projects.json

{
  "schemaVersion": 3,
  "capturedAt": "2026-09-28",
  "source": {
    "name": "BeatAPI Awesome JEV curation",
    "batch": "2026-09-28-madewithjev-star50-fixed-source-review",
    "policy": "Project-level deduplication. Public JEV-related GitHub repositories at or above 50 stars are included only after fixed-commit source review. This batch screened all 318 GitHub builds on madewithjev.com, verified current GitHub stars, and inspected source files; entries without shipped JEV-related evidence were excluded. Runtime behavior is not independently verified."
  },
  "projects": [
    {
      "id": "langchain-jev",
      "name": "LangChain · TypeSafe",
      "owner": "langchain-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/langchain-ai/langchain",
      "evidenceUrl": "https://github.com/langchain-ai/langchain/blob/eba445b7563d1709427bd8072892975a6ea59fdc/libs/partners/typesafe/langchain_typesafe/classifier.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 146901,
      "summary": {
        "en": "An optional JEV classifier integration for Python LangChain workflows.",
        "zh": "面向 Python LangChain 工作流的可选 JEV 分类器集成。",
        "ja": "Python LangChain ワークフロー用のオプションの JEV 分類子統合。"
      },
      "decision": {
        "en": "Submits binary, categorical, and ordered-score questions and returns typed answers with probabilities.",
        "zh": "提交二元、分类和有序评分问题，并返回带概率的类型化答案。",
        "ja": "バイナリ、カテゴリ、および順序付きスコアの質問を送信し、確率とともに型付きの回答を返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/langchain-ai/langchain/blob/eba445b7563d1709427bd8072892975a6ea59fdc/libs/partners/typesafe/langchain_typesafe/classifier.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ai-hedge-fund-jev",
      "name": "AI Hedge Fund · JEV Adapter",
      "owner": "virattt",
      "category": "domain-tools",
      "repoUrl": "https://github.com/virattt/ai-hedge-fund",
      "evidenceUrl": "https://github.com/virattt/ai-hedge-fund/blob/154a8b2f46dca0f40764d814e4e747b0ad71f4c4/hedge_fund/llm/client.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 63672,
      "summary": {
        "en": "An educational hedge-fund prototype with an optional JEV adapter for structured strategy judgments.",
        "zh": "在教育型 AI 对冲基金原型中加入可选 JEV 适配器，用于结构化策略判断。",
        "ja": "構造化された戦略判断のためのオプションの JEV アダプターを備えた教育用ヘッジファンド プロトタイプ。"
      },
      "decision": {
        "en": "Converts strategy questions into System One requests and normalizes typed answers for the fund workflow.",
        "zh": "把策略问题转换为 System One 请求，并将类型化答案归一化给基金工作流。",
        "ja": "戦略に関する質問を System One リクエストへ変換し、ファンド運用フローで使える型付き回答に整えます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/virattt/ai-hedge-fund/blob/154a8b2f46dca0f40764d814e4e747b0ad71f4c4/hedge_fund/llm/client.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "litellm-jev-router",
      "name": "LiteLLM · JEV Router",
      "owner": "BerriAI",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/BerriAI/litellm",
      "evidenceUrl": "https://github.com/BerriAI/litellm/blob/56116079c8022da0e8f7ff9ccb017ad5aca5aed2/litellm/router_strategy/complexity_router/jev_classifier.py#L70",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 59429,
      "summary": {
        "en": "LiteLLM can use JEV inside its complexity-based model router.",
        "zh": "LiteLLM 可在按复杂度路由模型的策略中使用 JEV。",
        "ja": "LiteLLM は、複雑さベースのモデル ルーター内で JEV を使用できます。"
      },
      "decision": {
        "en": "Maps a request to a configured complexity class that drives backend model routing.",
        "zh": "把请求映射到配置好的复杂度类别，再据此路由后端模型。",
        "ja": "バックエンド モデルのルーティングを駆動する構成された複雑さのクラスにリクエストをマップします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/BerriAI/litellm/blob/56116079c8022da0e8f7ff9ccb017ad5aca5aed2/litellm/router_strategy/complexity_router/jev_classifier.py#L70"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "sub2api-jev-moderation",
      "name": "Sub2API · JEV Moderation",
      "owner": "Wei-Shaw",
      "category": "safety-review",
      "starsAtCapture": 42435,
      "language": "Go",
      "license": "LGPL-3.0",
      "summary": {
        "en": "A subscription-to-API gateway with a native TypeSafe client for content moderation.",
        "zh": "在订阅转 API 网关中内置 TypeSafe 客户端，用于内容审核。",
        "ja": "サブスクリプションを API 化するゲートウェイに、コンテンツ審査用 TypeSafe クライアントを内蔵。"
      },
      "decision": {
        "en": "Batches Noul questions, validates every probability, and returns moderation scores to local risk-control policy.",
        "zh": "批量提交 Noul 问题，校验每个概率，再把审核分数交给本地风控策略。",
        "ja": "Noul 質問をまとめて送信し、各確率を検証してからローカルのリスク制御へ審査スコアを返します。"
      },
      "repoUrl": "https://github.com/Wei-Shaw/sub2api",
      "evidenceUrl": "https://github.com/Wei-Shaw/sub2api/blob/1c0a69c0ceddb2fd21581c17ab09f6c500b89ba1/backend/internal/pkg/typesafe/client.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Wei-Shaw/sub2api/blob/1c0a69c0ceddb2fd21581c17ab09f6c500b89ba1/backend/internal/pkg/typesafe/client.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "openviking-jev-rerank",
      "name": "OpenViking · JEV Rerank",
      "owner": "volcengine",
      "category": "search-data",
      "starsAtCapture": 38481,
      "language": "Python",
      "license": "AGPL-3.0",
      "summary": {
        "en": "OpenViking can use JEV as a calibrated reranker for agent memory and context retrieval.",
        "zh": "OpenViking 可用 JEV 对 Agent 记忆与上下文检索结果做校准重排。",
        "ja": "OpenViking は JEV を使い、Agent の記憶・コンテキスト検索結果を較正して再順位付けできます。"
      },
      "decision": {
        "en": "Asks one Noul relevance question per document and falls back to vector scores when evaluation fails.",
        "zh": "为每篇文档提出一个 Noul 相关性问题，判断失败时回退到向量分数。",
        "ja": "文書ごとに Noul の関連性質問を行い、評価に失敗した場合はベクトルスコアへフォールバックします。"
      },
      "repoUrl": "https://github.com/volcengine/OpenViking",
      "evidenceUrl": "https://github.com/volcengine/OpenViking/blob/b8bed5a1ad3a1c524b5e1fd0fa591df51ca9b7cc/openviking/models/rerank/jev_rerank.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/volcengine/OpenViking/blob/b8bed5a1ad3a1c524b5e1fd0fa591df51ca9b7cc/openviking/models/rerank/jev_rerank.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "oh-my-pi-jev",
      "name": "Oh My Pi · JEV Judgments",
      "owner": "can1357",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/can1357/oh-my-pi",
      "evidenceUrl": "https://github.com/can1357/oh-my-pi/blob/78b753124d11f8dd3ae73e2524125890ff7c977e/packages/ai/src/judgment/typesafe.ts#L4",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 32810,
      "summary": {
        "en": "A coding agent with an optional TypeSafe judgment provider for bounded workflow decisions.",
        "zh": "在编码 Agent 中提供可选 TypeSafe 判断器，处理有边界的工作流决策。",
        "ja": "境界の明確なワークフロー判断に、任意の TypeSafe 意思決定プロバイダーを使えるコーディング Agent。"
      },
      "decision": {
        "en": "Sends agent state and typed questions to JEV and parses structured answers.",
        "zh": "把 Agent 状态与类型化问题发给 JEV，并解析结构化答案。",
        "ja": "エージェントの状態と型付きの質問を JEV に送信し、構造化された回答を解析します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/can1357/oh-my-pi/blob/78b753124d11f8dd3ae73e2524125890ff7c977e/packages/ai/src/judgment/typesafe.ts#L4"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-model-router",
      "name": "Jev Model Router",
      "owner": "davila7",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/davila7/claude-code-templates",
      "evidenceUrl": "https://github.com/davila7/claude-code-templates/blob/61bfcd1586bf1076f6d3cfa0436317c912811e6c/cli-tool/components/mods/productivity/jev-model-router/hooks/jev-model-router.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 31179,
      "summary": {
        "en": "A Claude Code mod that classifies subagent model and reasoning-effort needs.",
        "zh": "为 Claude Code 判断子 Agent 模型与推理强度的 Mod。",
        "ja": "サブエージェント モデルと推論強度の必要性を分類する Claude Code mod。"
      },
      "decision": {
        "en": "Jev classifies the task; local policy maps the result to model and effort settings.",
        "zh": "JEV 判断任务类别，本地策略再映射到模型与 effort 配置。",
        "ja": "JEV がタスクを分類し、ローカルポリシーが結果をモデルと推論強度の設定へ割り当てます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/dani_avila7/status/2101176629745561686",
        "author": "@dani_avila7",
        "views": 139450
      }
    },
    {
      "id": "composio-typesafe",
      "name": "Composio · TypeSafe Provider",
      "owner": "ComposioHQ",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/ComposioHQ/composio",
      "evidenceUrl": "https://github.com/ComposioHQ/composio/blob/4b5920bf7aa55c8a44657b060d4bd25ce7b13a9a/ts/packages/providers/typesafe/src/decide.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 30289,
      "summary": {
        "en": "A TypeSafe provider that uses JEV to choose among tools and bounded argument options.",
        "zh": "用 JEV 在工具与有限参数选项之间做选择的 TypeSafe Provider。",
        "ja": "JEV を使ってツールと許可済みの引数候補を選ぶ TypeSafe プロバイダー。"
      },
      "decision": {
        "en": "Turns tool conditions into structured questions and passes answers to local invocation logic.",
        "zh": "把工具条件转换为结构化问题，再把答案交给本地调用逻辑。",
        "ja": "ツールの条件を構造化された質問に変換し、回答をローカル呼び出しロジックに渡します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ComposioHQ/composio/blob/4b5920bf7aa55c8a44657b060d4bd25ce7b13a9a/ts/packages/providers/typesafe/src/decide.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "vercel-ai-typesafe",
      "name": "Vercel AI SDK · TypeSafe",
      "owner": "vercel",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/vercel/ai",
      "evidenceUrl": "https://github.com/vercel/ai/blob/73ec7015edd4f04ca9144ce93a8a037a731e5db8/packages/typesafe-ai/src/typesafe-ai-evaluation-model.ts",
      "language": "TypeScript",
      "license": "Mixed",
      "starsAtCapture": 26900,
      "summary": {
        "en": "The AI SDK TypeSafe provider exposes JEV through the shared evaluate interface.",
        "zh": "AI SDK 的 TypeSafe Provider 通过统一 evaluate 接口调用 JEV。",
        "ja": "共通の評価インターフェイスから JEV を利用できる、AI SDK 向け TypeSafe プロバイダー。"
      },
      "decision": {
        "en": "Maps choice, score, and yes/no questions to System One and parses typed results.",
        "zh": "把 choice、score 与 yes/no 问题映射到 System One，并解析类型化结果。",
        "ja": "選択肢、スコア、はい/いいえの質問を System One にマッピングし、型付きの結果 を解析します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel/ai/blob/73ec7015edd4f04ca9144ce93a8a037a731e5db8/packages/typesafe-ai/src/typesafe-ai-evaluation-model.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "cua-jev-use",
      "name": "Cua · JEV Use",
      "owner": "trycua",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/trycua/cua",
      "evidenceUrl": "https://github.com/trycua/cua/blob/83f142c4290a0f7d9ed545ae8532858c6e4f8145/libs/cua-driver/examples/jev-use/python/jev_adapter.py#L11",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 26009,
      "summary": {
        "en": "A computer-use example pairing Cua Driver observation and execution with bounded JEV choices.",
        "zh": "把 Cua Driver 的观察与执行能力和 JEV 的有限动作选择结合起来。",
        "ja": "Cua Driver の観察と実行を、制限された JEV の選択肢と組み合わせたコンピューター使用例。"
      },
      "decision": {
        "en": "Reads DOM or visual-region descriptions and returns one supplied candidate action ID.",
        "zh": "读取 DOM 或视觉区域描述，从候选动作中返回一个动作 ID。",
        "ja": "DOM または視覚領域の説明を読み取り、指定された 1 つの候補アクション ID を返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/trycua/cua/blob/83f142c4290a0f7d9ed545ae8532858c6e4f8145/libs/cua-driver/examples/jev-use/python/jev_adapter.py#L11"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "hindsight-typesafe-rerank",
      "name": "Hindsight · TypeSafe Rerank",
      "owner": "vectorize-io",
      "category": "search-data",
      "starsAtCapture": 25263,
      "language": "Python",
      "license": "MIT",
      "summary": {
        "en": "An agent-memory system with a TypeSafe reranker that can prune irrelevant recall candidates.",
        "zh": "在 Agent 记忆系统中加入 TypeSafe 重排器，可剔除无关召回候选。",
