh": "潜行游戏，其中 Jev 负责守卫的判断，确定性代码掌管世界。", "descriptionFr": "Jeu d'infiltration où Jev produit les jugements des gardes et le code déterministe contrôle le monde.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 1, "topics": [ "ai-game", "jev", "phaser", "probabilistic-ai", "remotion", "stealth-game" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "build a game or simulation on Jev" ] }, { "id": "anessbelbati--jev-rerank-bench", "name": "anessbelbati/jev-rerank-bench", "url": "https://github.com/anessbelbati/jev-rerank-bench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Jev against Cohere Rerank, ZeroEntropy, and a chat baseline on 14 datasets, raw responses included.", "descriptionZh": "在 14 个数据集上将 Jev 与 Cohere Rerank、ZeroEntropy 和 chat 基线对比，并包含原始响应。", "descriptionFr": "Jev face à Cohere Rerank, ZeroEntropy et une base de référence chat sur 14 jeux de données, réponses brutes incluses.", "language": "Python", "license": "MIT", "stars": 9, "forks": 0, "topics": [ "benchmark", "cohere", "information-retrieval", "llm-evaluation", "ndcg", "rag" ], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "jomatsu--zod-jev", "name": "jomatsu/zod-jev", "url": "https://github.com/jomatsu/zod-jev", "kind": "repo", "category": "clients", "rule": "205", "description": "Zod 4 schemas with semantic rules: shape checks stay in Zod, meaning checks go to Jev in one request and come back as Zod issues.", "descriptionZh": "带语义规则的 Zod 4 模式：形状检查保留在 Zod 中，含义检查通过一次请求发送给 Jev 并作为 Zod issues 返回。", "descriptionFr": "Schémas Zod 4 avec règles sémantiques : les vérifications de forme restent dans Zod, les vérifications de sens partent vers Jev en une seule requête et reviennent comme des Zod issues.", "language": "TypeScript", "license": "MIT", "stars": 9, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "moderate content or detect abuse", "classify support tickets or messages", "benchmark or calibrate Jev" ] }, { "id": "ajensenwaud--hermes-jev-plugin", "name": "ajensenwaud/hermes-jev-plugin", "url": "https://github.com/ajensenwaud/hermes-jev-plugin", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Four Hermes tools for atomic checks, routing, and rubric scoring; listed in the Hermes plugin catalog.", "descriptionZh": "四个 Hermes 工具，用于原子检查、路由和按评分标准打分；已收录于 Hermes 插件目录。", "descriptionFr": "Quatre outils Hermes pour vérifications atomiques, routage et notation par grille ; répertoriés dans le catalogue de plugins Hermes.", "language": "Python", "license": "MIT", "stars": 8, "forks": 3, "topics": [ "ai-agents", "decision-making", "hermes", "hermes-agent", "jev", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "classify support tickets or messages", "score or rank candidates in a pipeline" ] }, { "id": "friedjof--jev-mobile", "name": "friedjof/jev-mobile", "url": "https://github.com/friedjof/jev-mobile", "kind": "repo", "category": "mobile", "rule": "158", "description": "Android sub-agent over USB running observe, normalize, decide, mutate, verify, with Jev deciding.", "descriptionZh": "通过 USB 运行的 Android 子智能体，依次执行 observe、normalize、decide、mutate、verify，并由 Jev 进行决策。", "descriptionFr": "Sous-agent Android via USB exécutant observe, normalize, decide, mutate, verify, avec Jev qui décide.", "language": "Python", "license": "MIT", "stars": 8, "forks": 3, "topics": [ "agents", "android", "automation", "jev", "mcp", "mobile" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "control a phone or mobile app", "judge or verify an agent's output", "drive a browser or GUI with an agent" ] }, { "id": "raihankhan-rk--diffjury", "name": "raihankhan-rk/diffjury", "url": "https://github.com/raihankhan-rk/diffjury", "kind": "repo", "category": "code-review", "rule": "147", "description": "PR risk router and review coach.", "descriptionZh": "PR 风险路由与评审教练。", "descriptionFr": "Routeur de risques PR et coach de revue.", "language": "TypeScript", "license": null, "stars": 8, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "review code or pull requests", "judge or verify an agent's output", "compact or prune agent context" ] }, { "id": "anisselbd--jev-phishing-bench", "name": "anisselbd/jev-phishing-bench", "url": "https://github.com/anisselbd/jev-phishing-bench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Jev against Claude Haiku on 2,000 phishing emails: accuracy, calibration, latency, cost.", "descriptionZh": "在 2,000 封钓鱼邮件上对比 Jev 与 Claude Haiku：准确率、校准、延迟、成本。", "descriptionFr": "Jev contre Claude Haiku sur 2 000 e-mails de phishing : précision, calibration, latence, coût.", "language": "Python", "license": null, "stars": 8, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "sufianetaouil--every", "name": "sufianetaouil/every", "url": "https://github.com/sufianetaouil/every", "kind": "repo", "category": "cli", "rule": "217", "description": "Ask a yes/no question of every function in a codebase; grep whose pattern is a question.", "descriptionZh": "向代码库中每个函数询问是否问题；模式为问题的 grep。", "descriptionFr": "Pose une question oui/non à chaque fonction d'une base de code ; un grep dont le motif est une question.", "language": "Python", "license": "MIT", "stars": 8, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "call Jev from the command line", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "joshmn--typesafe-sdk", "name": "joshmn/typesafe-sdk", "url": "https://github.com/joshmn/typesafe-sdk", "kind": "repo", "category": "clients", "rule": "205", "description": "Unofficial Ruby client for the TypeSafe AI API, returning typed answers with probabilities instead of parsed prose.", "descriptionZh": "非官方 TypeSafe AI API Ruby 客户端，返回带概率的类型化答案，而不是解析后的散文。", "descriptionFr": "Client Ruby non officiel pour l'API TypeSafe AI, renvoyant des réponses typées avec probabilités au lieu de prose analysée.", "language": "Ruby", "license": "MIT", "stars": 8, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "call Jev from a language SDK", "score or rank candidates in a pipeline", "classify support tickets or messages" ] }, { "id": "inanna-malick--jev-dsl", "name": "inanna-malick/jev-dsl", "url": "https://github.com/inanna-malick/jev-dsl", "kind": "repo", "category": "clients", "rule": "205", "description": "Haskell DSL with typed packets and inferred answer types.", "descriptionZh": "带类型化数据包和推断答案类型的 Haskell DSL。", "descriptionFr": "DSL Haskell avec paquets typés et types de réponses inférés.", "language": "Haskell", "license": "MIT", "stars": 8, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "review code or pull requests", "compare Jev with an LLM" ] }, { "id": "hyunjunjeon--jev-judgment", "name": "HyunjunJeon/jev-judgment", "url": "https://github.com/HyunjunJeon/jev-judgment", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Sends a coding agent's closed judgments to Jev instead of the chat model.", "descriptionZh": "将编码代理的封闭判断发送给 Jev 而非聊天模型。", "descriptionFr": "Envoie les jugements fermés d'un agent de codage à Jev au lieu du modèle de chat.", "language": "Python", "license": "MIT", "stars": 7, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "gate or approve tool calls before they run", "judge or verify an agent's output", "voice or realtime decisions" ] }, { "id": "keltokhy--jlink", "name": "keltokhy/jlink", "url": "https://github.com/keltokhy/jlink", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Links records across two datasets from a match rule written in plain English, from Python, the shell, Stata, or R, and reports F1 0.73 against 0.69 for tuned string matching on NBER patent assignees to Compustat.", "descriptionZh": "用纯英语编写的匹配规则，从 Python、shell、Stata 或 R 链接两个数据集的记录，并在 NBER 专利受让人与 Compustat 上报告 F1 为 0.73，对调优字符串匹配的 0.69。", "descriptionFr": "Relie les enregistrements de deux jeux de données à partir d'une règle de correspondance écrite en anglais simple, depuis Python, le shell, Stata ou R, et rapporte un F1 de 0.73 contre 0.69 pour la correspondance de chaînes optimisée sur les cessionnaires de brevets NBER vers Compustat.", "language": "Python", "license": "MIT", "stars": 7, "forks": 1, "topics": [ "economics", "entity-resolution", "fuzzy-matching", "jev", "record-linkage", "stata" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "call Jev from the command line" ] }, { "id": "scale-venture-partners--riff", "name": "scale-venture-partners/riff", "url": "https://github.com/scale-venture-partners/riff", "kind": "repo", "category": "safety", "rule": "179", "description": "Ruff-style rule codes for writing.", "descriptionZh": "用于写作的 Ruff 风格规则代码。", "descriptionFr": "Codes de règles façon Ruff pour l'écriture.", "language": "Python", "license": "MIT", "stars": 7, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "judge or verify an agent's output", "compare Jev with an LLM", "review code or pull requests" ] }, { "id": "anxkhn--jevplayspokemon", "name": "anxkhn/JevPlaysPokemon", "url": "https://github.com/anxkhn/JevPlaysPokemon", "kind": "repo", "category": "games", "rule": "236", "description": "Generation 3 Pokémon through Showdown and a real FireRed ROM.", "descriptionZh": "通过 Showdown 和真实 FireRed ROM 的 Generation 3 Pokémon。", "descriptionFr": "Pokémon de génération 3 via Showdown et une vraie ROM FireRed.", "language": "HTML", "license": "GPL-3.0", "stars": 7, "forks": 2, "topics": [ "firered", "mgba", "pokemon", "showdown", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "learn how Jev works", "compare Jev with an LLM" ] }, { "id": "mahlernim--jev-korean-benchmark", "name": "mahlernim/jev-korean-benchmark", "url": "https://github.com/mahlernim/jev-korean-benchmark", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Korean understanding and medical text, with runtime and cost evidence.", "descriptionZh": "韩语理解和医疗文本，附运行时和成本证据。", "descriptionFr": "Compréhension du coréen et textes médicaux, avec données d'exécution et de coût.", "language": "Python", "license": null, "stars": 7, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "monitor or observe Jev usage and cost" ] }, { "id": "wondertwins--jev-benchmark", "name": "wondertwins/jev-benchmark", "url": "https://github.com/wondertwins/jev-benchmark", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Two benchmarks, chess and predator identification, one inside Jev's lane and one outside, both with results.", "descriptionZh": "两个基准测试，象棋和捕食者识别，一个在 Jev 擅长范围内，一个在外，均附结果。", "descriptionFr": "Deux benchmarks, échecs et identification de prédateurs, l'un dans le domaine de Jev et l'autre hors domaine, tous deux avec résultats.", "language": "Python", "license": "MIT", "stars": 7, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "lbotinelly--jev-little-airways", "name": "lbotinelly/jev-little-airways", "url": "https://github.com/lbotinelly/jev-little-airways", "kind": "repo", "category": "demos", "rule": "248", "description": "Show-and-tell capability study for Jev.", "descriptionZh": "针对 Jev 的展示性能力研究。", "descriptionFr": "Étude de capacités avec démonstration pour Jev.", "language": "HTML", "license": "MIT", "stars": 7, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "voice or realtime decisions", "judge or verify an agent's output" ] }, { "id": "gilljon--typesafe-ai-rs", "name": "gilljon/typesafe-ai-rs", "url": "https://github.com/gilljon/typesafe-ai-rs", "kind": "repo", "category": "clients", "rule": "205", "description": "Independent async and blocking Rust SDK.", "descriptionZh": "独立的异步和阻塞式 Rust SDK。", "descriptionFr": "SDK Rust indépendant, asynchrone et bloquant.", "language": "Rust", "license": "MIT", "stars": 7, "forks": 1, "topics": [ "ai", "api-client", "rust", "rust-sdk", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "score or rank candidates in a pipeline", "review code or pull requests", "judge or verify an agent's output" ] }, { "id": "3clyp50--a0-typesafe-ai", "name": "3clyp50/a0-typesafe-ai", "url": "https://github.com/3clyp50/a0-typesafe-ai", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Typed tools and probability cards for Agent Zero.", "descriptionZh": "为 Agent Zero 提供类型化工具和概率卡片。", "descriptionFr": "Outils typés et cartes de probabilités pour Agent Zero.", "language": "Python", "license": "MIT", "stars": 6, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "score or rank candidates in a pipeline", "add Jev to a chat bot or Discord" ] }, { "id": "david-lolly--jev-compatible", "name": "David-Lolly/Jev-Compatible", "url": "https://github.com/David-Lolly/Jev-Compatible", "kind": "repo", "category": "open-models", "rule": "229", "description": "Gateway that turns an existing SGLang or vLLM deployment into a Jev-compatible decision service by scoring candidate tokens, with no training and no model changes.", "descriptionZh": "通过对候选 token 评分，将现有 SGLang 或 vLLM 部署转换为 Jev 兼容决策服务的网关，无需训练且无需更改模型。", "descriptionFr": "Passerelle qui transforme un déploiement SGLang ou vLLM existant en service de décision compatible Jev en notant les tokens candidats, sans entraînement ni modification du modèle.", "language": "Python", "license": null, "stars": 6, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "score or rank candidates in a pipeline", "classify support tickets or messages", "run Jev on open models without the vendor" ] }, { "id": "akashpriyadarshii--jev-scout", "name": "AkashPriyadarshii/jev-scout", "url": "https://github.com/AkashPriyadarshii/jev-scout", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Rust CLI and MCP server that finds real, maintained repos and crates for a plain-language request, with Jev scoring the candidates.", "descriptionZh": "为自然语言请求查找真实可维护的 repo 和 crate 的 Rust CLI 和 MCP 服务器，由 Jev 对候选结果评分。", "descriptionFr": "CLI Rust et serveur MCP qui trouvent des repos et crates réels et maintenus pour une requête en langage naturel, avec notation des candidats par Jev.", "language": "Rust", "license": "MIT", "stars": 6, "forks": 0, "topics": [ "ai-agents", "claude-code", "cli", "code-search", "coding-agents", "crates-io" ], "official": false, "archived": false, "pushedAt": "2026-09-30", "intents": [ "score or rank candidates in a pipeline", "rerank search results", "call Jev from the command line" ] }, { "id": "eugeneboondock--jevsql", "name": "EugeneBoondock/jevsql", "url": "https://github.com/EugeneBoondock/jevsql", "kind": "repo", "category": "data-ops", "rule": "185", "description": "SQL with natural-language predicates over SQLite: filter, rank, and classify rows by meaning, batched and cost-guarded.", "descriptionZh": "在 SQLite 上支持自然语言谓词的 SQL，按语义过滤、排序和分类行数据，采用批量处理并带有成本保护。", "descriptionFr": "SQL avec prédicats en langage naturel sur SQLite : filtrer, classer et catégoriser les lignes par sens, par lots et avec garde-fous de coût.", "language": "JavaScript", "license": "MIT", "stars": 6, "forks": 1, "topics": [ "ai", "jev", "llm", "semantic-search", "sql", "sqlite" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "rerank search results", "score or rank candidates in a pipeline" ] }, { "id": "foadsf--jev-for-engineers", "name": "Foadsf/jev-for-engineers", "url": "https://github.com/Foadsf/jev-for-engineers", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Eight small examples from mechanical and electrical engineering: CAD routing, FEM triage, DFM screening, BOM alignment.", "descriptionZh": "来自机械与电气工程的八个小示例：CAD 布线、FEM 分诊、DFM 筛查、BOM 对齐。", "descriptionFr": "Huit petits exemples issus du génie mécanique et électrique : routage CAD, tri FEM, criblage DFM, alignement BOM.", "language": "Python", "license": "MIT", "stars": 6, "forks": 0, "topics": [ "cad", "cae", "calibrated-confidence", "classification", "jev", "llm" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "extract structured fields from text", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "andrelandgraf--safer-with-jev", "name": "andrelandgraf/safer-with-jev", "url": "https://github.com/andrelandgraf/safer-with-jev", "kind": "repo", "category": "apps", "rule": "191", "description": "Neon Function proxy for the Neon AI Gateway with Jev routing in front.", "descriptionZh": "带有 Jev 路由前置的 Neon AI Gateway 用 Neon Function 代理。", "descriptionFr": "Proxy Neon Function pour la Neon AI Gateway avec routage Jev en amont.", "language": "TypeScript", "license": null, "stars": 6, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "detect prompt injection or risky commands", "moderate content or detect abuse", "judge or verify an agent's output" ] }, { "id": "valentynkit--jev-skip", "name": "valentynkit/jev-skip", "url": "https://github.com/valentynkit/jev-skip", "kind": "repo", "category": "apps", "rule": "191", "description": "Browser extension that reads the caption track and paints a per-segment sponsor probability on the seek bar, with no crowd database.", "descriptionZh": "读取字幕轨道并在进度条上绘制每段赞助概率的浏览器扩展，无需众包数据库。", "descriptionFr": "Extension de navigateur qui lit la piste de sous-titres et affiche une probabilité de sponsor par segment sur la barre de recherche, sans base de données participative.", "language": "TypeScript", "license": "MIT", "stars": 6, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "learn how Jev works" ] }, { "id": "haseeb-heaven--jev-system-one", "name": "haseeb-heaven/jev-system-one", "url": "https://github.com/haseeb-heaven/jev-system-one", "kind": "repo", "category": "demos", "rule": "248", "description": "Terminal interface where OpenAI answers and Jev separately scores relevance, reliability, and quality.", "descriptionZh": "由 OpenAI 回答、Jev 分别对相关性、可靠性和质量评分的终端界面。", "descriptionFr": "Interface de terminal où OpenAI répond et Jev évalue séparément la pertinence, la fiabilité et la qualité.", "language": "Python", "license": "MIT", "stars": 6, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "compare Jev with an LLM", "benchmark or calibrate Jev" ] }, { "id": "gaurav-gosain--jev-go", "name": "Gaurav-Gosain/jev-go", "url": "https://github.com/Gaurav-Gosain/jev-go", "kind": "repo", "category": "clients", "rule": "205", "description": "Go client that returns typed judgments and probabilities.", "descriptionZh": "返回类型化判断和概率的 Go 客户端。", "descriptionFr": "Client Go qui renvoie des jugements typés et des probabilités.", "language": "Go", "license": "MIT", "stars": 6, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "score or rank candidates in a pipeline", "call Jev from a language SDK", "judge or verify an agent's output" ] }, { "id": "jamesward--zio-typesafe-ai", "name": "jamesward/zio-typesafe-ai", "url": "https://github.com/jamesward/zio-typesafe-ai", "kind": "repo", "category": "clients", "rule": "205", "description": "Scala client on ZIO.", "descriptionZh": "基于 ZIO 的 Scala 客户端。", "descriptionFr": "Client Scala basé sur ZIO.", "language": "Scala", "license": "Apache-2.0", "stars": 6, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "call Jev from a language SDK", "score or rank candidates in a pipeline", "judge or verify an agent's output" ] }, { "id": "stumble--jev-go", "name": "Stumble/jev-go", "url": "https://github.com/Stumble/jev-go", "kind": "repo", "category": "clients", "rule": "205", "description": "Community Go SDK for TypeSafe Jev / System One, covering typed Choice, Score and Noul questions.", "descriptionZh": "面向 TypeSafe Jev / System One 的社区 Go SDK，涵盖类型化的 Choice、Score 和 Noul 问题。", "descriptionFr": "SDK Go communautaire pour TypeSafe Jev / System One, couvrant les questions typées Choice, Score et Noul.", "language": "Go", "license": "MIT", "stars": 6, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "call Jev from a language SDK", "call Jev from the command line", "review code or pull requests" ] }, { "id": "nshkrdotcom--typesafe-sdk", "name": "nshkrdotcom/typesafe_sdk", "url": "https://github.com/nshkrdotcom/typesafe_sdk", "kind": "repo", "category": "clients", "rule": "205", "description": "Elixir port of the TypeScript AI SDK with a TypeSafe provider.", "descriptionZh": "带有 TypeSafe provider 的 TypeScript AI SDK 的 Elixir 移植版。", "descriptionFr": "Port Elixir du SDK IA TypeScript avec un fournisseur TypeSafe.", "language": "Elixir", "license": "MIT", "stars": 6, "forks": 1, "topics": [ "agents", "ai", "ai-sdk", "artificial-intelligence", "elixir", "function-calling" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "extract structured fields from text", "review code or pull requests", "judge or verify an agent's output" ] }, { "id": "bestagentkits--jev-skillful", "name": "bestagentkits/jev-skillful", "url": "https://github.com/bestagentkits/jev-skillful", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Per-prompt router over skills, MCP servers, agents, and commands, and it measures whether the injection helped.", "descriptionZh": "针对 skills、MCP servers、agents 和 commands 的按提示路由，并衡量注入是否有帮助。", "descriptionFr": "Routeur par prompt couvrant les skills, les serveurs MCP, les agents et les commandes, qui mesure si l'injection a été utile.", "language": "TypeScript", "license": "MIT", "stars": 5, "forks": 3, "topics": [ "agent-tooling", "ai-agents", "claude-code", "codex", "coding-agents", "developer-tools" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "compact or prune agent context", "pick which skill or prompt to load", "benchmark or calibrate Jev" ] }, { "id": "noplan-inc--limpet", "name": "noplan-inc/limpet", "url": "https://github.com/noplan-inc/limpet", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "A Stop hook that keeps the agent from stopping too early, judged against plain-language rules.", "descriptionZh": "一个根据自然语言规则进行判断、防止 agent 过早停止的 Stop hook。", "descriptionFr": "Hook Stop qui empêche l'agent de s'arrêter trop tôt, évalué selon des règles en langage naturel.", "language": "Python", "license": "MIT", "stars": 5, "forks": 1, "topics": [ "ai-agents", "claude-code", "codex", "hooks", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "stop an agent from finishing early", "judge or verify an agent's output", "benchmark or calibrate Jev" ] }, { "id": "suenot--codex-jev-router", "name": "suenot/codex-jev-router", "url": "https://github.com/suenot/codex-jev-router", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Uses Jev to select the model and reasoning effort for Codex subagents, with confidence gates and a Sol fallback.", "descriptionZh": "使用 Jev 为 Codex subagents 选择模型和推理强度，并设有置信度门槛和 Sol fallback。", "descriptionFr": "Utilise Jev pour sélectionner le modèle et l'effort de raisonnement des sous-agents Codex, avec des seuils de confiance et un repli Sol.", "language": "JavaScript", "license": "MIT", "stars": 5, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "judge or verify an agent's output", "compact or prune agent context", "compare Jev with an LLM" ] }, { "id": "cephalization--jev-triage", "name": "cephalization/jev-triage", "url": "https://github.com/cephalization/jev-triage", "kind": "repo", "category": "code-review", "rule": "147", "description": "Pulls large repositories and triages their issues with typed Jev questions.", "descriptionZh": "拉取大型仓库并使用类型化 Jev questions 对其 issues 进行分类。", "descriptionFr": "Récupère de grands dépôts et trie leurs issues avec des questions Jev typées.", "language": "TypeScript", "license": "MIT", "stars": 5, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "review code or pull requests", "judge or verify an agent's output", "voice or realtime decisions" ] }, { "id": "kylemclaren--jevpdf", "name": "kylemclaren/jevpdf", "url": "https://github.com/kylemclaren/jevpdf", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Searches a PDF by meaning in the browser: pdf.js extracts the lines locally, Jev answers one Noul per line in batches of 16, and matching lines light up page by page, ranked by probability.", "descriptionZh": "在浏览器中按语义搜索 PDF：pdf.js 在本地提取文本行，Jev 以每批 16 行的方式逐行回答一个 Noul，匹配行按概率排名逐页高亮显示。", "descriptionFr": "Recherche dans un PDF par le sens dans le navigateur : pdf.js extrait les lignes localement, Jev répond un Noul par ligne par lots de 16, et les lignes correspondantes s'illuminent page par page, classées par probabilité.", "language": "TypeScript", "license": "MIT", "stars": 5, "forks": 1, "topics": [ "jev", "pdf" ], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "rerank search results", "compare Jev with an LLM", "score or rank candidates in a pipeline" ] }, { "id": "query-farm--vgi-typesafe", "name": "Query-farm/vgi-typesafe", "url": "https://github.com/Query-farm/vgi-typesafe", "kind": "repo", "category": "data-ops", "rule": "185", "description": "DuckDB worker that exposes choice, noul, and score as lateral-joinable table functions in SQL.", "descriptionZh": "将 choice、noul 和 score 作为可在 SQL 中横向连接的表函数暴露的 DuckDB worker。", "descriptionFr": "Worker DuckDB qui expose choice, noul et score comme fonctions table utilisables en jointure latérale en SQL.", "language": "Python", "license": "MIT", "stars": 5, "forks": 0, "topics": [ "ai", "apache-arrow", "arrow", "classification", "data-engineering", "duckdb" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "score or rank candidates in a pipeline", "classify support tickets or messages", "label data or build a dataset" ] }, { "id": "chris-wozniczek--jev-voice-control", "name": "chris-wozniczek/jev-voice-control", "url": "https://github.com/chris-wozniczek/jev-voice-control", "kind": "repo", "category": "apps", "rule": "191", "description": "Menu-bar Swift app turning spoken commands into Jev typed decisions and macOS actions.", "descriptionZh": "将语音命令转换为 Jev 类型化决策和 macOS 操作的菜单栏 Swift 应用。", "descriptionFr": "Application Swift pour barre de menus qui transforme les commandes vocales en décisions typées Jev et en actions macOS.", "language": "Swift", "license": "MIT", "stars": 5, "forks": 2, "topics": [ "computer-use", "cua", "jev", "jev-ai", "jev-api", "jev-model" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "drive a browser or GUI with an agent", "voice or realtime decisions", "gate or approve tool calls before they run" ] }, { "id": "markjaquith--typesafe-ai-playground", "name": "markjaquith/typesafe-ai-playground", "url": "https://github.com/markjaquith/typesafe-ai-playground", "kind": "repo", "category": "demos", "rule": "248", "description": "Rust CLI playground for experiments around Jev.", "descriptionZh": "用于围绕 Jev 进行实验的 Rust CLI playground。", "descriptionFr": "Playground CLI en Rust pour des expériences autour de Jev.", "language": "Rust", "license": "MIT", "stars": 5, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "call Jev from the command line", "classify support tickets or messages", "benchmark or calibrate Jev" ] }, { "id": "replynodes--jev-web-analyzer", "name": "replynodes/jev-web-analyzer", "url": "https://github.com/replynodes/jev-web-analyzer", "kind": "repo", "category": "demos", "rule": "248", "description": "Turns a SaaS landing page into Markdown and asks Jev ten bounded Choice questions about what a first-time visitor understands, shown as a founder teardown.", "descriptionZh": "将 SaaS 落地页转换为 Markdown，并向 Jev 提出十个有界 Choice 问题以了解首次访问者的理解情况，以创始人拆解形式呈现。", "descriptionFr": "Convertit une landing page SaaS en Markdown et pose à Jev dix questions Choice bornées sur ce que comprend un visiteur qui découvre, présenté comme une analyse pour fondateurs.", "language": "TypeScript", "license": "Apache-2.0", "stars": 5, "forks": 0, "topics": [ "ai-evaluation", "jev", "product-positioning", "saas", "typesafe-ai", "vercel-ai-gateway" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "benchmark or calibrate Jev", "learn how Jev works", "judge or verify an agent's output" ] }, { "id": "y0usaf--typesafe-cli", "name": "y0usaf/typesafe-cli", "url": "https://github.com/y0usaf/typesafe-cli", "kind": "repo", "category": "cli", "rule": "217", "description": "Noul, choice, and score answers as numbers from the shell.", "descriptionZh": "从 shell 以数字形式返回 Noul、choice 和 score 答案。", "descriptionFr": "Réponses Noul, choice et score sous forme de nombres depuis le shell.", "language": "TypeScript", "license": "MIT", "stars": 5, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "call Jev from the command line", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "alterhq--typesafe-sdk-swift", "name": "alterhq/typesafe-sdk-swift", "url": "https://github.com/alterhq/typesafe-sdk-swift", "kind": "repo", "category": "clients", "rule": "205", "description": "Unofficial Swift SDK for the TypeSafe AI API, wrapping typed questions and answers in Swift types.", "descriptionZh": "非官方 TypeSafe AI API Swift SDK，将类型化问题和答案封装为 Swift 类型。", "descriptionFr": "SDK Swift non officiel pour l'API TypeSafe AI, encapsulant les questions et réponses typées dans des types Swift.", "language": "Swift", "license": "MIT", "stars": 5, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-15", "intents": [ "route requests through a gateway or proxy", "review code or pull requests", "control a phone or mobile app" ] }, { "id": "legacybridge-tech--pi-typesafe-jev", "name": "legacybridge-tech/pi-typesafe-jev", "url": "https://github.com/legacybridge-tech/pi-typesafe-jev", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Pi extension exposing Jev judgments as five Pi tools.", "descriptionZh": "将 Jev 判断作为五个 Pi tools 暴露的 Pi extension。", "descriptionFr": "Extension Pi exposant les jugements Jev sous forme de cinq outils Pi.", "language": "TypeScript", "license": "NOASSERTION", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "score or rank candidates in a pipeline", "classify support tickets or messages" ] }, { "id": "byk--jev-mcp", "name": "BYK/jev-mcp", "url": "https://github.com/BYK/jev-mcp", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Eval-first MCP server: prototype a question, map it over many items, then measure variants against labeled examples with a threshold sweep.", "descriptionZh": "Eval 优先的 MCP 服务器：先设计问题原型，将其映射到多个条目，再通过阈值扫描对照标注样本评估不同变体。", "descriptionFr": "Serveur MCP axé sur l'évaluation : prototyper une question, l'appliquer à de nombreux éléments, puis mesurer les variantes contre des exemples étiquetés avec un balayage de seuil.", "language": "TypeScript", "license": "MIT", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "classify support tickets or messages" ] }, { "id": "ramneet-singh--jevopt", "name": "Ramneet-Singh/jevopt", "url": "https://github.com/Ramneet-Singh/jevopt", "kind": "repo", "category": "code-review", "rule": "147", "description": "C/C++ compiler driver that asks Jev whether to inline each discretionary call site, from the LLVM IR and the original source.", "descriptionZh": "C/C++ 编译器驱动，根据 LLVM IR 和原始源码让 Jev 判断每个可选调用点是否内联。", "descriptionFr": "Pilote de compilateur C/C++ qui demande à Jev s'il faut inliner chaque site d'appel discrétionnaire, à partir de l'IR LLVM et du source d'origine.", "language": "Python", "license": "GPL-3.0", "stars": 4, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "iamvatsalpatel--tiershift", "name": "iamvatsalpatel/tiershift", "url": "https://github.com/iamvatsalpatel/tiershift", "kind": "repo", "category": "routing", "rule": "118", "description": "Shifts every LLM call to the cheapest model that can handle it, policy in YAML, decision in about 180 ms.", "descriptionZh": "将每个 LLM 调用转移到能处理它的最便宜模型，策略用 YAML 配置，决策耗时约 180 ms。", "descriptionFr": "Bascule chaque appel LLM vers le modèle le moins cher capable de le traiter, politique en YAML, décision en environ 180 ms.", "language": "TypeScript", "license": "MIT", "stars": 4, "forks": 1, "topics": [ "agents", "cost-optimization", "jev", "llm", "model-routing", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "route between models by task difficulty", "route requests through a gateway or proxy", "monitor or observe Jev usage and cost" ] }, { "id": "mgaitan--sqlite-jev", "name": "mgaitan/sqlite-jev", "url": "https://github.com/mgaitan/sqlite-jev", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Adds Jev Noul, Choice, and Score judgments to SQLite through a loadable C extension and Python wrapper, with scalar functions and batched virtual-table queries.", "descriptionZh": "通过可加载的 C 扩展和 Python 封装器为 SQLite 添加 Jev Noul、Choice 和 Score 判断，支持标量函数和批量虚拟表查询。", "descriptionFr": "Ajoute les jugements Jev Noul, Choice et Score à SQLite via une extension C chargeable et un wrapper Python, avec fonctions scalaires et requêtes groupées sur tables virtuelles.", "language": "C", "license": null, "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "run Jev inside a database or SQL", "label data or build a dataset", "classify support tickets or messages" ] }, { "id": "caiovicentino--jev-shield", "name": "caiovicentino/jev-shield", "url": "https://github.com/caiovicentino/jev-shield", "kind": "repo", "category": "safety", "rule": "179", "description": "Semantic MCP firewall that screens every tool call, result, and description; reports 94 percent block recall at about $0.00002 a check.", "descriptionZh": "筛查每次工具调用、结果和描述的语义 MCP 防火墙；拦截召回率为 94%，每次检查费用约 $0.00002。", "descriptionFr": "Pare-feu MCP sémantique qui filtre chaque appel d'outil, résultat et description ; annonce 94 % de rappel de blocage à environ 0,00002 $ par