        "ja": "Agent メモリに TypeSafe リランカーを追加し、無関係な検索候補を除外できます。"
      },
      "decision": {
        "en": "Uses calibrated relevance decisions to score and optionally prune retrieved memories under bounded retry policy.",
        "zh": "用校准后的相关性判断评分并按需剪枝召回记忆，同时受有限重试策略约束。",
        "ja": "較正済みの関連性判断で記憶を採点・必要に応じて除外し、再試行回数も制限します。"
      },
      "repoUrl": "https://github.com/vectorize-io/hindsight",
      "evidenceUrl": "https://github.com/vectorize-io/hindsight/blob/680406b3dd9cca2108c7f0e204820a09b4e30906/hindsight-api-slim/hindsight_api/engine/cross_encoder.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vectorize-io/hindsight/blob/680406b3dd9cca2108c7f0e204820a09b4e30906/hindsight-api-slim/hindsight_api/engine/cross_encoder.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "openwork",
      "name": "Openwork",
      "owner": "different-ai",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/different-ai/openwork",
      "evidenceUrl": "https://github.com/different-ai/openwork/blob/80c74d2160034fa1738fc6be78dd24ddfeccfc59/.github/scripts/jev-test-coverage-review.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/different-ai/openwork/blob/80c74d2160034fa1738fc6be78dd24ddfeccfc59/.github/scripts/jev-test-coverage-review.mjs"
      },
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 23700,
      "summary": {
        "en": "An open-source cowork-style agent workspace that can run JEV-backed reviews inside CI and skill workflows.",
        "zh": "开源的 cowork 风格 Agent 工作区，可在 CI 与 Skill 流程里跑 JEV 驱动的审查。",
        "ja": "CI と Skill ワークフローで JEV レビューを実行できる、オープンソースの cowork 風エージェント作業空間。"
      },
      "decision": {
        "en": "Scores or gates test-coverage and review findings before merging agent-produced changes.",
        "zh": "在合并 Agent 产出前，对测试覆盖与审查结论做评分或门禁。",
        "ja": "エージェント成果をマージする前に、テストカバレッジやレビュー結果を評価・ゲートします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "pydantic-ai-typesafe",
      "name": "Pydantic AI · TypeSafe",
      "owner": "pydantic",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/pydantic/pydantic-ai",
      "evidenceUrl": "https://github.com/pydantic/pydantic-ai/blob/c4898abb54dc25ae6f6aef208a4c0661b30a455e/pydantic_ai_slim/pydantic_ai/models/typesafe.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 20124,
      "summary": {
        "en": "A TypeSafe model integration that maps supported structured outputs to JEV questions.",
        "zh": "把受支持的结构化输出映射为 JEV 问题的 TypeSafe 模型集成。",
        "ja": "サポートされている構造化出力を JEV 質問にマッピングする TypeSafe モデル統合。"
      },
      "decision": {
        "en": "Converts output fields into typed questions and maps JEV answers back to the result model.",
        "zh": "把输出字段转成类型化问题，再将 JEV 答案映射回结果模型。",
        "ja": "出力フィールドを型付きの質問に変換し、JEV 応答を結果モデルにマッピングします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/pydantic/pydantic-ai/blob/c4898abb54dc25ae6f6aef208a4c0661b30a455e/pydantic_ai_slim/pydantic_ai/models/typesafe.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "eliza-typesafe",
      "name": "Eliza · TypeSafe Client",
      "owner": "elizaOS",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/elizaOS/eliza",
      "evidenceUrl": "https://github.com/elizaOS/eliza/blob/ebc808e3a67fb941e29153d89fc896524d32fe3c/packages/agent/src/services/typesafe/client.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 19410,
      "summary": {
        "en": "An optional TypeSafe HTTP adapter in the Eliza agent operating system.",
        "zh": "Eliza Agent 操作系统中的可选 TypeSafe HTTP 适配器。",
        "ja": "Eliza エージェント オペレーティング システムのオプションの TypeSafe HTTP アダプター。"
      },
      "decision": {
        "en": "Sends state and questions only when explicitly called and validates typed answers.",
        "zh": "仅在显式调用时发送状态与问题，并校验类型化答案。",
        "ja": "明示的に呼び出され、型付きの回答 が検証された場合にのみ状態と質問を送信します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/elizaOS/eliza/blob/ebc808e3a67fb941e29153d89fc896524d32fe3c/packages/agent/src/services/typesafe/client.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-ultrafast",
      "name": "Jev Ultrafast",
      "owner": "browser-use",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/browser-use/jev-ultrafast",
      "evidenceUrl": "https://github.com/browser-use/jev-ultrafast/blob/1231850a0bf1a0c0341fe408ef1668dbbfdfac46/jev_ultrafast/model.py",
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/gregpr07/status/2100411066966749359",
        "author": "@gregpr07",
        "views": 2948266
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 18230,
      "summary": {
        "en": "A browser agent that uses JEV to choose an action and matching DOM element, calling a text model only when input text is needed.",
        "zh": "用 JEV 一次选出浏览器动作与对应 DOM 元素，只在需要输入文本时再调用文本模型。",
        "ja": "JEV を使用してアクションと一致する DOM 要素を選択し、入力テキストが必要な場合にのみテキスト モデルを呼び出すブラウザ エージェント。"
      },
      "decision": {
        "en": "Chooses the next browser action and target element from the current page state.",
        "zh": "根据当前页面状态选择下一步浏览器动作和目标元素。",
        "ja": "現在のページ状態から次のブラウザ アクションとターゲット要素を選択します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "langchainjs-typesafe",
      "name": "LangChain.js · TypeSafe",
      "owner": "langchain-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/langchain-ai/langchainjs",
      "evidenceUrl": "https://github.com/langchain-ai/langchainjs/blob/206d8b992bcf90ce7d46f2158f1ad85fc1d826c0/libs/providers/langchain-typesafe/src/classifier.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 18220,
      "summary": {
        "en": "A TypeSafeClassifier integration for JavaScript LangChain workflows.",
        "zh": "面向 JavaScript LangChain 工作流的 TypeSafeClassifier 集成。",
        "ja": "JavaScript の LangChain ワークフロー向け TypeSafeClassifier 連携。"
      },
      "decision": {
        "en": "Invokes JEV with predefined questions and parses choice, noul, score, and probability fields.",
        "zh": "用预定义问题调用 JEV，并解析 choice、noul、score 与概率字段。",
        "ja": "事前定義された質問を使用して JEV を呼び出し、選択肢、noul、スコア、および確率フィールドを解析します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/langchain-ai/langchainjs/blob/206d8b992bcf90ce7d46f2158f1ad85fc1d826c0/libs/providers/langchain-typesafe/src/classifier.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "json-render-jev",
      "name": "json-render · JEV Compose",
      "owner": "vercel-labs",
      "category": "interfaces",
      "repoUrl": "https://github.com/vercel-labs/json-render",
      "evidenceUrl": "https://github.com/vercel-labs/json-render/blob/3ad381881194e7011ad3ccd6d668033495a06c29/apps/web/lib/jev/compose.ts",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 18112,
      "summary": {
        "en": "A JEV UI-composition experiment that selects from predefined components and properties.",
        "zh": "用 JEV 从预定义组件与属性中进行选择的 UI 组合实验。",
        "ja": "事前定義されたコンポーネントとプロパティから選択する JEV UI 構成の実験。"
      },
      "decision": {
        "en": "Evaluates component configurations before local code assembles the UI specification.",
        "zh": "先判断组件配置，再由本地代码组装 UI 规范。",
        "ja": "ローカル コードが UI 仕様をアセンブルする前に、コンポーネント構成を評価します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel-labs/json-render/blob/3ad381881194e7011ad3ccd6d668033495a06c29/apps/web/lib/jev/compose.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "laya",
      "name": "Laya",
      "owner": "NandhaKishorM",
      "category": "open-models",
      "repoUrl": "https://github.com/NandhaKishorM/laya",
      "evidenceUrl": "https://github.com/NandhaKishorM/laya/blob/d113dca2512fb3eaca313534bc54c7162d87c1d4/README.md",
      "modelUrl": "https://huggingface.co/convaiinnovations/laya",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 17126,
      "summary": {
        "en": "Multilingual non-autoregressive System 1 decision engine: typed choice/score/noul in one forward pass, with a router across checkpoints.",
        "zh": "多语言非自回归 System 1 决策引擎：单次前向完成类型化 choice/score/noul，并由路由在检查点间选型。",
        "ja": "多言語・非自己回帰の System 1 意思決定エンジン。1 回の前向き計算で型付き choice/score/noul を出し、ルータがチェックポイントを選びます。"
      },
      "decision": {
        "en": "Answers typed questions over text or structured state without generating free-form text to parse.",
        "zh": "对文本或结构化状态回答类型化问题，不生成再解析自由文本。",
        "ja": "テキストや構造化状態に対する型付き質問に答え、自由文を生成してパースしません。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/NandhaKishorM/laya/blob/d113dca2512fb3eaca313534bc54c7162d87c1d4/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "quantdinger-jev",
      "name": "QuantDinger · JEV Gate",
      "owner": "OpenByteInc",
      "category": "domain-tools",
      "repoUrl": "https://github.com/OpenByteInc/QuantDinger",
      "evidenceUrl": "https://github.com/OpenByteInc/QuantDinger/blob/12c04eb2cdb8a9d08dc84502f5261ec3f1c56bf7/backend_api_python/app/services/ai_decision_filter.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 12024,
      "summary": {
        "en": "An open-source trading OS with a JEV decision gate before selected live entries.",
        "zh": "在部分真实交易入场前增加 JEV 决策闸门的开源交易系统。",
        "ja": "選択されたライブエントリーの前に JEV 決定ゲートを備えたオープンソースの取引 OS。"
      },
      "decision": {
        "en": "Checks evidence quality, signal consistency, exposure, and budget before an order reaches the exchange.",
        "zh": "在订单进入交易所前检查证据质量、信号一致性、敞口与预算。",
        "ja": "注文が取引所に届く前に、証拠の品質、信号の一貫性、露出、予算をチェックします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/OpenByteInc/QuantDinger/blob/12c04eb2cdb8a9d08dc84502f5261ec3f1c56bf7/backend_api_python/app/services/ai_decision_filter.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "openchamber-jev-router",
      "name": "OpenChamber · JEV Router",
      "owner": "openchamber",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/openchamber/openchamber",
      "evidenceUrl": "https://github.com/openchamber/openchamber/blob/614d7f76e581a132a86575c03d3fa9aad5e624b6/packages/web/server/lib/routing/jev.js",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 10320,
      "summary": {
        "en": "An optional automatic model router that classifies a message before model selection.",
        "zh": "在选择模型前先对消息分类的可选自动路由器。",
        "ja": "モデルを選択する前にメッセージを分類するオプションの自動モデル ルーター。"
      },
      "decision": {
        "en": "Selects a task category; local mappings determine the model and reasoning configuration.",
        "zh": "选择任务类别，再由本地映射决定模型与推理配置。",
        "ja": "タスクのカテゴリを選択します。ローカル マッピングにより、モデルと推論の構成が決まります。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/openchamber/openchamber/blob/614d7f76e581a132a86575c03d3fa9aad5e624b6/packages/web/server/lib/routing/jev.js"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "rig-typesafe",
      "name": "Rig · TypeSafe Crate",
      "owner": "0xPlaygrounds",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/0xPlaygrounds/rig",
      "evidenceUrl": "https://github.com/0xPlaygrounds/rig/blob/2d16c1b25f6749b3a2cd841beddf767106495069/crates/rig-typesafeai/src/wire.rs#L40",
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 8703,
      "summary": {
        "en": "An experimental Rust crate for expressing JEV questions and answers with Rust types.",
        "zh": "用 Rust 类型表达 JEV 问题与答案的实验性 crate。",
        "ja": "JEV の質問と回答を Rust タイプで表現するための実験的な Rust クレート。"
      },
      "decision": {
        "en": "Sends application state and questions and parses Choice, Score, or Noul answers.",
        "zh": "发送应用状态与问题，并解析 Choice、Score 或 Noul 答案。",
        "ja": "アプリケーションの状態と質問を送信し、Choice、Score、または Noul の回答を解析します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/0xPlaygrounds/rig/blob/2d16c1b25f6749b3a2cd841beddf767106495069/crates/rig-typesafeai/src/wire.rs#L40"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "bifrost-typesafe-provider",
      "name": "Bifrost · TypeSafe Provider",
      "owner": "maximhq",
      "category": "sdk-integrations",
      "starsAtCapture": 8250,
      "language": "Go",
      "license": "Apache-2.0",
      "summary": {
        "en": "Bifrost exposes TypeSafe as a native provider through its shared decision operation.",
        "zh": "Bifrost 通过统一 Decision 操作把 TypeSafe 接成原生 Provider。",
        "ja": "Bifrost は共通の Decision 操作を通じて TypeSafe をネイティブ Provider として公開します。"
      },
      "decision": {
        "en": "Maps Bifrost decision requests to System One while preserving aliases, usage, errors, and typed answers.",
        "zh": "把 Bifrost 决策请求映射到 System One，并保留别名、用量、错误与类型化答案。",
        "ja": "Bifrost の判断リクエストを System One に変換し、別名・使用量・エラー・型付き回答を保持します。"
      },
      "repoUrl": "https://github.com/maximhq/bifrost",
      "evidenceUrl": "https://github.com/maximhq/bifrost/blob/40c3f7ee3a1a4277c5b269b850ca7725d419907f/core/providers/typesafe/typesafe.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/maximhq/bifrost/blob/40c3f7ee3a1a4277c5b269b850ca7725d419907f/core/providers/typesafe/typesafe.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "firstmate-jev",
      "name": "Firstmate · JEV Dispatch",
      "owner": "kunchenguid",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/kunchenguid/firstmate",
      "evidenceUrl": "https://github.com/kunchenguid/firstmate/blob/4812db801628040b609dc25a2a8a91ed5efac662/bin/fm-dispatch-resolve.sh",
      "language": "Shell",
      "license": "MIT",
      "starsAtCapture": 7018,
      "summary": {
        "en": "An agent crew dispatcher that can match task briefs to rules with JEV.",
        "zh": "可用 JEV 把任务简报匹配到调度规则的 Agent 团队调度器。",
        "ja": "JEV を使用してタスクの概要をルールに一致させることができるエージェント クルー ディスパッチャー。"
      },
      "decision": {
        "en": "Matches the task brief to candidate rules before local policy resolves the execution profile.",
        "zh": "先把任务简报匹配到候选规则，再由本地策略确定执行配置。",
        "ja": "ローカルポリシーが実行プロファイルを決める前に、タスク概要を候補ルールと照合します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kunchenguid/firstmate/blob/4812db801628040b609dc25a2a8a91ed5efac662/bin/fm-dispatch-resolve.sh"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "gpt-load-jev-provider",
      "name": "GPT-Load · JEV Provider",
      "owner": "tbphp",
      "category": "sdk-integrations",
      "starsAtCapture": 6961,
      "language": "Go",
      "license": "MIT",
      "summary": {
        "en": "A self-hosted AI gateway with a first-class JEV channel and native Decisions routes.",
        "zh": "自托管 AI 网关内置一等 JEV 渠道与原生 Decisions 路由。",
        "ja": "セルフホスト AI ゲートウェイに、JEV 専用チャネルとネイティブ Decisions ルートを搭載。"
      },
      "decision": {
        "en": "Registers the fixed TypeSafe endpoint and routes decision creation, model listing, and probes through the native protocol.",
        "zh": "注册固定 TypeSafe 端点，并通过原生协议处理决策创建、模型列表与探测。",
        "ja": "固定 TypeSafe エンドポイントを登録し、判断作成・モデル一覧・プローブをネイティブプロトコルで処理します。"
      },
      "repoUrl": "https://github.com/tbphp/gpt-load",
      "evidenceUrl": "https://github.com/tbphp/gpt-load/blob/93502ced3a650018a35ed76c54573e90742b8ccc/internal/channel/modules/jev.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/tbphp/gpt-load/blob/93502ced3a650018a35ed76c54573e90742b8ccc/internal/channel/modules/jev.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "greptimedb-jev-sql",
      "name": "GreptimeDB · JEV SQL",
      "owner": "GreptimeTeam",
      "category": "search-data",
      "starsAtCapture": 6704,
      "language": "Rust",
      "license": "Apache-2.0",
      "summary": {
        "en": "GreptimeDB adds an experimental SQL predicate backed by JEV judgments.",
        "zh": "GreptimeDB 增加由 JEV 判断驱动的实验性 SQL 谓词。",
        "ja": "GreptimeDB に JEV 判断を利用する実験的 SQL 述語を追加。"
      },
      "decision": {
        "en": "Evaluates each non-null row as a Noul question and compares its probability with a caller-supplied threshold.",
        "zh": "把每个非空行作为 Noul 问题评估，并与调用方给定阈值比较。",
        "ja": "各非 null 行を Noul 質問として評価し、呼び出し側指定の閾値と確率を比較します。"
      },
      "repoUrl": "https://github.com/GreptimeTeam/greptimedb",
      "evidenceUrl": "https://github.com/GreptimeTeam/greptimedb/blob/b5199bc59a199875187d808158357a33b09e5f60/src/common/function/src/scalars/jev.rs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/GreptimeTeam/greptimedb/blob/b5199bc59a199875187d808158357a33b09e5f60/src/common/function/src/scalars/jev.rs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "fast-jev-compaction",
      "name": "Fast Jev Compaction",
      "owner": "tamaratran",
      "category": "developer-tools",
      "repoUrl": "https://github.com/tamaratran/fast-jev-compaction",
      "evidenceUrl": "https://github.com/tamaratran/fast-jev-compaction/blob/e3f262a7f4d42bd8dd32ced30d26176f7cb545b0/src/client.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 6342,
      "summary": {
        "en": "Compacts Claude Code tool history while keeping retained text verbatim.",
        "zh": "压缩 Claude Code 工具历史，同时原样保留仍有价值的内容。",
        "ja": "保持されたテキストをそのまま保持しながら、Claude Code ツール履歴を圧縮します。"
      },
      "decision": {
        "en": "Scores which calls remain useful; local code keeps, truncates, or drops them.",
        "zh": "判断哪些调用仍有用，再由本地代码保留、截断或删除。",
        "ja": "コールするスコアは依然として有用です。ローカル コードはそれらを保持、切り捨て、または削除します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/tamarajtran/status/2101070206881972243",
        "author": "@tamarajtran",
        "views": 18175
      }
    },
    {
      "id": "open-connector-typesafe",
      "name": "Open Connector · TypeSafe",
      "owner": "oomol-lab",
      "category": "sdk-integrations",
      "starsAtCapture": 5876,
      "language": "TypeScript",
      "license": "Apache-2.0",
      "summary": {
        "en": "Open Connector exposes TypeSafe evaluation through its provider runtime.",
        "zh": "Open Connector 通过 Provider Runtime 暴露 TypeSafe 评估能力。",
        "ja": "Open Connector は Provider Runtime 経由で TypeSafe 評価を公開します。"
      },
      "decision": {
        "en": "Validates Noul, Choice, and Score questions and responses before returning them to connector workflows.",
        "zh": "在返回 Connector 工作流前，校验 Noul、Choice、Score 问题及其响应。",
        "ja": "Noul・Choice・Score の質問と応答を検証してから Connector ワークフローへ返します。"
      },
      "repoUrl": "https://github.com/oomol-lab/open-connector",
      "evidenceUrl": "https://github.com/oomol-lab/open-connector/blob/4e6d8533ae436cba4781b6fb69d1bf31e5fb5ffe/src/providers/typesafe_ai/runtime.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/oomol-lab/open-connector/blob/4e6d8533ae436cba4781b6fb69d1bf31e5fb5ffe/src/providers/typesafe_ai/runtime.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "vercel-eve",
      "name": "Eve",
      "owner": "vercel",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/vercel/eve",
      "evidenceUrl": "https://github.com/vercel/eve/blob/d004e6d47e9d25d0380c24b5a47b65a18f8b2784/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel/eve/blob/d004e6d47e9d25d0380c24b5a47b65a18f8b2784/README.md"
      },
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 5324,
      "summary": {
        "en": "Vercel’s open agent framework for packaging skills, evals, and tool-using workflows.",
        "zh": "Vercel 开源的 Agent 框架，用于打包 Skill、评测与带工具的工作流。",
        "ja": "Skill・評価・ツール付きワークフローをまとめる Vercel のオープンなエージェント枠組み。"
      },
      "decision": {
        "en": "Structures agent runs so later steps can apply typed judgments before acting.",
        "zh": "把 Agent 运行结构化，便于后续步骤在行动前做类型化判断。",
        "ja": "エージェント実行を構造化し、行動前に型付き判断を差し込めるようにします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kiln-jev-adapter",
      "name": "Kiln · JEV Adapter",
      "owner": "Kiln-AI",
      "category": "sdk-integrations",
      "starsAtCapture": 5077,
      "language": "Python",
      "license": "NOASSERTION",
      "summary": {
        "en": "Kiln maps compatible JSON schemas to JEV questions for structured single-turn tasks.",
        "zh": "Kiln 把兼容的 JSON Schema 映射为 JEV 问题，用于结构化单轮任务。",
        "ja": "Kiln は互換 JSON Schema を JEV 質問へ変換し、構造化された単発タスクを実行します。"
      },
      "decision": {
        "en": "Converts enums, booleans, bounded integers, and probabilities into typed questions, then reconstructs schema-valid output.",
        "zh": "把枚举、布尔值、有限整数与概率转成类型化问题，再重建符合 Schema 的输出。",
        "ja": "列挙・真偽・範囲付き整数・確率を型付き質問へ変換し、Schema 適合の出力を復元します。"
      },
      "repoUrl": "https://github.com/Kiln-AI/Kiln",
      "evidenceUrl": "https://github.com/Kiln-AI/Kiln/blob/5992e2e51ec6782fce33f277145954ba3ae8467e/libs/core/kiln_ai/adapters/model_adapters/jev_adapter.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Kiln-AI/Kiln/blob/5992e2e51ec6782fce33f277145954ba3ae8467e/libs/core/kiln_ai/adapters/model_adapters/jev_adapter.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agentgateway-jev-guardrail",
      "name": "Agentgateway · JEV Guardrail",
      "owner": "agentgateway",
      "category": "safety-review",
      "repoUrl": "https://github.com/agentgateway/agentgateway",
      "evidenceUrl": "https://github.com/agentgateway/agentgateway/blob/6b0270efd25b5255932943e48b5ca47583d3ad28/examples/llm-guardrail-jev/guardrail.ts",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 4990,
      "summary": {
        "en": "A JEV webhook guardrail example for inspecting model requests and responses.",
        "zh": "用 JEV Webhook 检查模型请求与响应的 Guardrail 示例。",
        "ja": "モデルのリクエストとレスポンスを検査するための JEV Webhook ガードレールの例。"
      },
      "decision": {
        "en": "Scores jailbreaks, harmful content, and secret disclosure before gateway policy accepts a request.",
        "zh": "对越狱、有害内容与密钥泄露评分，再由网关策略决定是否放行。",
        "ja": "ゲートウェイ ポリシーがリクエストを受け入れる前に、ジェイルブレイク、有害なコンテンツ、秘密の漏洩をスコアリングします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/agentgateway/agentgateway/blob/6b0270efd25b5255932943e48b5ca47583d3ad28/examples/llm-guardrail-jev/guardrail.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "latitude-jev-preclassifier",
      "name": "Latitude · JEV Preclassifier",
      "owner": "latitude-dev",
      "category": "safety-review",
      "repoUrl": "https://github.com/latitude-dev/latitude-llm",
      "evidenceUrl": "https://github.com/latitude-dev/latitude-llm/blob/6b2484c1d74973877fc7d353b8867c7496568d78/packages/domain/flaggers/src/use-cases/run-jev-preclassifier.ts#L1",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 4668,
      "summary": {
        "en": "An optional JEV preclassifier for selecting which conversation checks should run.",
        "zh": "选择一段会话应执行哪些检查的可选 JEV 预分类器。",
        "ja": "実行する会話チェックを選ぶための、任意で使える JEV 事前分類器。"
      },
      "decision": {
        "en": "Judges which checks apply before thresholds and rate limits allow them into the evaluation queue.",
        "zh": "先判断哪些检查适用，再由阈值和速率限制决定是否入队。",
        "ja": "しきい値とレート制限が適用される前に、どのチェックが評価キューに入れられるかを判断します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/latitude-dev/latitude-llm/blob/6b2484c1d74973877fc7d353b8867c7496568d78/packages/domain/flaggers/src/use-cases/run-jev-preclassifier.ts#L1"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kev",
      "name": "Kev 0.5B",
      "owner": "jaredpalmer",
      "category": "open-models",
      "repoUrl": "https://github.com/jaredpalmer/kev",
      "evidenceUrl": "https://github.com/jaredpalmer/kev/blob/20fa6268c8ceb226530be2fb5266ab2c36b37724/README.md",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 4463,
      "summary": {
        "en": "A tiny trainable Jev-like decision model based on Qwen2.5-0.5B.",
        "zh": "基于 Qwen2.5-0.5B、可在 MacBook 上训练运行的轻量决策模型。",
        "ja": "Qwen2.5-0.5B に基づく、小さなトレーニング可能な JEV のような意思決定モデル。"
      },
      "decision": {
        "en": "Exposes a TypeSafe-compatible API for bounded local choices and scores.",
        "zh": "通过 TypeSafe 兼容接口完成有边界的本地选择与评分。",
        "ja": "制限されたローカルの選択肢とスコア用の TypeSafe 互換 API を公開します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/jaredpalmer/status/2101028325472841920",
        "author": "@jaredpalmer",
        "views": 165852
      }
    },
    {
      "id": "jev-chat-jarvis",
      "name": "JEV Chat Jarvis",
      "owner": "jev-chat",
      "category": "interfaces",
      "starsAtCapture": 4149,
      "language": "Kotlin",
      "license": "MIT",
      "summary": {