contrôle.", "language": "JavaScript", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "ai-safety", "mcp", "prompt-injection", "security", "vercel-ai-gateway" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "gate or approve tool calls before they run", "detect prompt injection or risky commands", "route requests through a gateway or proxy" ] }, { "id": "noelzappy--tripwire", "name": "noelzappy/tripwire", "url": "https://github.com/noelzappy/tripwire", "kind": "repo", "category": "safety", "rule": "179", "description": "AI SDK middleware and proxy that runs seven Jev checks on every LLM response before the user sees it; no accuracy numbers yet, and it says so.", "descriptionZh": "在用户看到每个 LLM 响应之前运行七项 Jev 检查的 AI SDK 中间件和代理；暂无准确率数据，并已如实说明。", "descriptionFr": "Middleware et proxy pour AI SDK qui exécute sept contrôles Jev sur chaque réponse LLM avant qu'elle ne parvienne à l'utilisateur ; aucun chiffre de précision pour l'instant, et il l'indique clairement.", "language": "TypeScript", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "ai-sdk", "guardrails", "llm", "pii", "prompt-injection" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "route requests through a gateway or proxy", "detect prompt injection or risky commands", "moderate content or detect abuse" ] }, { "id": "hellogumbo--should-ai-kill-us-all", "name": "hellogumbo/should-ai-kill-us-all", "url": "https://github.com/hellogumbo/should-ai-kill-us-all", "kind": "repo", "category": "apps", "rule": "191", "description": "Asks Jev the question every ten minutes, using the actual headlines.", "descriptionZh": "每十分钟使用真实头条新闻向 Jev 提出该问题。", "descriptionFr": "Pose la question à Jev toutes les dix minutes en s'appuyant sur les titres d'actualité réels.", "language": "JavaScript", "license": "CC0-1.0", "stars": 4, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "call Jev from the command line" ] }, { "id": "vishxrad--clashroyale-jev", "name": "vishxrad/clashroyale-jev", "url": "https://github.com/vishxrad/clashroyale-jev", "kind": "repo", "category": "games", "rule": "236", "description": "Plays Clash Royale with Jev choosing cards and placements from Qwen battlefield vision and local OpenCV hand and elixir recognition.", "descriptionZh": "用 Jev 根据 Qwen 战场视觉和本地 OpenCV 手牌与圣水识别选择卡牌和放置位置来玩 Clash Royale。", "descriptionFr": "Joue à Clash Royale avec Jev qui choisit les cartes et les placements à partir de la vision du champ de bataille Qwen et de la reconnaissance locale de la main et de l'élixir par OpenCV.", "language": "Python", "license": null, "stars": 4, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "control a phone or mobile app", "benchmark or calibrate Jev", "learn how Jev works" ] }, { "id": "gaurav-gosain--jev-sec-bench", "name": "Gaurav-Gosain/jev-sec-bench", "url": "https://github.com/Gaurav-Gosain/jev-sec-bench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Blind benchmarks for prompt injection and vulnerable-code detection.", "descriptionZh": "针对提示注入和易受攻击代码检测的盲测基准。", "descriptionFr": "Benchmarks aveugles pour l'injection de prompts et la détection de code vulnérable.", "language": "Go", "license": "MIT", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "moderate content or detect abuse" ] }, { "id": "tokentrim--jev-agent-failure-benchmark", "name": "TokenTrim/jev-agent-failure-benchmark", "url": "https://github.com/TokenTrim/jev-agent-failure-benchmark", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Jev against a strong LLM on the Who and When agent-failure-attribution benchmark.", "descriptionZh": "在 Who and When 智能体失败归因基准上对比 Jev 与强 LLM 的表现。", "descriptionFr": "Jev face à un LLM puissant sur le benchmark d'attribution des échecs d'agents Who and When.", "language": "Python", "license": "Apache-2.0", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "rinnecoder--jev-behavior-study", "name": "RINNECODER/jev-behavior-study", "url": "https://github.com/RINNECODER/jev-behavior-study", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Controlled prompt experiments on jev-1.13.0, raw results and offline verification.", "descriptionZh": "在 jev-1.13.0 上进行的受控提示实验，包含原始结果和离线验证。", "descriptionFr": "Expériences contrôlées de prompts sur jev-1.13.0, résultats bruts et vérification hors ligne.", "language": "Python", "license": "MIT", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "learn how Jev works" ] }, { "id": "chenmingtang830--jevarena", "name": "chenmingtang830/jevarena", "url": "https://github.com/chenmingtang830/jevarena", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Hosted arena that puts Jev against an opponent judge you connect and takes your vote before revealing which was which, with latency, cost provenance, and self-reported confidence; a vote records preference, not verified correctness.", "descriptionZh": "将 Jev 与你接入的对手裁判进行对比的托管竞技场，在揭晓身份前收集你的投票，并提供延迟、成本来源和自报告置信度；投票仅记录偏好，而非验证后的正确性。", "descriptionFr": "Arène hébergée qui oppose Jev à un juge adverse que vous connectez et recueille votre vote avant de révéler qui était qui, avec latence, provenance des coûts et confiance autodéclarée ; un vote enregistre une préférence, pas une exactitude vérifiée.", "language": "TypeScript", "license": "Apache-2.0", "stars": 4, "forks": 0, "topics": [ "byok", "evaluation", "jev", "llm-as-a-judge", "open-source" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "monitor or observe Jev usage and cost" ] }, { "id": "jtsang4--jev-cli", "name": "jtsang4/jev-cli", "url": "https://github.com/jtsang4/jev-cli", "kind": "repo", "category": "cli", "rule": "217", "description": "Typed questions in, structured JSON answers out.", "descriptionZh": "输入类型化问题，输出结构化 JSON 答案。", "descriptionFr": "Questions typées en entrée, réponses JSON structurées en sortie.", "language": "TypeScript", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "cli", "jev", "skills", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "call Jev from the command line", "score or rank candidates in a pipeline" ] }, { "id": "zhirschtritt--typesafe-go", "name": "zhirschtritt/typesafe-go", "url": "https://github.com/zhirschtritt/typesafe-go", "kind": "repo", "category": "clients", "rule": "205", "description": "Idiomatic Go SDK for the TypeSafe API.", "descriptionZh": "面向 TypeSafe API 的惯用 Go SDK。", "descriptionFr": "SDK Go idiomatique pour l'API TypeSafe.", "language": "Go", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "ai", "jev", "sdk", "systemone", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-29", "intents": [ "route requests through a gateway or proxy", "review code or pull requests", "pick which skill or prompt to load" ] }, { "id": "butochnikov--laravel-typesafe-jev", "name": "Butochnikov/laravel-typesafe-jev", "url": "https://github.com/Butochnikov/laravel-typesafe-jev", "kind": "repo", "category": "clients", "rule": "205", "description": "Laravel integration with typed responses, async requests, and testing fakes.", "descriptionZh": "集成 Laravel，提供类型化响应、异步请求和测试替身。", "descriptionFr": "Intégration Laravel avec réponses typées, requêtes asynchrones et doublures de test.", "language": "PHP", "license": "MIT", "stars": 4, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "score or rank candidates in a pipeline", "judge or verify an agent's output", "review code or pull requests" ] }, { "id": "hawxy--typesafeai-net", "name": "Hawxy/TypeSafeAI.Net", "url": "https://github.com/Hawxy/TypeSafeAI.Net", "kind": "repo", "category": "clients", "rule": "205", "description": "Unofficial .NET SDK for the TypeSafe AI platform, usable from any .NET application.", "descriptionZh": "非官方 TypeSafe AI 平台 .NET SDK，可用于任何 .NET 应用。", "descriptionFr": "SDK .NET non officiel pour la plateforme TypeSafe AI, utilisable depuis toute application .NET.", "language": "C#", "license": "Apache-2.0", "stars": 4, "forks": 0, "topics": [ "csharp", "typesafe-ai", "dotnet" ], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "classify support tickets or messages", "score or rank candidates in a pipeline" ] }, { "id": "mateonunez--jod", "name": "mateonunez/jod", "url": "https://github.com/mateonunez/jod", "kind": "repo", "category": "clients", "rule": "205", "description": "Zod-style schemas over Jev: validate the state locally, then project typed answers.", "descriptionZh": "基于 Jev 的 Zod 风格 schema，先在本地验证状态，再投射类型化答案。", "descriptionFr": "Schémas de style Zod sur Jev : valider l'état localement, puis projeter des réponses typées.", "language": "TypeScript", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "ai", "jev", "typesafe", "zod" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "classify support tickets or messages", "extract structured fields from text" ] }, { "id": "genierobot--typesafe-ai-rails", "name": "GenieRobot/typesafe-ai-rails", "url": "https://github.com/GenieRobot/typesafe-ai-rails", "kind": "repo", "category": "clients", "rule": "205", "description": "Rails integration built on the community Ruby gem.", "descriptionZh": "基于社区 Ruby gem 构建的 Rails 集成。", "descriptionFr": "Intégration Rails basée sur le gem Ruby communautaire.", "language": "Ruby", "license": "MIT", "stars": 4, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "monitor or observe Jev usage and cost", "judge or verify an agent's output", "score or rank candidates in a pipeline" ] }, { "id": "steven-shoemaker--hunch", "name": "steven-shoemaker/hunch", "url": "https://github.com/steven-shoemaker/hunch", "kind": "repo", "category": "clients", "rule": "205", "description": "Turns Choice, Score, and Noul questions into Python functions over lists and DataFrames, with deduplication, caching, escalation of unsure rows to an LLM held to the same labels, and a TypeScript port on npm as hunch-jev.", "descriptionZh": "将 Choice、Score 和 Noul 问题转换为处理列表和 DataFrames 的 Python 函数，支持去重、缓存、将不确定行升级到受相同标签约束的 LLM，并在 npm 上提供 TypeScript 移植版 hunch-jev。", "descriptionFr": "Transforme les questions Choice, Score et Noul en fonctions Python sur des listes et des DataFrames, avec déduplication, mise en cache, escalade des lignes incertaines vers un LLM tenu aux mêmes étiquettes, et un portage TypeScript sur npm sous le nom hunch-jev.", "language": "Python", "license": "MIT", "stars": 4, "forks": 0, "topics": [ "classification", "jev", "jev-ai", "llm", "python" ], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "score or rank candidates in a pipeline", "extract structured fields from text", "judge or verify an agent's output" ] }, { "id": "samtay32--jev-system-architect", "name": "samtay32/jev-system-architect", "url": "https://github.com/samtay32/jev-system-architect", "kind": "repo", "category": "coding-agents", "rule": "104", "description": "Finds the fuzzy judgment in a system and turns it into small Choice, Score, and Noul primitives.", "descriptionZh": "找出系统中的模糊判断，并将其转化为小型的 Choice、Score 和 Noul 原语。", "descriptionFr": "Repère le jugement flou dans un système et le transforme en petites primitives Choice, Score et Noul.", "language": null, "license": "MIT", "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "classify