        "en": "An Android conversation copilot that reads visible chat context and proposes replies without auto-sending.",
        "zh": "读取可见聊天上下文、给出候选回复但不自动发送的 Android 对话副驾。",
        "ja": "表示中の会話を読み、候補返信を提案するが自動送信しない Android 会話コパイロット。"
      },
      "decision": {
        "en": "Uses JEV to judge conversation state and bounded reply choices while the user retains the send action.",
        "zh": "用 JEV 判断会话状态与有限回复选项，最终发送仍由用户控制。",
        "ja": "JEV で会話状態と限定された返信候補を判断し、送信操作はユーザーに残します。"
      },
      "repoUrl": "https://github.com/jev-chat/jev-chat-jarvis",
      "evidenceUrl": "https://github.com/jev-chat/jev-chat-jarvis/blob/d8720521fa13aa5172a891cba95c5dd8aeb44a11/app/src/main/java/com/jev/probe/jev/JevClient.kt",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jev-chat/jev-chat-jarvis/blob/d8720521fa13aa5172a891cba95c5dd8aeb44a11/app/src/main/java/com/jev/probe/jev/JevClient.kt"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "semif",
      "name": "SemIf",
      "owner": "TheoLeeCJ",
      "category": "open-models",
      "repoUrl": "https://github.com/TheoLeeCJ/SemIf",
      "evidenceUrl": "https://github.com/TheoLeeCJ/SemIf/blob/ca3ba65f142967030ecb453346e94d6f476a69df/README.md",
      "modelUrl": "https://github.com/TheoLeeCJ/SemIf#models",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 3882,
      "summary": {
        "en": "An independent open-model implementation of the semantic-if interface pattern.",
        "zh": "用开放模型实现“语义 if”接口模式的独立研究项目。",
        "ja": "semantic-if インターフェイス パターンの独立したオープンモデル実装。"
      },
      "decision": {
        "en": "Reads option probabilities directly from open models without a generated answer sentence.",
        "zh": "直接读取开放模型的选项概率，不生成再解析答案文本。",
        "ja": "生成された回答文を使用せずに、オープン モデルからオプションの確率を直接読み取ります。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/TheoLeeCJ/SemIf/blob/ca3ba65f142967030ecb453346e94d6f476a69df/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "fx-typesafe-permission-reviewer",
      "name": "fx · TypeSafe Permission Reviewer",
      "owner": "vercel-labs",
      "category": "safety-review",
      "starsAtCapture": 3127,
      "language": "Zig",
      "license": "Apache-2.0",
      "summary": {
        "en": "A Zig coding agent with an optional TypeSafe Jev permission reviewer for pending tool actions.",
        "zh": "Zig 编码 Agent，可选 TypeSafe Jev 权限审查器，用于审核待执行工具动作。",
        "ja": "保留中のツール操作を審査する TypeSafe Jev 権限レビュアー付き Zig コーディング Agent。"
      },
      "decision": {
        "en": "Posts pending actions to System One as Choice questions and maps allow/deny probabilities into the agent permission gate.",
        "zh": "把待执行动作作为 Choice 提交到 System One，并把允许/拒绝概率映射进 Agent 权限门。",
        "ja": "保留中の操作を Choice として System One に送り、許可/拒否確率を Agent の権限ゲートへ写します。"
      },
      "repoUrl": "https://github.com/vercel-labs/fx",
      "evidenceUrl": "https://github.com/vercel-labs/fx/blob/e094531ec3fe23b2a1498132f2cea04df680434b/src/builtins/gateway/typesafe_permission_reviewer.zig",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel-labs/fx/blob/e094531ec3fe23b2a1498132f2cea04df680434b/src/builtins/gateway/typesafe_permission_reviewer.zig"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ax-typesafe",
      "name": "Ax · TypeSafe Client",
      "owner": "ax-llm",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/ax-llm/ax",
      "evidenceUrl": "https://github.com/ax-llm/ax/blob/5c43344f9ef3016db576fa2c3b59d48ef21b4d71/src/ax/ai/typesafe/client.ts#L1",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 2945,
      "summary": {
        "en": "A TypeSafe integration for boolean, finite-class, and native JEV signatures.",
        "zh": "支持布尔、有限分类以及原生 JEV 请求的 TypeSafe 集成。",
        "ja": "ブール型、有限クラス、およびネイティブ JEV 署名の TypeSafe 統合。"
      },
      "decision": {
        "en": "Maps supported signatures to typed JEV questions or sends native System One requests.",
        "zh": "把签名映射到类型化 JEV 问题，或直接发送原生 System One 请求。",
        "ja": "対応するシグネチャを型付きの JEV 質問に変換するか、ネイティブの System One リクエストを送信します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ax-llm/ax/blob/5c43344f9ef3016db576fa2c3b59d48ef21b4d71/src/ax/ai/typesafe/client.ts#L1"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "http4k-typesafe-client",
      "name": "http4k · TypeSafe Client",
      "owner": "http4k",
      "category": "sdk-integrations",
      "starsAtCapture": 2789,
      "language": "Kotlin",
      "license": "NOASSERTION",
      "summary": {
        "en": "A typed Kotlin client and fake implementation for the TypeSafe System One API.",
        "zh": "面向 TypeSafe System One API 的 Kotlin 类型化客户端与 Fake 实现。",
        "ja": "TypeSafe System One API 向けの型付き Kotlin クライアントと Fake 実装。"
      },
      "decision": {
        "en": "Builds model, state, and typed question maps and posts them to the native System One endpoint.",
        "zh": "构建模型、状态和类型化问题映射，并提交到原生 System One 端点。",
        "ja": "モデル・状態・型付き質問のマップを作成し、ネイティブ System One エンドポイントへ送信します。"
      },
      "repoUrl": "https://github.com/http4k/http4k",
      "evidenceUrl": "https://github.com/http4k/http4k/blob/528ef94c9533b42be9010396bd1828ed1c84c9d2/connect/ai/typesafe/client/src/main/kotlin/org/http4k/connect/typesafe/action/SystemOne.kt",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/http4k/http4k/blob/528ef94c9533b42be9010396bd1828ed1c84c9d2/connect/ai/typesafe/client/src/main/kotlin/org/http4k/connect/typesafe/action/SystemOne.kt"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agent-router-typesafe",
      "name": "Agent Router · TypeSafe",
      "owner": "theagentrouter",
      "category": "routing-optimization",
      "starsAtCapture": 2131,
      "language": "Go",
      "license": "Apache-2.0",
      "summary": {
        "en": "Agent Router provides a native TypeSafe System One translator in its Envoy-based gateway.",
        "zh": "Agent Router 在 Envoy 网关中提供原生 TypeSafe System One 转换器。",
        "ja": "Agent Router は Envoy ベースのゲートウェイに TypeSafe System One トランスレータを備えます。"
      },
      "decision": {
        "en": "Passes typed requests through with optional model overrides while retaining usage, errors, and resolved model identity.",
        "zh": "在可选模型覆盖下透传类型化请求，并保留用量、错误与解析后的模型身份。",
        "ja": "任意のモデル上書きを適用しつつ型付きリクエストを透過し、使用量・エラー・解決済みモデルを保持します。"
      },
      "repoUrl": "https://github.com/theagentrouter/agent-router",
      "evidenceUrl": "https://github.com/theagentrouter/agent-router/blob/7d7c07ffdb14241362def2f7d3f76cbd06d518cc/internal/translator/typesafe_systemone.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/theagentrouter/agent-router/blob/7d7c07ffdb14241362def2f7d3f76cbd06d518cc/internal/translator/typesafe_systemone.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-trader",
      "name": "JEV Trader",
      "owner": "jarrodwatts",
      "category": "domain-tools",
      "repoUrl": "https://github.com/jarrodwatts/jev-trader",
      "evidenceUrl": "https://github.com/jarrodwatts/jev-trader/blob/b587759e459ea049590102e54a0b07800864cdc3/src/model.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 2080,
      "summary": {
        "en": "A market-making experiment that can request one JEV trade decision per Monad block.",
        "zh": "可在 Monad 每个区块请求一次 JEV 交易判断的做市实验。",
        "ja": "モナドブロックごとに 1 つの JEV 取引決定を要求できるマーケットメイク実験。"
      },
      "decision": {
        "en": "Turns order-book state into a bounded buy, sell, or hold decision before local execution policy.",
        "zh": "把订单簿状态转成 buy、sell 或 hold 的有限判断，再交给本地执行策略。",
        "ja": "ローカル執行ポリシーの前に、オーダーブックの状態を限定された買い、売り、またはホールドの決定に変換します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jarrodwatts/jev-trader/blob/b587759e459ea049590102e54a0b07800864cdc3/src/model.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "nanojev",
      "name": "NanoJev",
      "owner": "TianyuCodings",
      "category": "open-models",
      "repoUrl": "https://github.com/TianyuCodings/NanoJev",
      "evidenceUrl": "https://github.com/TianyuCodings/NanoJev/blob/71a513bb0163b5634467842b523ee0c0ed6fb1c7/README.md",
      "modelUrl": "https://huggingface.co/C-Tianyu/NanoJev",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 2018,
      "summary": {
        "en": "A 0.6B open replica of the JEV interface with parallel decisions and a training pipeline.",
        "zh": "提供并行判断、动态候选与完整训练流程的 0.6B 开放 JEV 接口复刻。",
        "ja": "並列決定とトレーニング パイプラインを備えた JEV インターフェイスの 0.6B オープン レプリカ。"
      },
      "decision": {
        "en": "Scores runtime-defined candidates in one pass and exposes complete probability distributions.",
        "zh": "一次前向过程给运行时动态候选评分，并输出完整概率分布。",
        "ja": "ランタイム定義の候補を 1 回のパスでスコアリングし、完全な確率分布を明らかにします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/TianyuCodings/NanoJev/blob/71a513bb0163b5634467842b523ee0c0ed6fb1c7/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "typesafe-skills",
      "name": "TypeSafe Skills",
      "owner": "typesafe-ai",
      "category": "developer-tools",
      "repoUrl": "https://github.com/typesafe-ai/skills",
      "evidenceUrl": "https://github.com/typesafe-ai/skills/blob/65a39f393687675ce170e6094757de20370365b9/skills/typesafe-ai/SKILL.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/typesafe-ai/skills/blob/65a39f393687675ce170e6094757de20370365b9/skills/typesafe-ai/SKILL.md"
      },
      "language": "Not declared",
      "license": "MIT",
      "starsAtCapture": 1867,
      "summary": {
        "en": "Official agent skills for building against TypeSafe’s System One / JEV API.",
        "zh": "面向 TypeSafe System One / JEV API 的官方 Agent Skill 集合。",
        "ja": "TypeSafe の System One / JEV API 向け公式 Agent Skill 集。"
      },
      "decision": {
        "en": "Guides agents to frame Noul, Choice, and Score questions against System One.",
        "zh": "指导 Agent 把 Noul / Choice / Score 问题正确提交给 System One。",
        "ja": "エージェントが Noul / Choice / Score を System One に正しく投げるよう導きます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "llmgateway-system-one",
      "name": "LLMGateway · System One",
      "owner": "theopenco",
      "category": "routing-optimization",
      "starsAtCapture": 1653,
      "language": "TypeScript",
      "license": "NOASSERTION",
      "summary": {
        "en": "LLMGateway implements a native System One route with typed schemas and provider mappings.",
        "zh": "LLMGateway 实现带类型化 Schema 与 Provider 映射的原生 System One 路由。",
        "ja": "LLMGateway は型付き Schema と Provider マッピングを備えたネイティブ System One ルートを実装。"
      },
      "decision": {
        "en": "Validates Noul, Choice, and Score requests, resolves aliases to priced models, and routes them through decision-capable providers.",
        "zh": "校验 Noul、Choice、Score 请求，将别名解析到已定价模型，再路由到支持决策的 Provider。",
        "ja": "Noul・Choice・Score を検証し、別名を価格設定済みモデルへ解決して、判断対応 Provider にルーティングします。"
      },
      "repoUrl": "https://github.com/theopenco/llmgateway",
      "evidenceUrl": "https://github.com/theopenco/llmgateway/blob/24de43b5f307ecbdee9aad386b68aee76de4ae8c/apps/gateway/src/systemone/systemone.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/theopenco/llmgateway/blob/24de43b5f307ecbdee9aad386b68aee76de4ae8c/apps/gateway/src/systemone/systemone.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "nimble",
      "name": "Nimble",
      "owner": "bespokelabsai",
      "category": "open-models",
      "repoUrl": "https://github.com/bespokelabsai/nimble",
      "evidenceUrl": "https://github.com/bespokelabsai/nimble/blob/35fe1f4fdbc64fa3dbbf5ac0042f3f5680c1ad28/README.md",
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 1638,
      "summary": {
        "en": "An open toolkit for local typed decisions, data curation, and evaluation.",
        "zh": "面向本地类型化决策、数据整理与评测的开放工具包。",
        "ja": "ローカルでの型付き意思決定、データキュレーション、評価に使えるオープンツールキット。"
      },
      "decision": {
        "en": "Explores open local classifiers for bounded judgments and comparable evaluations.",
        "zh": "探索用于有限判断的开放本地分类器与可比较评测。",
        "ja": "境界の明確な判断と比較可能な評価に使える、オープンなローカル分類器を検証します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/aisearchio/status/2101394114176806966",
        "author": "@aisearchio",
        "views": 63276
      }
    },
    {
      "id": "rnskill-jev-office-gate",
      "name": "RNSkill · JEV Office Gate",
      "owner": "Pluviobyte",
      "category": "agent-workflows",
      "starsAtCapture": 1595,
      "language": "Python",
      "license": "NOASSERTION",
      "summary": {
        "en": "An agent-skill collection containing a JEV gate for bounded office-document checks.",
        "zh": "Agent Skill 合集中包含一个用于有限办公文档检查的 JEV Gate。",
        "ja": "Agent Skill 集に、限定されたオフィス文書チェック用 JEV ゲートを収録。"
      },
      "decision": {
        "en": "Turns configured document-review conditions into typed judgments before the workflow proceeds.",
        "zh": "把配置好的文档审查条件转成类型化判断，再决定工作流是否继续。",
        "ja": "設定済みの文書レビュー条件を型付き判断へ変換し、ワークフロー継続可否を決めます。"
      },
      "repoUrl": "https://github.com/Pluviobyte/rnskill",
      "evidenceUrl": "https://github.com/Pluviobyte/rnskill/blob/83d1783b892bbaa29a137895ff8338264b6872fa/skills/jev-office-gate/scripts/jev_office_gate.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Pluviobyte/rnskill/blob/83d1783b892bbaa29a137895ff8338264b6872fa/skills/jev-office-gate/scripts/jev_office_gate.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agent-desktop-jev",
      "name": "Agent Desktop · JEV Skill",
      "owner": "lahfir",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/lahfir/agent-desktop",
      "evidenceUrl": "https://github.com/lahfir/agent-desktop/blob/7a8e4a10281c7319733aa200fd79501f34529716/scripts/jev/act.mjs",
      "language": "JavaScript",
      "license": "Apache-2.0",
      "starsAtCapture": 1522,
      "summary": {
        "en": "An optional JEV skill that chooses native desktop controls and actions from accessibility data.",
        "zh": "根据系统无障碍数据选择原生桌面控件与动作的可选 JEV Skill。",
        "ja": "アクセシビリティ データからネイティブ デスクトップ コントロールとアクションを選択するオプションの JEV スキル。"
      },
      "decision": {
        "en": "Selects a target and action and estimates presence and risk before local policy executes.",
        "zh": "选择目标与动作并估计存在性和风险，再由本地策略执行。",
        "ja": "対象とアクションを選び、ローカルポリシーを実行する前に存在確率とリスクを見積もります。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/lahfir/agent-desktop/blob/7a8e4a10281c7319733aa200fd79501f34529716/scripts/jev/act.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "mizorewww-laya-coreml",
      "name": "Laya CoreML",
      "owner": "mizorewww",
      "category": "open-models",
      "repoUrl": "https://github.com/mizorewww/laya-coreml",
      "evidenceUrl": "https://github.com/mizorewww/laya-coreml/blob/4619e0483f07adf39068532e85b42ec2347edb83/laya_coreml/result.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 1510,
      "summary": {
        "en": "A local Laya typed-decision runtime for Apple Silicon and Core ML.",
        "zh": "面向 Apple Silicon 与 Core ML 的本地 Laya 类型化决策运行时。",
        "ja": "Apple Silicon と Core ML 向けのローカル Laya 型付き判断ランタイム。"
      },
      "decision": {
        "en": "Returns choice probabilities from a local open-weight model.",
        "zh": "由本地开放权重模型返回选项概率。",
        "ja": "ローカルの公開重みモデルから選択確率を返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mizorewww/laya-coreml/blob/4619e0483f07adf39068532e85b42ec2347edb83/laya_coreml/result.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "yibie-awesome-jev",
      "name": "Awesome JEV (yibie)",
      "owner": "yibie",
      "category": "developer-tools",
      "repoUrl": "https://github.com/yibie/awesome-jev",
      "evidenceUrl": "https://github.com/yibie/awesome-jev/blob/a42aea88b30aeb62b3f165395f15336853e01863/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/yibie/awesome-jev/blob/a42aea88b30aeb62b3f165395f15336853e01863/README.md"
      },
      "language": "Python",
      "license": "Unknown",
      "starsAtCapture": 1331,
      "summary": {
        "en": "A large community directory of public JEV projects, integrations, and discussions.",
        "zh": "收录公开 JEV 项目、集成与讨论的大型社区目录。",
        "ja": "公開 JEV プロジェクト、連携、議論をまとめた大規模コミュニティ目录。"
      },
      "decision": {
        "en": "Organizes the ecosystem into browsable implementation and discussion groups.",
        "zh": "把生态项目按实现与讨论类型整理为可浏览目录。",
        "ja": "実装と議論を参照しやすい分類に整理します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "newsjack",
      "name": "NewsJack",
      "owner": "elvisun",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/elvisun/newsjack",
      "evidenceUrl": "https://github.com/elvisun/newsjack/tree/092d882fc69912622f620c50eb493afe625f99dc/demos/news-desk-dealer",
      "language": "Go",
      "license": "MIT",
      "starsAtCapture": 1316,
      "summary": {
        "en": "An open-source PR workflow that screens a live news feed for timely brand opportunities.",
        "zh": "从实时新闻流中筛选品牌可跟进话题的开源 PR 工作流。",
        "ja": "ライブ ニュース フィードをスクリーニングしてタイムリーなブランド チャンスを見つけるオープンソースの PR ワークフロー。"
      },
      "decision": {
        "en": "Jev scores hundreds of headlines; the agent only expands the short list into PR actions.",
        "zh": "JEV 先给数百条新闻做判断，Agent 只继续处理入选的少量机会。",
        "ja": "JEV は何百もの見出しを飾ります。エージェントは短いリストを PR アクションに拡張するだけです。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/elvissun/status/2100951347080421409",
        "author": "@elvissun",
        "views": 583285
      }
    },
    {
      "id": "vellum-assistant-jev",
      "name": "Vellum Assistant · JEV",
      "owner": "vellum-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/vellum-ai/vellum-assistant",
      "evidenceUrl": "https://github.com/vellum-ai/vellum-assistant/blob/ee5ba342719e72b67698c2e1a4a78837321d0b1d/assistant/src/providers/jev/client.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 1303,
      "summary": {
        "en": "An optional JEV provider that submits conversation state and explicit questions.",
        "zh": "提交会话状态与显式问题的可选 JEV Provider。",
        "ja": "会話状態と明示的な質問を送信するオプションの JEV プロバイダー。"
      },
      "decision": {
        "en": "Bundles state and questions for System One and returns structured answers to the assistant.",
        "zh": "把状态与问题打包发送给 System One，再向 Assistant 返回结构化答案。",
        "ja": "System One の状態と質問をバンドルし、構造化された回答をアシスタントに返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vellum-ai/vellum-assistant/blob/ee5ba342719e72b67698c2e1a4a78837321d0b1d/assistant/src/providers/jev/client.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jevlike",
      "name": "Jevlike",
      "owner": "vinnylarouge",
      "category": "open-models",
      "repoUrl": "https://github.com/vinnylarouge/jevlike",
      "evidenceUrl": "https://github.com/vinnylarouge/jevlike/blob/94f5fd1b0b11d52bbdfdf4e0ee6aa96b568f8452/README.md",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 1241,
      "summary": {
        "en": "An independent starter model that scores a changing list of text or visual options in one pass.",
        "zh": "一次为动态文本或视觉候选列表评分的独立入门模型。",
        "ja": "テキストまたはビジュアル オプションの変更リストを 1 パスでスコアリングする独立したスターター モデル。"
      },
      "decision": {
        "en": "Returns one probability per option without reproducing JEV’s undisclosed model or training.",
        "zh": "为每个选项返回概率，但不宣称复刻 JEV 未公开的模型或训练方法。",
        "ja": "JEV の非公開モデルやトレーニングを再現せずに、オプションごとに 1 つの確率を返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vinnylarouge/jevlike/blob/94f5fd1b0b11d52bbdfdf4e0ee6aa96b568f8452/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "laravel-ai-typesafe",
      "name": "Laravel AI · TypeSafe",
      "owner": "laravel",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/laravel/ai",
      "evidenceUrl": "https://github.com/laravel/ai/blob/f0a5d4f3c5bddda7c8975eb79e92d62811197484/src/Providers/TypeSafeProvider.php",
      "language": "PHP",
      "license": "MIT",
      "starsAtCapture": 1184,
      "summary": {
        "en": "Laravel AI includes a native TypeSafe classification provider backed by JEV.",
        "zh": "Laravel AI 内置由 JEV 驱动的 TypeSafe 分类 Provider。",
        "ja": "Laravel AI に、JEV を使う TypeSafe 分類プロバイダーが組み込まれています。"
      },
      "decision": {
        "en": "Maps Laravel classification requests to the System One gateway and a configured JEV model.",
        "zh": "把 Laravel 分类请求映射到 System One Gateway 与配置的 JEV 模型。",
        "ja": "Laravel の分類リクエストを System One ゲートウェイと設定済み JEV モデルへ変換します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/laravel/ai/blob/f0a5d4f3c5bddda7c8975eb79e92d62811197484/src/Providers/TypeSafeProvider.php"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agent-beacon-jev-evaluator",
      "name": "Agent Beacon · Jev Evaluator",
      "owner": "asymptote-labs",
      "category": "agent-workflows",
      "starsAtCapture": 1103,
      "language": "Go",
      "license": "MIT",
      "summary": {
        "en": "Cross-harness agent memory that can ask Jev to score bounded, redacted session projections before promoting lessons.",
        "zh": "跨 Harness 的 Agent 记忆系统，可用 Jev 对脱敏会话投影打分后再提升经验。",
        "ja": "複数 Harness 向け Agent メモリ。Jev で編集済みセッション投影を採点してから教訓を昇格できます。"
      },
      "decision": {
        "en": "Sends Noul rubric questions to TypeSafe System One and stores calibrated probabilities with human review gates.",
        "zh": "向 TypeSafe System One 发送 Noul 评分问题，并把校准概率与人工复核门一起保存。",
        "ja": "TypeSafe System One に Noul 採点質問を送り、較正確率を人手レビュー付きで保存します。"
      },
      "repoUrl": "https://github.com/asymptote-labs/agent-beacon",
      "evidenceUrl": "https://github.com/asymptote-labs/agent-beacon/blob/29c504ea4f0163f1281cc6774a0b1d3d9d9436ee/cli/beacon/internal/learning/evaluator.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/asymptote-labs/agent-beacon/blob/29c504ea4f0163f1281cc6774a0b1d3d9d9436ee/cli/beacon/internal/learning/evaluator.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "celestoai:celesto",
      "name": "Celesto",
      "owner": "CelestoAI",
      "category": "developer-tools",
      "repoUrl": "https://github.com/CelestoAI/celesto",
      "evidenceUrl": "https://github.com/CelestoAI/celesto/blob/fff7bb567752baee4ce195fcb78b5ee5e4da889f/examples/pr-review-jev/models.py#L96",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/CelestoAI/celesto/blob/fff7bb567752baee4ce195fcb78b5ee5e4da889f/examples/pr-review-jev/models.py#L96"
      },
      "language": "",
      "license": "Apache-2.0",
      "starsAtCapture": 966,
      "summary": {
        "en": "A Celesto PR-review example prepares sandbox checks and compares a general model with Jev on candidate findings.",
        "zh": "Celesto 的 PR 审查示例在沙盒中准备检查，再比较普通模型与 Jev 对候选问题的判断。",
        "ja": "Celesto PR レビューの例では、サンドボックス チェックを準備し、候補となる結果について一般的なモデルと JEV を比較します。"
      },
      "decision": {
        "en": "Judges whether a finding was introduced by the change, is supported and merits a fix.",
        "zh": "检查疑似问题是否由当前变更引入、是否有证据、是否值得修复。",
        "ja": "調査結果が変更によってもたらされたものであるか、サポートされているか、修正に値するかどうかを判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "awlevin:typesafe-computer-use",
      "name": "TypeSafe Computer Use",
      "owner": "awlevin",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/awlevin/typesafe-computer-use",
      "evidenceUrl": "https://github.com/awlevin/typesafe-computer-use/blob/cc7b5066ae1a07b5e3182e8f87a9b5b6dfdcffc1/typesafe_computer_use/decide.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/awlevin/typesafe-computer-use/blob/cc7b5066ae1a07b5e3182e8f87a9b5b6dfdcffc1/typesafe_computer_use/decide.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 843,
      "summary": {
        "en": "Builds candidate actions from OCR and UI state for Jev to control macOS, calling a text model only when writing is needed.",
        "zh": "用 OCR 和界面状态构造候选动作，让 Jev 决定如何操作 macOS，需要写文字时再调用文本模型。",
        "ja": "JEV の OCR および UI 状態から候補アクションを構築して macOS を制御し、書き込みが必要な場合にのみテキスト モデルを呼び出します。"
      },
      "decision": {
        "en": "Selects the next step from deterministically extracted controls and actions before desktop execution.",
        "zh": "从确定性提取的控件与动作中选择下一步，执行器操作桌面。",