support tickets or messages", "extract structured fields from text", "score or rank candidates in a pipeline" ] }, { "id": "xinwang-nwpu--jev-mobile", "name": "xinwang-nwpu/jev-mobile", "url": "https://github.com/xinwang-nwpu/jev-mobile", "kind": "repo", "category": "mobile", "rule": "158", "description": "Android automation where one Jev request picks both the action and the target element from the accessibility tree, executed over ADB.", "descriptionZh": "Android 自动化，其中单个 Jev 请求同时从无障碍树中选择操作和目标元素，并通过 ADB 执行。", "descriptionFr": "Automatisation Android où une seule requête Jev choisit à la fois l'action et l'élément cible dans l'arbre d'accessibilité, exécutée via ADB.", "language": "Python", "license": "MIT", "stars": 3, "forks": 0, "topics": [ "mobile-agent", "jev" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "control a phone or mobile app", "compare Jev with an LLM", "drive a browser or GUI with an agent" ] }, { "id": "allebee--pytest-jev", "name": "allebee/pytest-jev", "url": "https://github.com/allebee/pytest-jev", "kind": "repo", "category": "code-review", "rule": "147", "description": "Pytest plugin that asks Jev whether plain-English claims about a test's text hold, all in one request, and fails the test with each claim's probability unless Jev is at least 80 percent sure.", "descriptionZh": "Pytest 插件，通过单次请求询问 Jev 关于测试文本的纯英文断言是否成立，除非 Jev 的确信度至少为 80%，否则以每个断言的概率使测试失败。", "descriptionFr": "Plugin Pytest qui demande à Jev si des affirmations en anglais courant sur le texte d'un test sont valides, le tout en une seule requête, et fait échouer le test avec la probabilité de chaque affirmation sauf si Jev est sûr à au moins 80 %.", "language": "Python", "license": "MIT", "stars": 3, "forks": 1, "topics": [ "jev", "llm", "llm-evaluation", "pytest", "pytest-plugin", "python" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "judge or verify an agent's output", "compare Jev with an LLM", "review code or pull requests" ] }, { "id": "firassx914--janus", "name": "FirasSX914/Janus", "url": "https://github.com/FirasSX914/Janus", "kind": "repo", "category": "routing", "rule": "118", "description": "Measures on your data when Jev beats other models, then routes accordingly.", "descriptionZh": "在你的数据上衡量 Jev 何时优于其他模型，然后据此路由。", "descriptionFr": "Mesure sur vos données quand Jev surpasse les autres modèles, puis route en conséquence.", "language": "Python", "license": "MIT", "stars": 3, "forks": 0, "topics": [ "benchmark", "calibration", "confidence", "deepseek", "jev", "llm" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "opaielsheikh--typesafe-migration-guard", "name": "opaielsheikh/typesafe-migration-guard", "url": "https://github.com/opaielsheikh/typesafe-migration-guard", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Reviews database migrations for safety before they run.", "descriptionZh": "在数据库迁移运行前审查其安全性。", "descriptionFr": "Examine les migrations de base de données pour en vérifier la sécurité avant leur exécution.", "language": "TypeScript", "license": null, "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "review code or pull requests", "judge or verify an agent's output", "gate or approve tool calls before they run" ] }, { "id": "ddfeyes--jev-mode", "name": "ddfeyes/jev-mode", "url": "https://github.com/ddfeyes/jev-mode", "kind": "repo", "category": "data-ops", "rule": "185", "description": "Ticket triage and file tagging on a typed-judgment model; reports 78 percent fewer tokens and 96.1 percent accuracy against a 93.7 percent baseline.", "descriptionZh": "基于类型化判断模型的工单分诊和文件打标；报告 tokens 减少 78%，准确率为 96.1%，基线为 93.7%。", "descriptionFr": "Triage de tickets et étiquetage de fichiers sur un modèle à jugement typé ; rapporte 78 % de tokens en moins et une précision de 96,1 % contre une référence à 93,7 %.", "language": "Python", "license": "MIT", "stars": 3, "forks": 0, "topics": [ "agents", "ai", "classification", "cli", "jev", "llm" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "compact or prune agent context", "classify support tickets or messages", "compare Jev with an LLM" ] }, { "id": "teyhouse--jev-secret-detection", "name": "teyhouse/jev-secret-detection", "url": "https://github.com/teyhouse/jev-secret-detection", "kind": "repo", "category": "safety", "rule": "179", "description": "Measures how well Jev spots real credentials in file snippets, with the hard config-shaped cases scored separately.", "descriptionZh": "衡量 Jev 在文件片段中发现真实凭证的能力，其中难以区分的 config 形态用例单独评分。", "descriptionFr": "Mesure la capacité de Jev à repérer les vrais identifiants dans des extraits de fichiers, avec les cas difficiles en forme de configuration évalués séparément.", "language": "Python", "license": null, "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "santos-sanz--jev-audio-beeper", "name": "santos-sanz/jev-audio-beeper", "url": "https://github.com/santos-sanz/jev-audio-beeper", "kind": "repo", "category": "safety", "rule": "179", "description": "Low-latency audio censorship proof of concept: Jev typed decisions drive ffmpeg.", "descriptionZh": "低延迟音频审查概念验证：Jev 类型化决策驱动 ffmpeg。", "descriptionFr": "Preuve de concept de censure audio à faible latence : les décisions typées de Jev pilotent ffmpeg.", "language": "TypeScript", "license": null, "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "voice or realtime decisions" ] }, { "id": "sriganesh--jevibe-check", "name": "sriganesh/jevibe-check", "url": "https://github.com/sriganesh/jevibe-check", "kind": "repo", "category": "apps", "rule": "191", "description": "Live tone labels for Bluesky posts and drafts.", "descriptionZh": "为 Bluesky 帖子和草稿提供实时语气标签。", "descriptionFr": "Étiquettes de ton en direct pour les publications et les brouillons Bluesky.", "language": "JavaScript", "license": "MIT", "stars": 3, "forks": 0, "topics": [ "jev", "typesafe", "atproto", "bluesky" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "monitor or observe Jev usage and cost", "moderate content or detect abuse", "benchmark or calibrate Jev" ] }, { "id": "phureewat29--jev-got", "name": "phureewat29/jev-got", "url": "https://github.com/phureewat29/jev-got", "kind": "repo", "category": "apps", "rule": "191", "description": "Game of Thrones roleplay where a story model writes each scene and Jev answers five typed questions that drive the header, soundtrack, art, and next prompt.", "descriptionZh": "Game of Thrones 角色扮演，故事模型编写每个场景，Jev 回答五个类型化问题以驱动标题、配乐、插画和下一个提示。", "descriptionFr": "Jeu de rôle Game of Thrones où un modèle narratif écrit chaque scène et Jev répond à cinq questions typées qui pilotent l'en-tête, la bande-son, l'illustration et le prompt suivant.", "language": "TypeScript", "license": null, "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "judge or verify an agent's output", "learn how Jev works", "extract structured fields from text" ] }, { "id": "hazlema--jev-riffs", "name": "hazlema/jev-riffs", "url": "https://github.com/hazlema/jev-riffs", "kind": "repo", "category": "apps", "rule": "191", "description": "Mines repeating motifs from a MIDI melody, scores every candidate in one batched Jev call, and highlights and plays the winner on a piano roll; on an orchestral Swan Lake the top motif is the swan theme.", "descriptionZh": "从 MIDI 旋律中挖掘重复动机，在一次批量 Jev 调用中为每个候选评分，并在钢琴卷帘上高亮并播放优胜者；在管弦乐 Swan Lake 中，排名第一的动机是天鹅主题。", "descriptionFr": "Extrait les motifs répétitifs d'une mélodie MIDI, évalue chaque candidat en un seul appel Jev groupé, et surligne et joue le gagnant sur un piano roll ; sur un Lac des cygnes orchestral, le motif principal est le thème du cygne.", "language": "TypeScript", "license": "MIT", "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-25", "intents": [ "score or rank candidates in a pipeline", "benchmark or calibrate Jev", "review code or pull requests" ] }, { "id": "phyous--tsai-civ2", "name": "phyous/tsai-civ2", "url": "https://github.com/phyous/tsai-civ2", "kind": "repo", "category": "games", "rule": "236", "description": "Civilization II in a browser, full-game harness, live action probabilities.", "descriptionZh": "在浏览器中运行的 Civilization II，完整游戏测试框架，实时动作概率。", "descriptionFr": "Civilization II dans un navigateur, harnais de jeu complet, probabilités d'action en direct.", "language": "Python", "license": "NOASSERTION", "stars": 3, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "drive a browser or GUI with an agent", "compare Jev with an LLM" ] }, { "id": "siroccomask--snake-jev", "name": "siroccomask/snake-jev", "url": "https://github.com/siroccomask/snake-jev", "kind": "repo", "category": "games", "rule": "236", "description": "Snake controlled by parallel Jev assessments, one API call per tick.", "descriptionZh": "由并行 Jev 评估控制的 Snake，每个 tick 一次 API 调用。", "descriptionFr": "Snake contrôlé par des évaluations Jev parallèles, un appel API par tick.", "language": "Python", "license": "MIT", "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "build a game or simulation on Jev" ] }, { "id": "bitnovus--jev-spam-eval", "name": "bitnovus/jev-spam-eval", "url": "https://github.com/bitnovus/jev-spam-eval", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Zero-shot spam filtering with Noul questions against TF-IDF baselines.", "descriptionZh": "使用 Noul 问题进行零样本垃圾邮件过滤，并与 TF-IDF 基线对比。", "descriptionFr": "Filtrage anti-spam zero-shot avec des questions Noul face à des références TF-IDF.", "language": "Jupyter Notebook", "license": "MIT", "stars": 3, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "moderate content or detect abuse" ] }, { "id": "pistachioaihq--jev-synergy-screening", "name": "PistachioAIHQ/jev-synergy-screening", "url": "https://github.com/PistachioAIHQ/jev-synergy-screening", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Choice and Noul questions scored against ASReview SYNERGY gold labels for abstract screening.", "descriptionZh": "使用 Choice 和 Noul 问题按 ASReview SYNERGY 金标进行摘要筛选评分。", "descriptionFr": "Questions Choice et Noul évaluées par rapport aux étiquettes de référence ASReview SYNERGY pour la présélection des résumés.", "language": "Python", "license": null, "stars": 3, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "score or rank candidates in a pipeline" ] }, { "id": "jgridifier--jev-research-eval", "name": "jgridifier/jev-research-eval", "url": "https://github.com/jgridifier/jev-research-eval", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Reproducible harness over a pinned jev-ultrafast commit, with baseline and stress suites.", "descriptionZh": "基于固定 jev-ultrafast 提交的可复现测试框架，包含基线和压力测试套件。", "descriptionFr": "Harnais reproductible sur un commit jev-ultrafast épinglé, avec suites de référence et de charge.", "language": "HTML", "license": "NOASSERTION", "stars": 3, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "abovecolin--jevclient", "name": "AboveColin/jevclient", "url": "https://github.com/AboveColin/jevclient", "kind": "repo", "category": "clients", "rule": "205", "description": "Async