        "ja": "デスクトップの実行前に、決定的に抽出されたコントロールとアクションから次のステップを選択します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "nokia-applied-research-anyjev",
      "name": "AnyJev",
      "owner": "nokia-applied-research",
      "category": "open-models",
      "repoUrl": "https://github.com/nokia-applied-research/AnyJev",
      "evidenceUrl": "https://github.com/nokia-applied-research/AnyJev/blob/45add301a7aa60ed3420c83d15c061e84e5bce61/anyjev/decider.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 833,
      "summary": {
        "en": "An open framework that adapts language models to typed decision endpoints.",
        "zh": "将语言模型适配为类型化决策接口的开放框架。",
        "ja": "言語モデルを型付き判断 API に適合させる公開フレームワーク。"
      },
      "decision": {
        "en": "Reads closed-form answers from a model and calibrates choice probabilities.",
        "zh": "读取模型的封闭式答案并校准选项概率。",
        "ja": "モデルの選択結果を読み取り、選択確率を較正します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/nokia-applied-research/AnyJev/blob/45add301a7aa60ed3420c83d15c061e84e5bce61/anyjev/decider.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "bastani-inc:atomic",
      "name": "Atomic",
      "owner": "bastani-inc",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/bastani-inc/atomic",
      "evidenceUrl": "https://github.com/bastani-inc/atomic/blob/33ca4ccb5f39488aeba67c0212a52a31cd14059d/packages/coding-agent/src/core/structured-output/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/bastani-inc/atomic/blob/33ca4ccb5f39488aeba67c0212a52a31cd14059d/packages/coding-agent/src/core/structured-output/jev.ts"
      },
      "language": "TypeScript",
      "license": "Custom license",
      "starsAtCapture": 814,
      "summary": {
        "en": "An optional Jev decision backend in the Atomic coding Agent for bounded structured choices such as routing.",
        "zh": "Atomic 编程 Agent 的可选 Jev 决策后端，为路由等流程提供受限的结构化选择。",
        "ja": "ルーティングなど、範囲を限定した構造化選択に使える Atomic コーディング Agent の任意 JEV バックエンド。"
      },
      "decision": {
        "en": "Sends predefined questions to Jev and decodes answers for callers; regular models still generate code.",
        "zh": "将预定义的问题交给 Jev，解码答案后由调用方应用；常规模型仍负责生成代码。",
        "ja": "事前定義された質問を JEV に送信し、呼び出し元の回答をデコードします。通常のモデルでもコードが生成されます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "vercel-ai-cli",
      "name": "AI CLI",
      "owner": "vercel-labs",
      "category": "developer-tools",
      "repoUrl": "https://github.com/vercel-labs/ai-cli",
      "evidenceUrl": "https://github.com/vercel-labs/ai-cli/blob/6a0ed5d04ea60ee536029d469499b82898d1b214/skills/ai-cli/SKILL.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel-labs/ai-cli/blob/6a0ed5d04ea60ee536029d469499b82898d1b214/skills/ai-cli/SKILL.md"
      },
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 811,
      "summary": {
        "en": "A terminal generator CLI that ships with an agent skill for creating content from the command line.",
        "zh": "终端生成 CLI，并附带可从命令行创作内容的 Agent Skill。",
        "ja": "ターミナルからコンテンツ生成するための Agent Skill 付き CLI。"
      },
      "decision": {
        "en": "Chooses generation steps and skill instructions before local CLI execution.",
        "zh": "在本地 CLI 执行前选择生成步骤与 Skill 说明。",
        "ja": "ローカル CLI 実行前に生成手順と Skill 指示を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "awesome-jev-by-typesafe",
      "name": "Awesome JEV by TypeSafe",
      "owner": "Anil-matcha",
      "category": "developer-tools",
      "repoUrl": "https://github.com/Anil-matcha/awesome-jev-by-typesafe",
      "evidenceUrl": "https://github.com/Anil-matcha/awesome-jev-by-typesafe/blob/0f4a1eadcdd70f4fc1cf8eadcf72794dfe416095/docs/jev-use-case-playbook.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Anil-matcha/awesome-jev-by-typesafe/blob/0f4a1eadcdd70f4fc1cf8eadcf72794dfe416095/docs/jev-use-case-playbook.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 806,
      "summary": {
        "en": "An evidence-backed playbook of JEV use cases, patterns, prompts, and starter code.",
        "zh": "有证据支撑的 JEV 用例、模式、提示词与起步代码手册。",
        "ja": "根拠付きの JEV ユースケース・パターン・プロンプト・スターター集。"
      },
      "decision": {
        "en": "Helps builders pick which typed decision pattern fits a product workflow.",
        "zh": "帮助开发者判断哪种类型化决策模式适合自己的产品流程。",
        "ja": "どの型付き意思決定パターンが製品フローに合うかを選ぶ助けになります。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "hippo-memory-jev",
      "name": "Hippo Memory · JEV Reranker",
      "owner": "kitfunso",
      "category": "search-data",
      "repoUrl": "https://github.com/kitfunso/hippo-memory",
      "evidenceUrl": "https://github.com/kitfunso/hippo-memory/blob/c9eb2c31cd307cdae78c05e1fcb3e6d062efd5c0/src/rerankers/jev.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 756,
      "summary": {
        "en": "A local-first agent-memory library with an opt-in JEV reranker for recalled memories.",
        "zh": "本地优先的 Agent Memory 类库，可选用 JEV 对召回记忆重新排序。",
        "ja": "ローカル優先の Agent メモリライブラリで、任意で JEV リランカーを利用できます。"
      },
      "decision": {
        "en": "Scores each recalled memory against the query in one batched Noul request and falls back locally on failure.",
        "zh": "用一次批量 Noul 请求判断每条召回记忆与查询的相关性，失败时回退到本地排序。",
        "ja": "1 回の Noul バッチで各メモリと検索内容の関連性を評価し、失敗時はローカル処理へ戻します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kitfunso/hippo-memory/blob/c9eb2c31cd307cdae78c05e1fcb3e6d062efd5c0/src/rerankers/jev.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "localjev",
      "name": "LocalJev",
      "owner": "githubnext",
      "category": "open-models",
      "repoUrl": "https://github.com/githubnext/localjev",
      "evidenceUrl": "https://github.com/githubnext/localjev/blob/3f23e36e1a3bff46c7e83e8e3781d3512bc82021/README.md",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 731,
      "summary": {
        "en": "A local Jev-compatible server with benchmarks across small local models.",
        "zh": "基于多种本地小模型、提供 JEV 兼容接口与评测的本地服务。",
        "ja": "小規模なローカル モデルにわたるベンチマークを備えたローカル JEV 互換サーバー。"
      },
      "decision": {
        "en": "Keeps the Jev request shape while swapping the hosted model for a local classifier.",
        "zh": "保留 JEV 请求形态，把托管模型替换为本地分类器。",
        "ja": "ホストされたモデルをローカル分類子に交換する間、JEV リクエストの形状を維持します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/GitHubNext/status/2101193436816920798",
        "author": "@GitHubNext",
        "views": 191104
      }
    },
    {
      "id": "distill-jev-runtime",
      "name": "Distill · JEV Runtime",
      "owner": "samuelfaj",
      "category": "agent-workflows",
      "starsAtCapture": 684,
      "language": "Rust",
      "license": "Apache-2.0",
      "summary": {
        "en": "A coding-agent runtime with JEV lanes for routing, compaction, memory, and tool-result handling.",
        "zh": "编码 Agent Runtime 使用 JEV 分支处理路由、压缩、记忆与工具结果。",
        "ja": "コーディング Agent Runtime が JEV レーンでルーティング・圧縮・記憶・ツール結果を処理。"
      },
      "decision": {
        "en": "Chooses among bounded runtime policies before local code performs context and tool operations.",
        "zh": "在本地代码执行上下文与工具操作前，从有限 Runtime 策略中做选择。",
        "ja": "ローカルコードが文脈・ツール操作を行う前に、限定された Runtime 方針から選択します。"
      },
      "repoUrl": "https://github.com/samuelfaj/distill",
      "evidenceUrl": "https://github.com/samuelfaj/distill/blob/d5f031153cb817f023138a9a0b3fce5516f727c4/crates/codegen/distill-shell/src/jev.rs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/samuelfaj/distill/blob/d5f031153cb817f023138a9a0b3fce5516f727c4/crates/codegen/distill-shell/src/jev.rs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "uezo:aiavatarkit",
      "name": "Aiavatarkit",
      "owner": "uezo",
      "category": "interfaces",
      "repoUrl": "https://github.com/uezo/aiavatarkit",
      "evidenceUrl": "https://github.com/uezo/aiavatarkit/blob/38b617b8b9269939734e70ef503d7ea6976acdbd/aiavatar/sts/vad/turn_end_gates/jev.py#L172",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/uezo/aiavatarkit/blob/38b617b8b9269939734e70ef503d7ea6976acdbd/aiavatar/sts/vad/turn_end_gates/jev.py#L172"
      },
      "language": "",
      "license": "Apache-2.0",
      "starsAtCapture": 678,
      "summary": {
        "en": "An optional AIAvatarKit component uses Jev to judge turn endings from speech transcripts.",
        "zh": "AIAvatarKit 的可选 Jev 组件根据转写内容判断用户是否结束发言。",
        "ja": "オプションの AIAvatarKit コンポーネントは、JEV を使用して音声トランスクリプトからターン終了を判断します。"
      },
      "decision": {
        "en": "Assesses utterance completeness and whether the user is likely to continue speaking.",
        "zh": "评估当前话语是否完整、是否准备继续说，并影响轮次结束门槛。",
        "ja": "発話の完全性と、ユーザーが発話を続ける可能性があるかどうかを評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kentcdodds:kody",
      "name": "Kody",
      "owner": "kentcdodds",
      "category": "search-data",
      "repoUrl": "https://github.com/kentcdodds/kody",
      "evidenceUrl": "https://github.com/kentcdodds/kody/blob/ed9275186dc817530dd2289e62c208ac3809391f/packages/worker/src/mcp/tools/search-jev-rerank.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kentcdodds/kody/blob/ed9275186dc817530dd2289e62c208ac3809391f/packages/worker/src/mcp/tools/search-jev-rerank.ts"
      },
      "language": "TypeScript",
      "license": "FSL-1.1-ALv2",
      "starsAtCapture": 666,
      "summary": {
        "en": "Optional second-stage search: widen the hybrid pool, then Score-rerank candidates with Workers AI typesafe/jev.",
        "zh": "可选的二段检索：先扩大混合召回，再用 Cloudflare Workers AI 上的 `typesafe/jev` Score 重排。",
        "ja": "オプションの第 2 段階の検索: ハイブリッド プールを拡大し、Workers AI typesafe/jev を使用して候補者をスコア再ランク付けします。"
      },
      "decision": {
        "en": "Sends a Score question per candidate, reorders and drops low scores; the model id is typesafe/jev.",
        "zh": "对每个候选发 Score 问题，按分数重排并丢掉低分结果；模型 ID 为 `typesafe/jev`。",
        "ja": "候補者ごとにスコアの質問を送信し、並べ替えて低いスコアを削除します。モデル ID は typesafe/jev です。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "v-modal-awesome-jev-tools",
      "name": "Awesome JEV Tools",
      "owner": "v-modal",
      "category": "developer-tools",
      "repoUrl": "https://github.com/v-modal/awesome-jev-tools",
      "evidenceUrl": "https://github.com/v-modal/awesome-jev-tools/blob/f117e0c368d6e293bf5fdf99244a1173a6dc2ae0/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/v-modal/awesome-jev-tools/blob/f117e0c368d6e293bf5fdf99244a1173a6dc2ae0/README.md"
      },
      "language": "",
      "license": "Unknown",
      "starsAtCapture": 658,
      "summary": {
        "en": "A curated directory focused on tools built for JEV and TypeSafe System One.",
        "zh": "聚焦 JEV 与 TypeSafe System One 工具的精选目录。",
        "ja": "JEV と TypeSafe System One 向けツールのキュレーション目录。"
      },
      "decision": {
        "en": "Surfaces practical tools by integration shape and use case.",
        "zh": "按集成方式与使用场景筛选实用工具。",
        "ja": "連携方式と用途別に実用ツールを紹介します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "tiptour-macos",
      "name": "TipTour macOS",
      "owner": "milind-soni",
      "category": "interfaces",
      "repoUrl": "https://github.com/milind-soni/tiptour-macos",
      "evidenceUrl": "https://github.com/milind-soni/tiptour-macos/blob/52582467c883d66484542f3be8e259340eb524f1/README.md",
      "language": "Swift",
      "license": "Not declared",
      "starsAtCapture": 654,
      "summary": {
        "en": "A local macOS computer-use companion driven by Jev or Gemini Live.",
        "zh": "由 JEV 或 Gemini Live 驱动的本地 macOS 电脑操作伴侣。",
        "ja": "JEV または Gemini Live によって駆動されるローカル macOS コンピューター使用コンパニオン。"
      },
      "decision": {
        "en": "Jev chooses pointer actions from locally parsed screen targets.",
        "zh": "JEV 从本地解析出的屏幕目标中选择指针动作。",
        "ja": "JEV は、ローカルで解析された画面ターゲットからポインター アクションを選択します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/milindlabs/status/2101260711645372886",
        "author": "@milindlabs",
        "views": 54827
      }
    },
    {
      "id": "splash",
      "name": "Splash",
      "owner": "incoai",
      "category": "open-models",
      "repoUrl": "https://github.com/incoai/splash",
      "evidenceUrl": "https://github.com/incoai/splash/blob/f53d5ab543a7accdc332c060fd594a693f33f529/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/incoai/splash/blob/f53d5ab543a7accdc332c060fd594a693f33f529/README.md"
      },
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 638,
      "summary": {
        "en": "A local Apple Silicon inference engine oriented around decision-style models.",
        "zh": "面向决策类模型的本地 Apple Silicon 推理引擎。",
        "ja": "意思決定系モデル向けの Apple Silicon ローカル推論エンジン。"
      },
      "decision": {
        "en": "Runs local inference so apps can obtain typed judgments without a remote JEV hop.",
        "zh": "在本地完成推理，让应用无需远程 JEV 也能拿到类型化判断。",
        "ja": "ローカル推論で型付き判断を返し、遠隔 JEV なしでも使えるようにします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agentiloop:agent",
      "name": "Agent",
      "owner": "AgentiLoop",
      "category": "safety-review",
      "repoUrl": "https://github.com/AgentiLoop/Agent",
      "evidenceUrl": "https://github.com/AgentiLoop/Agent/blob/078f87ceca1d1190cc73706ac8ec16442e766a27/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AgentiLoop/Agent/blob/078f87ceca1d1190cc73706ac8ec16442e766a27/README.md"
      },
      "language": "Swift",
      "license": "MIT",
      "starsAtCapture": 629,
      "summary": {
        "en": "An optional Jev command-risk advisor inside a native macOS Agent, with a TypeSafeKit client.",
        "zh": "原生 macOS Agent 内的可选 Jev 命令风险顾问，配有 TypeSafeKit 客户端。",
        "ja": "TypeSafeKit クライアントを使用した、ネイティブ macOS エージェント内のオプションの JEV コマンド リスク アドバイザ。"
      },
      "decision": {
        "en": "Adds a destructive-risk judgment after local shell checks and refuses commands above the configured threshold.",
        "zh": "对已通过本地规则的 Shell 命令追加破坏性判断，达到配置阈值时拒绝。",
        "ja": "ローカル シェルのチェック後に破壊的リスクの判定を追加し、設定されたしきい値を超えるコマンドを拒否します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-chat-jev-chat-windows",
      "name": "Jev Chat · Windows",
      "owner": "jev-chat",
      "category": "interfaces",
      "repoUrl": "https://github.com/jev-chat/jev-chat-windows",
      "evidenceUrl": "https://github.com/jev-chat/jev-chat-windows/blob/946d3d1409b5f340d2b2c2e2a067d4c143638d5a/core/jev_client.py",
      "language": "Python",
      "license": "NOASSERTION",
      "starsAtCapture": 613,
      "summary": {
        "en": "A Windows reply assistant that reads chat screenshots with local OCR.",
        "zh": "用本地 OCR 读取聊天截图的 Windows 回复助手。",
        "ja": "ローカル OCR で会話画面を読む Windows 向け返信支援アプリ。"
      },
      "decision": {
        "en": "Judges conversation intent and emotion before showing reply drafts.",
        "zh": "先判断对话意图与情绪，再展示候选回复。",
        "ja": "返信案を表示する前に会話の意図と感情を判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jev-chat/jev-chat-windows/blob/946d3d1409b5f340d2b2c2e2a067d4c143638d5a/core/jev_client.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "hermes-jev-skills",
      "name": "Hermes JEV Skills",
      "owner": "kerpopule",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/kerpopule/hermes-jev-skills",
      "evidenceUrl": "https://github.com/kerpopule/hermes-jev-skills/blob/a5d89014fbeca5102c5e7ccd3915afcd856505d8/jevkit/choose.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kerpopule/hermes-jev-skills/blob/a5d89014fbeca5102c5e7ccd3915afcd856505d8/jevkit/choose.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 600,
      "summary": {
        "en": "JEV-powered routing, memory, compaction, skill selection, and computer/browser use for Hermes agents.",
        "zh": "为 Hermes Agent 提供 JEV 驱动的路由、记忆、压缩、Skill 选择与电脑/浏览器操作。",
        "ja": "Hermes エージェント向けに、JEV 駆動のルーティング・記憶・圧縮・Skill 選択・PC/ブラウザ操作。"
      },
      "decision": {
        "en": "Chooses models, skills, or next computer actions from bounded JEV questions.",
        "zh": "用有限 JEV 问题选择模型、Skill 或下一步电脑动作。",
        "ja": "有限の JEV 質問でモデル・Skill・次の PC 操作を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "heyjunpenn-awesome-jev",
      "name": "Awesome JEV (HeyJunPenn)",
      "owner": "heyjunpenn",
      "category": "developer-tools",
      "starsAtCapture": 589,
      "language": "Astro",
      "license": "MIT",
      "summary": {
        "en": "A multilingual, community-maintained catalogue of open-source JEV projects.",
        "zh": "社区维护的多语言 JEV 开源项目目录。",
        "ja": "コミュニティ運営の多言語 JEV オープンソース・カタログ。"
      },
      "decision": {
        "en": "Indexes implementations and integrations while retaining repository-level provenance for discovery.",
        "zh": "索引实现与集成，并保留仓库级来源信息用于发现。",
        "ja": "実装・連携を索引化し、発見用にリポジトリ単位の出典を保持します。"
      },
      "repoUrl": "https://github.com/heyjunpenn/awesome-jev",
      "evidenceUrl": "https://github.com/heyjunpenn/awesome-jev/blob/eabb8446bdadd6744adce2e30871ef0691cf34e5/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/heyjunpenn/awesome-jev/blob/eabb8446bdadd6744adce2e30871ef0691cf34e5/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-cu",
      "name": "Jev CU",
      "owner": "Sac-Y",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/Sac-Y/Jev-cu",
      "evidenceUrl": "https://github.com/Sac-Y/Jev-cu/blob/38fb31de7dfe6209bbe6e04057c00c6e885ba577/scripts/jev-decide.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Sac-Y/Jev-cu/blob/38fb31de7dfe6209bbe6e04057c00c6e885ba577/scripts/jev-decide.mjs"
      },
      "language": "JavaScript",
      "license": "Not declared",
      "starsAtCapture": 581,
      "summary": {
        "en": "Computer-use helpers that call JEV to decide the next UI action.",
        "zh": "用 JEV 决定下一步界面动作的 Computer Use 辅助工具。",
        "ja": "次の UI 操作を JEV に決めさせる Computer Use 補助ツール。"
      },
      "decision": {
        "en": "Picks a bounded next action from observed UI state before local execution.",
        "zh": "根据观察到的界面状态，在本地执行前选出有限下一步动作。",
        "ja": "観測した UI 状態から、ローカル実行前に有限の次アクションを選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agentjido:req_llm",
      "name": "Req LLM",
      "owner": "agentjido",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/agentjido/req_llm",
      "evidenceUrl": "https://github.com/agentjido/req_llm/blob/9cb0ee7a0fea5f3520fc953911d352c93193615e/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/agentjido/req_llm/blob/9cb0ee7a0fea5f3520fc953911d352c93193615e/README.md"
      },
      "language": "Elixir",
      "license": "Apache-2.0",
      "starsAtCapture": 581,
      "summary": {
        "en": "A TypeSafe provider for calling Jev through ReqLLM’s evaluate interface in Elixir.",
        "zh": "ReqLLM 的 TypeSafe provider，让 Elixir 应用通过 evaluate 接口调用 Jev。",
        "ja": "Elixir の ReqLLM 評価インターフェイスから JEV を呼び出す TypeSafe プロバイダー。"
      },
      "decision": {
        "en": "Sends state and questions, normalizes answers and retains the raw provider response.",
        "zh": "提交状态与判断题，将答案放入统一响应对象，并保留原始 provider 数据。",
        "ja": "状態と質問を送り、回答を正規化しつつ、プロバイダーの元レスポンスも保持します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-review",
      "name": "Jev Review",
      "owner": "devagrawal09",
      "category": "developer-tools",
      "repoUrl": "https://github.com/devagrawal09/jev-review",
      "evidenceUrl": "https://github.com/devagrawal09/jev-review/blob/31f89602797fb7bea007f8a480bf368bf564954e/src/review/judgments.ts#L38",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/devagrawal09/jev-review/blob/31f89602797fb7bea007f8a480bf368bf564954e/src/review/judgments.ts#L38"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 556,
      "summary": {
        "en": "Reviews a Git diff or a codebase in stages and displays review leads in a local dashboard.",
        "zh": "分阶段检查 Git diff 或整个代码库，在本地面板里展示可复核的审查线索。",
        "ja": "Git diff またはコードベースを段階的にレビューし、ローカル ダッシュボードにレビュー リードを表示します。"
      },
      "decision": {
        "en": "Judges risk, files, evidence regions, mechanisms and severity before rule-based reviewer routing.",
        "zh": "依次判断风险、文件、证据片段、问题机制和严重程度，再按规则选择审查路径。",
        "ja": "ルールベースのレビュー担当者ルーティングの前に、リスク、ファイル、証拠領域、メカニズム、重大度を判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "bennykok:omg-dev",
      "name": "Omg.dev",
      "owner": "BennyKok",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/BennyKok/omg.dev",
      "evidenceUrl": "https://github.com/BennyKok/omg.dev/blob/a00f56684a569ee417be787c148eaa9874946f2b/mobile/scripts/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/BennyKok/omg.dev/blob/a00f56684a569ee417be787c148eaa9874946f2b/mobile/scripts/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 535,
      "summary": {
        "en": "An omg.dev mobile testing script can use Jev to read the accessibility tree and choose the next interaction.",
        "zh": "omg.dev 的移动端测试脚本可让 Jev 读取可访问性树并选择下一步交互。",
        "ja": "omg.dev モバイル テスト スクリプトは、JEV を使用してアクセシビリティ ツリーを読み取り、次のインタラクションを選択できます。"
      },
      "decision": {
        "en": "Chooses controls and checks completion or blockage before the test runner operates the UI.",
        "zh": "判断要操作的控件、步骤是否完成或是否受阻，再由测试执行器操作界面。",
        "ja": "テスト ランナーが UI を操作する前に、コントロールを選択し、完了または障害をチェックします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "minecraft-agent-jev",
      "name": "Astra + JEV Minecraft Agent",
      "owner": "rmalde",
      "category": "domain-tools",
      "repoUrl": "https://github.com/rmalde/minecraft-agent",
      "evidenceUrl": "https://github.com/rmalde/minecraft-agent/blob/78b40ed59514e5e2abde33a05ce398ecb2c39e05/models.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/rmalde/minecraft-agent/blob/78b40ed59514e5e2abde33a05ce398ecb2c39e05/models.mjs"
      },
      "language": "JavaScript",
      "license": "Unknown",
      "starsAtCapture": 524,
      "summary": {
        "en": "A Minecraft agent where a planner sets objectives and JEV selects legal game actions.",
        "zh": "由规划模型设定目标、JEV 选择合法游戏动作的 Minecraft Agent。",
        "ja": "プランナーが目標を定め、JEV が合法なゲーム操作を選ぶ Minecraft Agent。"
      },
      "decision": {
        "en": "Chooses one available action from observed game state and planner objectives.",
        "zh": "根据游戏状态与规划目标，从可用动作中选择一个。",
        "ja": "ゲーム状態と計画目標から利用可能な操作を 1 つ選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "thruwire:foreman",
      "name": "Foreman",
      "owner": "thruwire",
      "category": "developer-tools",
      "repoUrl": "https://github.com/thruwire/foreman",
      "evidenceUrl": "https://github.com/thruwire/foreman/blob/209182dac7a3467033fd093ab4ca47d21279984a/src/foreman/foreman/jev.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/thruwire/foreman/blob/209182dac7a3467033fd093ab4ca47d21279984a/src/foreman/foreman/jev.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 517,
      "summary": {
        "en": "An independent supervisor loop that reads worker diffs, logs and tests, asks Jev Nouls about stuck / off-track / verify, then applies a Python policy.",
        "zh": "独立监督环读取编码工人的 diff、日志和测试，用 Jev Noul 判断卡住、跑偏、该验证，再由 Python 策略干预。",
        "ja": "ワーカーの差分、ログ、テストを読み取り、スタック/オフトラック/検証について JEV Nouls に質問し、Python ポリシーを適用する独立したスーパーバイザー ループ。"
      },
      "decision": {
        "en": "AsyncTypeSafeClient.system_one with default jev-latest sends Noul questions for supervision.",
        "zh": "`AsyncTypeSafeClient.system_one`，默认 `jev-latest`，对监督问题发 Noul。",
        "ja": "デフォルトの jev-latest を使用する AsyncTypeSafeClient.system_one は、監視のために Noul の質問を送信します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kydlikebtc-awesome-jev",
      "name": "Awesome Jev · Decision Atlas",
      "owner": "kydlikebtc",
      "category": "developer-tools",
      "repoUrl": "https://github.com/kydlikebtc/awesome-jev",
      "evidenceUrl": "https://github.com/kydlikebtc/awesome-jev/blob/3212513241726286fff1fa28bb3ff6e657aac488/src/awesome_jev_mcp/server.py",
      "language": "Python",
      "license": "NOASSERTION",
      "starsAtCapture": 504,
      "summary": {
        "en": "A source-linked catalogue and MCP search tool organized by decision pattern.",
        "zh": "按决策模式组织的源码目录与 MCP 搜索工具。",
        "ja": "判断パターン別のソース付きカタログと MCP 検索ツール。"
      },