Python client, probabilities and choices out, no prose to parse.", "descriptionZh": "异步 Python 客户端，直接输出概率和选项，无需解析文本。", "descriptionFr": "Client Python asynchrone, probabilités et choix en sortie, aucun texte à analyser.", "language": "Python", "license": "MIT", "stars": 3, "forks": 0, "topics": [ "async", "asyncio", "classification", "jev", "python", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "score or rank candidates in a pipeline", "build a game or simulation on Jev", "benchmark or calibrate Jev" ] }, { "id": "butochnikov--typesafe-sdk-php", "name": "Butochnikov/typesafe-sdk-php", "url": "https://github.com/Butochnikov/typesafe-sdk-php", "kind": "repo", "category": "clients", "rule": "205", "description": "PHP client with sync calls, Guzzle promises, and PSR-3 logging.", "descriptionZh": "支持同步调用、Guzzle promises 和 PSR-3 日志记录的 PHP 客户端。", "descriptionFr": "Client PHP avec appels synchrones, promesses Guzzle et journalisation PSR-3.", "language": "PHP", "license": "MIT", "stars": 3, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "classify support tickets or messages", "score or rank candidates in a pipeline", "label data or build a dataset" ] }, { "id": "metask-ai--metask-jev", "name": "metask-ai/metask-jev", "url": "https://github.com/metask-ai/metask-jev", "kind": "repo", "category": "open-models", "rule": "229", "description": "Open-weight typed-decision models on Qwen3.5 with calibrated per-option probabilities in one forward pass; reports 80.1 percent on JevBench against 75.3 for Jev 1.13.", "descriptionZh": "基于 Qwen3.5 的开放权重类型化决策模型，单次前向传播即可给出经校准的每选项概率，在 JevBench 上得分为 80.1%，超过 Jev 1.13 的 75.3%。", "descriptionFr": "Modèles de décision typée à poids ouverts sur Qwen3.5 avec probabilités calibrées par option en une seule passe avant ; 80,1 % sur JevBench contre 75,3 pour Jev 1.13.", "language": "Python", "license": null, "stars": 2, "forks": 3, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-22", "intents": [ "benchmark or calibrate Jev", "score or rank candidates in a pipeline", "compare Jev with an LLM" ] }, { "id": "fatwang2--jev-review-action", "name": "fatwang2/jev-review-action", "url": "https://github.com/fatwang2/jev-review-action", "kind": "repo", "category": "code-review", "rule": "147", "description": "GitHub Action for submission review and PR classification with Jev, no text-generation model in the loop.", "descriptionZh": "使用 Jev 进行投稿评审和 PR 分类的 GitHub Action，流程中不含文本生成模型。", "descriptionFr": "GitHub Action pour la révision des soumissions et la classification des PR avec Jev, sans modèle de génération de texte dans la boucle.", "language": "JavaScript", "license": "MIT", "stars": 2, "forks": 1, "topics": [ "automation", "awesome-list", "classification", "github-action", "jev", "pull-request" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "review code or pull requests", "score or rank candidates in a pipeline", "route requests through a gateway or proxy" ] }, { "id": "asfarsadewa--human-compiler", "name": "asfarsadewa/human-compiler", "url": "https://github.com/asfarsadewa/human-compiler", "kind": "repo", "category": "safety", "rule": "179", "description": "Paste text, get diagnostics, like a compiler for prose.", "descriptionZh": "粘贴文本即可获得诊断，如同面向散文的编译器。", "descriptionFr": "Collez du texte, obtenez des diagnostics, comme un compilateur pour la prose.", "language": "TypeScript", "license": "MIT", "stars": 2, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "judge or verify an agent's output", "benchmark or calibrate Jev", "moderate content or detect abuse" ] }, { "id": "thenewpotato--privacy-facts", "name": "thenewpotato/privacy-facts", "url": "https://github.com/thenewpotato/privacy-facts", "kind": "repo", "category": "apps", "rule": "191", "description": "Turns privacy policies into nutrition-style labels with plain-language answers, Jev confidence scores, and suggested source clauses.", "descriptionZh": "将隐私政策转换为营养标签式标识，提供通俗易懂的答案、Jev 置信度分数和建议的原文条款。", "descriptionFr": "Transforme les politiques de confidentialité en étiquettes de type nutritionnel avec des réponses en langage clair, des scores de confiance Jev et des clauses sources suggérées.", "language": "JavaScript", "license": "MIT", "stars": 2, "forks": 0, "topics": [ "ai", "jev", "privacy" ], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "judge or verify an agent's output", "compare Jev with an LLM", "extract structured fields from text" ] }, { "id": "hacksing--jev-report", "name": "HackSing/jev-report", "url": "https://github.com/HackSing/jev-report", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Independent Chinese research report: 52 pages, 50 reproducible tests, 143 traceable data rows.", "descriptionZh": "独立中文研究报告，共 52 页，含 50 项可复现测试和 143 行可追溯数据。", "descriptionFr": "Rapport de recherche chinois indépendant : 52 pages, 50 tests reproductibles, 143 lignes de données traçables.", "language": "Python", "license": "MIT", "stars": 2, "forks": 0, "topics": [ "ai-research", "chinese", "jev", "llm-evaluation", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "hegargarcia--jev-playground", "name": "hegargarcia/jev-playground", "url": "https://github.com/hegargarcia/jev-playground", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Jev against other models in games with explicit states, legal actions, and a measurable outcome.", "descriptionZh": "让 Jev 与其他模型在具有明确状态、合法动作和可衡量结果的游戏中对决。", "descriptionFr": "Jev face à d'autres modèles dans des jeux aux états explicites, aux actions légales et au résultat mesurable.", "language": "TypeScript", "license": null, "stars": 2, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-17", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "wustep--jev-playground", "name": "wustep/jev-playground", "url": "https://github.com/wustep/jev-playground", "kind": "repo", "category": "demos", "rule": "248", "description": "Can a System One model steer a music composition through typed classify, score, and pick decisions alone.", "descriptionZh": "验证 System One 模型能否仅通过类型化的 classify、score 和 pick 决策来主导音乐创作。", "descriptionFr": "Détermine si un modèle System One peut piloter une composition musicale uniquement via des décisions typées classify, score et pick.", "language": "TypeScript", "license": null, "stars": 2, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "benchmark or calibrate Jev", "learn how Jev works", "compare Jev with an LLM" ] }, { "id": "jexp--watfile", "name": "jexp/watfile", "url": "https://github.com/jexp/watfile", "kind": "repo", "category": "cli", "rule": "217", "description": "Sorts PDFs and text files into category folders, one Jev Choice per document, with a local Laya backend as the alternative.", "descriptionZh": "将 PDF 和文本文件归类到分类文件夹，每份文档调用一次 Jev Choice，并以本地 Laya 后端作为替代方案。", "descriptionFr": "Trie les PDF et les fichiers texte dans des dossiers de catégories, à raison d'un Jev Choice par document, avec un backend Laya local comme alternative.", "language": "Python", "license": null, "stars": 2, "forks": 0, "topics": [ "categorization", "cli", "jev", "terminal", "tool", "laya" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "call Jev from the command line", "label data or build a dataset", "compare Jev with an LLM" ] }, { "id": "abdelstark--s1-rs", "name": "AbdelStark/s1-rs", "url": "https://github.com/AbdelStark/s1-rs", "kind": "repo", "category": "clients", "rule": "205", "description": "Turns Rust enums and structs into Choice, Score, and Noul questions with compile-time-checked, confidence-gated answers.", "descriptionZh": "将 Rust 枚举和结构体转换为 Choice、Score 和 Noul 问题，并提供经编译时检查、按置信度门控的答案。", "descriptionFr": "Transforme les enums et structs Rust en questions Choice, Score et Noul avec des réponses vérifiées à la compilation et conditionnées par la confiance.", "language": "Rust", "license": "MIT", "stars": 2, "forks": 0, "topics": [ "machine-learning", "sdk", "typesafe-ai" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "judge or verify an agent's output", "classify support tickets or messages", "score or rank candidates in a pipeline" ] }, { "id": "abdelstark--typesafe-rs", "name": "AbdelStark/typesafe-rs", "url": "https://github.com/AbdelStark/typesafe-rs", "kind": "repo", "category": "clients", "rule": "205", "description": "Latency-first Rust client, on crates.io.", "descriptionZh": "以低延迟为先的 Rust 客户端，已发布于 crates.io。", "descriptionFr": "Client Rust axé sur la latence, disponible sur crates.io.", "language": "Rust", "license": "MIT", "stars": 2, "forks": 0, "topics": [ "machine-learning", "typesafe-ai" ], "official": false, "archived": false, "pushedAt": "2026-09-16", "intents": [ "score or rank candidates in a pipeline", "judge or verify an agent's output", "extract structured fields from text" ] }, { "id": "mttrbrts--jev-folio-recursive-classifier", "name": "mttrbrts/jev-folio-recursive-classifier", "url": "https://github.com/mttrbrts/jev-folio-recursive-classifier", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Classifies OCR'd legal agreements through the FOLIO Document Types ontology with recursive Jev Choices, beam search, confidence-gated leaf stopping, and context-length benchmarking.", "descriptionZh": "通过 FOLIO Document Types 本体对经 OCR 处理的法律协议进行分类，采用递归 Jev Choices、beam search、置信度门控的叶节点停止和上下文长度基准测试。", "descriptionFr": "Classifie les accords juridiques océrisés via l'ontologie FOLIO Document Types avec des Jev Choices récursifs, beam search, arrêt aux feuilles conditionné par la confiance et benchmarking de la longueur de contexte.", "language": "Python", "license": "Apache-2.0", "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-19", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "dansidanutz--fake-real-jev", "name": "DansiDanutz/fake-real-jev", "url": "https://github.com/DansiDanutz/fake-real-jev", "kind": "repo", "category": "safety", "rule": "179", "description": "Checks claims against cited excerpts with Jev in an English and Romanian fact-checking site, with a public integration example and a closed-source full application.", "descriptionZh": "在一个英文与罗马尼亚文事实核查网站中用 Jev 对照引用摘录核查主张，并提供公开集成示例和闭源完整应用。", "descriptionFr": "Vérifie les affirmations par rapport aux extraits cités avec Jev dans un site de fact-checking en anglais et en roumain, avec un exemple d'intégration public et une application complète à code source fermé.", "language": "JavaScript", "license": "MIT", "stars": 1, "forks": 0, "topics": [ "evidence-verification", "fact-checking", "javascript", "jev", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-26", "intents": [ "judge or verify an agent's output", "learn how Jev works", "moderate content or detect abuse" ] }, { "id": "0xshin0221--openpoke-meets-jev", "name": "0xShin0221/openpoke-meets-jev", "url": "https://github.com/0xShin0221/openpoke-meets-jev", "kind": "repo", "category": "apps", "rule": "191", "description": "OpenPoke fork that moves email screening, a tool-call guardrail, and search reranking onto Jev, with an A/B against the Sonnet call it replaced and an adversarial run on the injection gate.", "descriptionZh": "将邮件筛选、tool-call guardrail 和搜索重排迁移到 Jev 的 OpenPoke fork，并附带与其替代的 Sonnet 调用的 A/B 对比以及针对注入门控的对抗性运行。", "descriptionFr": "Fork OpenPoke qui migre le filtrage des e-mails, un garde-fou de tool-call et le reranking de recherche vers Jev, avec un A/B contre l'appel Sonnet remplacé et un run adverse sur le filtre anti-injection.", "language": "Python", "license": "MIT", "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "gate or approve tool calls before they run", "compare Jev with an LLM", "detect prompt injection or risky commands" ] }, { "id": "hazlema--jev-connect4", "name": "hazlema/jev-connect4", "url": "https://github.com/hazlema/jev-connect4", "kind": "repo", "category": "games", "rule": "236", "description": "Connect Four with nine swappable query strategies for one model, every answer graded against engine ground truth in a live inspector.", "descriptionZh": "采用九种可切换查询策略的 Connect Four 单模型实现，每个答案都在实时检查器中对照引擎标准答案评分。", "descriptionFr": "Puissance 4 avec neuf stratégies de requête interchangeables pour un seul modèle, chaque réponse évaluée par rapport à la vérité terrain du moteur dans un inspecteur en direct.", "language": "TypeScript", "license": "MIT", "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "monitor or observe Jev usage and cost" ] }, { "id": "yodablocks--jev-orderby-bench", "name": "yodablocks/jev-orderby-bench", "url": "https://github.com/yodablocks/jev-orderby-bench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Measures whether ORDER BY over a Jev probability is defensible: pairwise inversion, ordinality against a human grade, calibration and wording invariants under a pre-registered gate.", "descriptionZh": "衡量对 Jev 概率使用 ORDER BY 是否成立：在预注册门控下测试 pairwise inversion、Score 序数性对照人工评分、calibration 和措辞不变性，在 20 Newsgroups 主题上通过，在 Amazon ESCI 商品相关性上六项条件未通过四项，并表明通过 DuckDB 扩展的 40 行批量 state 未通过排名门控而逐请求单行则通过。", "descriptionFr": "Mesure si un ORDER BY sur une probabilité Jev est défendable : inversion par paire, ordinalité face à une note humaine, calibration et invariants de formulation sous un seuil pré-enregistré.", "language": "Python", "license": "MIT", "stars": 1, "forks": 1, "topics": [ "benchmark", "calibration", "duckdb", "information-retrieval", "jev", "llm-evaluation" ], "official": false, "archived": false, "pushedAt": "2026-09-20", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "score or rank candidates in a pipeline" ] }, { "id": "4esv--jev-eval", "name": "4esv/jev-eval", "url": "https://github.com/4esv/jev-eval", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Jev against GPT-5.6 Terra on three labeled tasks: equal on the easy ones, 6.7 points lower on 77-way routing, 5 times faster, 41 to 50 times cheaper.", "descriptionZh": "在三个带标签任务上将 Jev 与 GPT-5.6 Terra 对比：在简单任务上持平，在 77 路路由上低 6.7 分，快 5 倍，便宜 41 至 50 倍。", "descriptionFr": "Jev face à GPT-5.6 Terra sur trois tâches étiquetées : à égalité sur les plus faciles, 6,7 points en dessous sur le routage à 77 choix, 5 fois plus rapide, 41 à 50 fois moins cher.", "language": "Python", "license": null, "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-23", "intents": [ "benchmark or calibrate Jev", "compare Jev with an LLM", "judge or verify an agent's output" ] }, { "id": "themsquared--jev-benchmark", "name": "themsquared/jev-benchmark", "url": "https://github.com/themsquared/jev-benchmark", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Tool-call risk classification with the run-to-run variance reported; every wrong answer came with hedged confidence.", "descriptionZh": "进行 tool-call 风险分类并报告逐次运行方差，每个错误答案都带有保守的置信度。", "descriptionFr": "Classification des risques d'appels d'outils avec la variance entre les exécutions rapportée ; chaque mauvaise réponse s'accompagnait d'une confiance nuancée.", "language": "Python", "license": "Apache-2.0", "stars": 1, "forks": 0, "topics": [ "agentgateway", "ai-agents", "benchmark", "calibration", "llm", "mcp" ], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "willprout--magic-8-ball", "name": "willprout/magic-8-ball", "url": "https://github.com/willprout/magic-8-ball", "kind": "repo", "category": "demos", "rule": "248", "description": "Ask a question, one choice over twenty answers picks the reply and shows the click-to-answer latency; [live demo](https://willprout.github.io/magic-8-ball/).", "descriptionZh": "提出一个问题，一个覆盖二十个答案的 choice 将选择回复并显示从点击到回答的延迟；[live demo](https://willprout.github.io/magic-8-ball/)。", "descriptionFr": "Posez une question, un choix parmi vingt réponses sélectionne la réponse et affiche la latence entre le clic et la réponse ; [démo en direct](https://willprout.github.io/magic-8-ball/).", "language": "TypeScript", "license": null, "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "compare Jev with an LLM" ] }, { "id": "bud-ro--jev-demos", "name": "bud-ro/jev-demos", "url": "https://github.com/bud-ro/jev-demos", "kind": "repo", "category": "demos", "rule": "248", "description": "Demos built to test what Jev is good at.", "descriptionZh": "用于测试 Jev 擅长领域的演示合集。", "descriptionFr": "Démos conçues pour tester les points forts de Jev.", "language": "Dart", "license": null, "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-18", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "pick which skill or prompt to load" ] }, { "id": "allebee--jevgrep", "name": "allebee/jevgrep", "url": "https://github.com/allebee/jevgrep", "kind": "repo", "category": "cli", "rule": "217", "description": "Filters log lines and other text streams by meaning, one Noul per line in micro-batches, streaming from `tail -f` with grep's flags and exit codes.", "descriptionZh": "按语义过滤日志行和其他文本流，每行一个 Noul，采用微批量处理，支持从 `tail -f` 流式输入，并兼容 grep 的标志和退出码。", "descriptionFr": "Filtre les lignes de journaux et autres flux de texte par le sens, un Noul par ligne en micro-lots, en streaming depuis `tail -f` avec les options et les codes de sortie de grep.", "language": "Python", "license": "MIT", "stars": 1, "forks": 0, "topics": [ "cli", "grep", "jev", "log-analysis", "logs", "python" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "compare Jev with an LLM", "call Jev from the command line", "benchmark or calibrate Jev" ] }, { "id": "dommonte--n8n-nodes-typesafe-ai", "name": "DomMonte/n8n-nodes-typesafe-ai", "url": "https://github.com/DomMonte/n8n-nodes-typesafe-ai", "kind": "repo", "category": "clients", "rule": "205", "description": "n8n community node for yes/no, choice, and score questions.", "descriptionZh": "用于 yes/no、choice 和 score 问题的 n8n 社区节点。", "descriptionFr": "Nœud communautaire n8n pour les questions oui/non, à choix et à score.", "language": "TypeScript", "license": "MIT", "stars": 1, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "score or rank candidates in a pipeline", "classify support tickets or messages", "benchmark or calibrate Jev" ] }, { "id": "kunobi-ninja--kunobi-jev", "name": "kunobi-ninja/kunobi-jev", "url": "https://github.com/kunobi-ninja/kunobi-jev", "kind": "repo", "category": "clients", "rule": "205", "description": "Rust client for the System One API.", "descriptionZh": "适用于 System One API 的 Rust 客户端。", "descriptionFr": "Client Rust pour l'API System One.", "language": "Rust", "license": "Apache-2.0", "stars": 1, "forks": 1, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "score or rank candidates in a pipeline", "call Jev from a language SDK", "classify support tickets or messages" ] }, { "id": "imanshu03--jev-browser-use", "name": "imanshu03/jev-browser-use", "url": "https://github.com/imanshu03/jev-browser-use", "kind": "repo", "category": "browser", "rule": "152", "description": "Runs browser tasks from a plain-language instruction over CDP or Vercel's agent-browser, with Jev selecting operations and targets and code checking confidence before it acts.", "descriptionZh": "通过 CDP 或 Vercel 的 agent-browser，根据自然语言指令执行浏览器任务，由 Jev 选择操作和目标，代码在执行前检查置信度。", "descriptionFr": "Exécute des tâches de navigation à partir d'une instruction en langage naturel via CDP ou agent-browser de Vercel, avec Jev qui sélectionne les opérations et les cibles et du code qui vérifie la confiance avant d'agir.", "language": "TypeScript", "license": null, "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-27", "intents": [ "call Jev from the command line", "drive a browser or GUI with an agent", "serve Jev over MCP to any agent" ] }, { "id": "daviddl9--jev-router", "name": "daviddl9/jev-router", "url": "https://github.com/daviddl9/jev-router", "kind": "repo", "category": "routing", "rule": "118", "description": "Jev picks the worker tier for each step in OMP and Pi, keeping planning and review on a strong model and bounded work on cheaper ones.", "descriptionZh": "Jev 为 OMP 和 Pi 中每个步骤选择 worker 层级，将规划和评审保留在强模型上，将范围明确的工作放在更便宜的模型上。", "descriptionFr": "Jev choisit le niveau de worker pour chaque étape dans OMP et Pi, en gardant la planification et la révision sur un modèle puissant et le travail borné sur des modèles moins chers.", "language": "TypeScript", "license": "NOASSERTION", "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "route between models by task difficulty", "compact or prune agent context", "judge or verify an agent's output" ] }, { "id": "liou666--senseek", "name": "liou666/senseek", "url": "https://github.com/liou666/senseek", "kind": "repo", "category": "search-rag", "rule": "163", "description": "Browser extension that searches the page you are reading by meaning, in a Ctrl+F style box, with your own key and no backend.", "descriptionZh": "按语义搜索正在阅读的页面的浏览器扩展，采用 Ctrl+F 风格的搜索框，使用自备密钥，无后端。", "descriptionFr": "Extension de navigateur qui recherche par le sens dans la page en cours de lecture, dans un champ de type Ctrl+F, avec votre propre clé et sans backend.", "language": "JavaScript", "license": null, "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "compare Jev with an LLM", "rerank search results", "judge or verify an agent's output" ] }, { "id": "paulgoodchild--skillscheck", "name": "paulgoodchild/SkillsCheck", "url": "https://github.com/paulgoodchild/SkillsCheck", "kind": "repo", "category": "safety", "rule": "179", "description": "Sends an agent skill's text to Jev before installation and returns a verdict with category scores, without loading the skill into the agent's context; the submitted text is not redacted for secrets.", "descriptionZh": "在安装前将 agent skill 的文本发送给 Jev 并返回带分类评分的判定，且不将其加载到 agent 上下文中；提交的文本不会对敏感信息做脱敏处理。", "descriptionFr": "Envoie le texte d'une skill d'agent à Jev avant l'installation et retourne un verdict avec des scores par catégorie, sans charger la skill dans le contexte de l'agent ; le texte soumis n'est pas expurgé de ses secrets.", "language": "JavaScript", "license": null, "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "detect prompt injection or risky commands", "moderate content or detect abuse", "judge or verify an agent's output" ] }, { "id": "htearih--stopspam-jev-bot", "name": "hteariH/stopspam-jev-bot", "url": "https://github.com/hteariH/stopspam-jev-bot", "kind": "repo", "category": "safety", "rule": "179", "description": "Telegram bot that removes spam and scam messages from group chats on calibrated-confidence classification.", "descriptionZh": "基于校准置信度分类，从群聊中移除垃圾和诈骗消息的 Telegram 机器人。", "descriptionFr": "Bot Telegram qui supprime les spams et les arnaques des chats de groupe grâce à une classification à confiance calibrée.", "language": "Python", "license": null, "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "moderate content or detect abuse", "run Jev on open models without the vendor", "benchmark or calibrate Jev" ] }, { "id": "blowxian--jev-fanout-bench", "name": "blowxian/jev-fanout-bench", "url": "https://github.com/blowxian/jev-fanout-bench", "kind": "repo", "category": "benchmarks", "rule": "223", "description": "Measures what a Jev request is billed and how its answers hold up under batching, translation, and rewording, from 3,455 billed requests with public raw logs.", "descriptionZh": "基于 3,455 个计费请求及公开原始日志，衡量 Jev 请求的计费情况及其答案在批量处理、翻译和改写下的表现。", "descriptionFr": "Mesure la facturation d'une requête Jev et la tenue de ses réponses face au traitement par lots, à la traduction et à la reformulation, à partir de 3 455 requêtes facturées avec journaux bruts publics.", "language": "Python", "license": "MIT", "stars": 0, "forks": 1, "topics": [ "benchmark", "jev", "llm-cost", "openrouter", "system-one", "typesafe" ], "official": false, "archived": false, "pushedAt": "2026-09-28", "intents": [ "benchmark or calibrate Jev", "judge or verify an agent's output", "monitor or observe Jev usage and cost" ] }, { "id": "rishi-raj-jain--hn-thread-judge", "name": "rishi-raj-jain/hn-thread-judge", "url": "https://github.com/rishi-raj-jain/hn-thread-judge", "kind": "repo", "category": "demos", "rule": "248", "description": "Reads the most-discussed Hacker News threads comment by comment with Jev and reduces each one to a single verdict, served live from Postgres.", "descriptionZh": "使用 Jev 逐条评论读取 Hacker News 上讨论最热的帖子并将其归纳为单一判定，通过 Postgres 实时提供服务。", "descriptionFr": "Lit les fils Hacker News les plus discutés commentaire par commentaire avec Jev et réduit chacun à un verdict unique, servi en direct depuis Postgres.", "language": "TypeScript", "license": null, "stars": 0, "forks": 0, "topics": [ "ai", "bm25", "drizzle-orm", "full-text-search", "hacker-news", "hackernews" ], "official": false, "archived": false, "pushedAt": "2026-09-21", "intents": [ "extract structured fields from text", "benchmark or calibrate Jev", "judge or verify an agent's output" ] }, { "id": "bariskisir--jevsharp", "name": "bariskisir/JevSharp", "url": "https://github.com/bariskisir/JevSharp", "kind": "repo", "category": "clients", "rule": "205", "description": ".NET 10 SDK for Jev decisions through TypeSafe, OpenRouter, Vercel AI Gateway, and compatible endpoints.", "descriptionZh": "通过 TypeSafe、OpenRouter、Vercel AI Gateway 及兼容端点进行 Jev 决策的 .NET 10 SDK。", "descriptionFr": "SDK .NET 10 pour les décisions Jev via TypeSafe, OpenRouter, Vercel AI Gateway et les endpoints compatibles.", "language": "C#", "license": "MIT", "stars": 0, "forks": 0, "topics": [], "official": false, "archived": false, "pushedAt": "2026-09-24", "intents": [ "route requests through a gateway or proxy", "call Jev from a language SDK", "run Jev on open models without the vendor" ] }, { "id": "introduction", "name": "Introduction", "url": "https://docs.typesafe.ai/introduction", "kind": "resource", "category": "start-here", "rule": "001", "description": "The mental model in two pages: state plus typed questions in, typed answers with probabilities out.", "descriptionZh": "两页讲清心智模型：state + typed questions 进，typed answers + probabilities 出", "descriptionFr": "Le modèle mental en deux pages : état plus questions typées en entrée, réponses typées avec probabilités en sortie.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "quick-start", "name": "Quick start", "url": "https://docs.typesafe.ai/introduction/quickstart", "kind": "resource", "category": "start-here", "rule": "001", "description": "First request in Python, TypeScript, or curl.", "descriptionZh": "使用 Python、TypeScript 或 curl 发起的第一个请求。", "descriptionFr": "Première requête en Python, TypeScript ou curl.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "primitives", "name": "Primitives", "url": "https://docs.typesafe.ai/primitives", "kind": "resource", "category": "start-here", "rule": "001", "description": "Choice, Score, and Noul, and when each one fits.", "descriptionZh": "Choice、Score、Noul 三种问题类型各自返回什么", "descriptionFr": "Choice, Score et Noul, et quand utiliser chacun.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "state", "name": "State", "url": "https://docs.typesafe.ai/concepts/state", "kind": "resource", "category": "start-here", "rule": "001", "description": "How to package what Jev judges, and why less is more.", "descriptionZh": "如何封装 Jev 评判的内容，以及为何少即是多。", "descriptionFr": "Comment structurer ce que Jev évalue, et pourquoi moins c'est mieux.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "api-reference", "name": "API reference", "url": "https://docs.typesafe.ai/api", "kind": "resource", "category": "start-here", "rule": "001", "description": "The request and response contract.", "descriptionZh": "请求与响应的契约。", "descriptionFr": "Le contrat de requête et de réponse.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "models", "name": "Models", "url": "https://docs.typesafe.ai/models", "kind": "resource", "category": "start-here", "rule": "001", "description": "Aliases, current version, price, and rate limits.", "descriptionZh": "别名、当前版本、价格和速率限制。", "descriptionFr": "Alias, version actuelle, tarifs et limites de débit.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "model-jaggedness-jev-1-13", "name": "Model jaggedness: jev-1.13", "url": "https://docs.typesafe.ai/model-jaggedness/jev-1.13", "kind": "resource", "category": "start-here", "rule": "001", "description": "Known failure modes, straight from the vendor.", "descriptionZh": "来自供应商的已知失效模式。", "descriptionFr": "Modes de défaillance connus, directement fournis par le fournisseur.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "system-one", "name": "System One", "url": "https://docs.typesafe.ai/concepts/system-one", "kind": "resource", "category": "start-here", "rule": "001", "description": "What the category means and how it differs from a chat model.", "descriptionZh": "该类别的含义及其与聊天模型的区别。", "descriptionFr": "Ce que signifie cette catégorie et en quoi elle diffère d'un modèle de conversation.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "how-to-build-with-system-one", "name": "How to build with System One", "url": "https://docs.typesafe.ai/concepts/how-to-build-with-system-one", "kind": "resource", "category": "start-here", "rule": "001", "description": "Decompose a judgment into atomic questions and keep the control flow in code.", "descriptionZh": "将判断分解为原子问题，并将控制流保留在代码中。", "descriptionFr": "Décomposer un jugement en questions atomiques et conserver le flux de contrôle dans le code.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "confidence", "name": "Confidence", "url": "https://docs.typesafe.ai/confidence", "kind": "resource", "category": "start-here", "rule": "001", "description": "What the confidence field means and how to turn it into act, review, or fall back.", "descriptionZh": "confidence 字段的含义，以及如何将其转化为执行、复核或回退。", "descriptionFr": "Ce que signifie le champ confidence et comment le convertir en action, révision ou repli.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "patterns", "name": "Patterns", "url": "https://docs.typesafe.ai/patterns", "kind": "resource", "category": "start-here", "rule": "001", "description": "Speculative fan-out, confidence routing, composite scoring, intent routing.", "descriptionZh": "投机式 fan-out、置信度门控路由、组合打分、意图路由", "descriptionFr": "Fan-out spéculatif, routage par confiance, scoring composite, routage par intention.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "use-case-map", "name": "Use-case map", "url": "https://docs.typesafe.ai/concepts/use-case-map", "kind": "resource", "category": "start-here", "rule": "001", "description": "The vendor's own catalogue of where Jev fits and where it does not.", "descriptionZh": "供应商自有的关于 Jev 适用与不适用场景的目录。", "descriptionFr": "Le catalogue du fournisseur indiquant où Jev convient et où il ne convient pas.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "cookbooks", "name": "Cookbooks", "url": "https://docs.typesafe.ai/cookbooks/parallel_questions", "kind": "resource", "category": "start-here", "rule": "001", "description": "Worked recipes, starting with batching many questions into one request; the sidebar has the rest.", "descriptionZh": "可复现配方：并行提问、重排、护栏、引用校验、抽取、层次化分类", "descriptionFr": "Recettes pratiques, en commençant par le regroupement de plusieurs questions en une seule requête ; la barre latérale contient les autres.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "workflow-evals", "name": "Workflow evals", "url": "https://evals.typesafe.ai/", "kind": "resource", "category": "start-here", "rule": "001", "description": "The vendor's benchmark on four workflows, with the caveats printed on the page.", "descriptionZh": "该厂商在四个工作流上的基准测试，相关注意事项已列在页面上。", "descriptionFr": "Le benchmark du fournisseur sur quatre workflows, avec les réserves indiquées sur la page.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "llms-txt", "name": "llms.txt", "url": "https://docs.typesafe.ai/llms.txt", "kind": "resource", "category": "start-here", "rule": "001", "description": "Every documentation page as plain Markdown, for feeding to an agent.", "descriptionZh": "所有文档页面均为纯 Markdown 格式，可喂给智能体使用。", "descriptionFr": "Chaque page de documentation en Markdown brut, à fournir à un agent.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "console", "name": "Console", "url": "https://console.typesafe.ai/", "kind": "resource", "category": "start-here", "rule": "001", "description": "Waitlist, API keys, and usage.", "descriptionZh": "等候名单、API keys 和用量。", "descriptionFr": "Liste d'attente, clés API et utilisation.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [] }, { "id": "agent-skill", "name": "Agent skill", "url": "https://docs.typesafe.ai/agent-skill", "kind": "resource", "category": "official", "rule": "011", "description": "How to install the official skill in Claude Code, Cursor, and friends.", "descriptionZh": "如何在 Claude Code、Cursor 等工具中安装官方 skill。", "descriptionFr": "Comment installer le skill officiel dans Claude Code, Cursor et les outils associés.", "language": null, "license": null, "stars": null, "forks": null, "topics": [], "official": true, "archived": false, "pushedAt": null, "intents": [ "drive a browser or GUI with an agent", "call Jev from a language SDK", "pick which skill or prompt to load" ] } ] }