      "decision": {
        "en": "Indexes examples by the bounded judgment they implement; it does not call Jev for catalogue search.",
        "zh": "按项目实现的有限判断索引案例；目录搜索本身不调用 Jev。",
        "ja": "実装された限定的な判断で事例を索引し、検索時に Jev は呼びません。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kydlikebtc/awesome-jev/blob/3212513241726286fff1fa28bb3ff6e657aac488/src/awesome_jev_mcp/server.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "von-open-system-one",
      "name": "Von",
      "owner": "wfzyx",
      "category": "open-models",
      "repoUrl": "https://github.com/wfzyx/von",
      "evidenceUrl": "https://github.com/wfzyx/von/blob/14d09878e89b103bfbbe641f9bed02e4d72c8830/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/wfzyx/von/blob/14d09878e89b103bfbbe641f9bed02e4d72c8830/README.md"
      },
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 498,
      "summary": {
        "en": "An open, local System One decision model with a JEV-compatible interface.",
        "zh": "提供 JEV 兼容接口的本地开放 System One 决策模型。",
        "ja": "JEV 互換インターフェースを持つローカルのオープン System One 判断モデル。"
      },
      "decision": {
        "en": "Scores bounded typed choices locally without autoregressive text generation.",
        "zh": "在本地为有限类型化选项评分，不做自回归文本生成。",
        "ja": "自己回帰テキスト生成を行わず、限定された型付き候補をローカルで評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "featherless-ai:simple-jev",
      "name": "Simple JEV",
      "owner": "featherless-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/featherless-ai/simple-jev",
      "evidenceUrl": "https://github.com/featherless-ai/simple-jev/blob/0dd5396ffce671ab7c4bfc031506d8e558cf8d23/demos/jevpilot/src/simple-jev-api.js#L1-L85",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/featherless-ai/simple-jev/blob/0dd5396ffce671ab7c4bfc031506d8e558cf8d23/demos/jevpilot/src/simple-jev-api.js#L1-L85"
      },
      "language": "Python",
      "license": "Unknown",
      "starsAtCapture": 485,
      "summary": {
        "en": "Adapter turning open LLM endpoints into Jev-compatible classification services without training a separate classifier head.",
        "zh": "将任意开源大语言模型转化为分类器与 Jev 兼容端点的适配服务，无需额外训练专用分类头。",
        "ja": "専用の分類ヘッドを学習せずに、公開 LLM エンドポイントを JEV 互換の分類サービスへ変換するアダプター。"
      },
      "decision": {
        "en": "Extracts log-probabilities of candidate tokens from model vocabulary logits, formatting them into standard Jev responses.",
        "zh": "通过分析输入文本在模型词表中的 logits 分布，将候选项映射为标准 Jev 离散概率输出。",
        "ja": "モデル語彙ロジットから候補トークンの対数確率を抽出し、標準の JEV 応答にフォーマットします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "awesome-typesafe",
      "name": "Awesome TypeSafe",
      "owner": "AbdelStark",
      "category": "developer-tools",
      "repoUrl": "https://github.com/AbdelStark/awesome-typesafe",
      "evidenceUrl": "https://github.com/AbdelStark/awesome-typesafe/blob/d44dc0a1e26d41bc7f543d39b4b62ae5cb9f13c8/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AbdelStark/awesome-typesafe/blob/d44dc0a1e26d41bc7f543d39b4b62ae5cb9f13c8/README.md"
      },
      "language": "CSS",
      "license": "MIT",
      "starsAtCapture": 476,
      "summary": {
        "en": "A curated list of official and community resources for TypeSafe, System One, and JEV.",
        "zh": "TypeSafe、System One 与 JEV 的官方与社区资源精选列表。",
        "ja": "TypeSafe・System One・JEV の公式／コミュニティ資源をまとめたキュレーション一覧。"
      },
      "decision": {
        "en": "Surfaces which projects and docs are worth opening when building with System One.",
        "zh": "帮你判断做 System One 时该先打开哪些项目与文档。",
        "ja": "System One 開発時に開くべきプロジェクト／ドキュメントを示します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "abdelstark-awesome-typesafe-jev",
      "name": "Awesome TypeSafe JEV",
      "owner": "AbdelStark",
      "category": "developer-tools",
      "starsAtCapture": 476,
      "language": "HTML",
      "license": "MIT",
      "summary": {
        "en": "A source-backed field guide to TypeSafe JEV projects, SDKs, demos, and evaluations.",
        "zh": "带源码依据的 TypeSafe JEV 项目、SDK、演示与评测指南。",
        "ja": "TypeSafe JEV のプロジェクト・SDK・デモ・評価を根拠付きでまとめたガイド。"
      },
      "decision": {
        "en": "Organizes ecosystem resources by how they implement or apply typed, confidence-aware decisions.",
        "zh": "按类型化、置信度感知决策的实现与应用方式组织生态资源。",
        "ja": "型付き・信頼度付き判断の実装方法と用途別にエコシステム資料を整理します。"
      },
      "repoUrl": "https://github.com/AbdelStark/awesome-typesafe-jev",
      "evidenceUrl": "https://github.com/AbdelStark/awesome-typesafe-jev/blob/9384099af36cd439b7f0bd4311560ac02eeabe7c/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AbdelStark/awesome-typesafe-jev/blob/9384099af36cd439b7f0bd4311560ac02eeabe7c/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "wuyoscar-jev-skill",
      "name": "Awesome Jev Skills",
      "owner": "wuyoscar",
      "category": "developer-tools",
      "repoUrl": "https://github.com/wuyoscar/jev-skill",
      "evidenceUrl": "https://github.com/wuyoscar/jev-skill/blob/4d6efbc5b87a4172524ad4ab4590aef077fdc13b/skills/jev/scripts/jev.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 437,
      "summary": {
        "en": "A collection of agent skills and workflows with a standard-library JEV decision client.",
        "zh": "一套 Agent Skills 与工作流，内含仅依赖标准库的 JEV 决策客户端。",
        "ja": "標準ライブラリだけで動く JEV クライアントを含む Agent スキルとワークフロー集です。"
      },
      "decision": {
        "en": "Runs typed decisions through TypeSafe or OpenRouter and applies confidence-aware review rules.",
        "zh": "通过 TypeSafe 或 OpenRouter 执行类型化决策，并应用基于置信度的复核规则。",
        "ja": "TypeSafe または OpenRouter で型付き判断を実行し、信頼度に応じた確認ルールを適用します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/wuyoscar/jev-skill/blob/4d6efbc5b87a4172524ad4ab4590aef077fdc13b/skills/jev/scripts/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "notque:vexjoy-agent",
      "name": "Vexjoy Agent",
      "owner": "notque",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/notque/vexjoy-agent",
      "evidenceUrl": "https://github.com/notque/vexjoy-agent/blob/ab51ee7da567e84f72f76d73b6e7b83cec5ef060/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/notque/vexjoy-agent/blob/ab51ee7da567e84f72f76d73b6e7b83cec5ef060/README.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 423,
      "summary": {
        "en": "An optional Jev routing path that matches VexJoy requests to specialist Agents, skills and workflows.",
        "zh": "给 VexJoy 的任务分派增加一条 Jev 路线。输入需求后，判断该选哪位专长 Agent、哪项技能和哪条工作流。",
        "ja": "VexJoy リクエストを専門エージェント、スキル、ワークフローに照合するオプションの JEV ルーティング パス。"
      },
      "decision": {
        "en": "After deterministic routing guards, Jev judges the remaining candidates and required workflow components.",
        "zh": "先判断是否需要路由，再从实际清单中选择候选；非法选择或调用失败交回原有流程。",
        "ja": "確定的ルーティング ガードの後、JEV は残りの候補と必要なワークフロー コンポーネントを判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "smithers",
      "name": "Smithers",
      "owner": "smithersai",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/smithersai/smithers",
      "evidenceUrl": "https://github.com/smithersai/smithers/blob/394ada6a3fb815b4b62cfc7bc2242e238d42ff44/apps/server/src/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/smithersai/smithers/blob/394ada6a3fb815b4b62cfc7bc2242e238d42ff44/apps/server/src/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 420,
      "summary": {
        "en": "An agentic TypeScript workflow framework with a first-class JEV classify path.",
        "zh": "以 TypeScript 配置定义工作流的 Agent 框架，内置 JEV 分类路径。",
        "ja": "TypeScript 設定でワークフローを定義し、JEV 分類パスを持つエージェント枠組み。"
      },
      "decision": {
        "en": "Classifies workflow steps or review verdicts through a dedicated JEV relay.",
        "zh": "通过专用 JEV 中继对工作流步骤或审查结论做分类。",
        "ja": "専用の JEV 中継でワークフロー手順やレビュー判定を分類します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-chat-jev-chat-jarvis-mac",
      "name": "Jev Chat · macOS",
      "owner": "jev-chat",
      "category": "interfaces",
      "repoUrl": "https://github.com/jev-chat/jev-chat-jarvis-mac",
      "evidenceUrl": "https://github.com/jev-chat/jev-chat-jarvis-mac/blob/01312b05655566a4ba4479899373a6826e95867d/src/judge_jev.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 417,
      "summary": {
        "en": "A macOS overlay that reads visible chats and suggests replies.",
        "zh": "读取可见聊天并建议回复的 macOS 浮层应用。",
        "ja": "表示中の会話を読み、返信を提案する macOS オーバーレイ。"
      },
      "decision": {
        "en": "Judges message intent and risk before ranking drafted responses.",
        "zh": "判断消息意图与风险，再排序候选回复。",
        "ja": "メッセージの意図とリスクを判定し、返信案を並べます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jev-chat/jev-chat-jarvis-mac/blob/01312b05655566a4ba4479899373a6826e95867d/src/judge_jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "superagents-lab:jev-search",
      "name": "JEV Search",
      "owner": "superagents-lab",
      "category": "search-data",
      "repoUrl": "https://github.com/superagents-lab/jev-search",
      "evidenceUrl": "https://github.com/superagents-lab/jev-search/blob/522868762f0637b20bf533f136e930cceb83b9f3/src/lib/typesafe.ts#L48",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/superagents-lab/jev-search/blob/522868762f0637b20bf533f136e930cceb83b9f3/src/lib/typesafe.ts#L48"
      },
      "language": "",
      "license": "MIT",
      "starsAtCapture": 416,
      "summary": {
        "en": "Searches the web with Jev choosing sources and time ranges, then ranking returned links.",
        "zh": "用自然语言搜网页：Jev 选择搜索来源和时间范围，再给返回的链接排序。",
        "ja": "JEV を使用して Web を検索し、ソースと時間範囲を選択し、返されたリンクをランク付けします。"
      },
      "decision": {
        "en": "Judges search intent, source and time settings, and relevance of individual results.",
        "zh": "判断查询意图、来源与时间条件，并给各条搜索结果打相关性分数。",
        "ja": "審査員は、検索の意図、ソースと時間の設定、個々の結果の関連性を判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "classifier-dev",
      "name": "Classifier.dev",
      "owner": "mrmps",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/mrmps/classifier-dev",
      "evidenceUrl": "https://github.com/mrmps/classifier-dev/blob/33ca63816f2bc7e93c3f2d0715f7896500370739/src/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mrmps/classifier-dev/blob/33ca63816f2bc7e93c3f2d0715f7896500370739/src/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 411,
      "summary": {
        "en": "A zero-shot classification service with JEV as its primary typed-decision backend.",
        "zh": "以 JEV 为主要类型化决策后端的零样本分类服务。",
        "ja": "JEV を主要な型付き判断バックエンドに使うゼロショット分類サービス。"
      },
      "decision": {
        "en": "Classifies labels and dimensions, with explicit fallback and observability around JEV calls.",
        "zh": "用 JEV 判断标签与维度，并提供明确的回退与可观测性。",
        "ja": "JEV でラベルと次元を分類し、明示的なフォールバックと観測性を備えます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "tax-doc-classifier",
      "name": "Tax Document Classifier",
      "owner": "kyotofin",
      "category": "search-data",
      "repoUrl": "https://github.com/kyotofin/tax-doc-classifier",
      "evidenceUrl": "https://github.com/kyotofin/tax-doc-classifier/blob/6afcf701395466d7c936ec8178daf017b9d96b0c/src/backend.ts",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 399,
      "summary": {
        "en": "Classifies extracted tax-document pages against a fixed IRS form catalogue.",
        "zh": "把税务文档页面归入预先定义的 IRS 表格目录。",
        "ja": "抽出された税務書類のページを固定 IRS フォーム カタログに基づいて分類します。"
      },
      "decision": {
        "en": "Returns form type, page type, and confidence while ingestion stays deterministic.",
        "zh": "返回表格类型、页面类型与置信度，文档入库仍由确定性代码控制。",
        "ja": "取り込みが決定的なままである間、フォーム タイプ、ページ タイプ、および信頼度を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/nedwize/status/2100973868324417852",
        "author": "@nedwize",
        "views": 223890
      }
    },
    {
      "id": "logicrw-awesome-jev-projects",
      "name": "Awesome JEV Projects",
      "owner": "logicrw",
      "category": "developer-tools",
      "repoUrl": "https://github.com/logicrw/awesome-jev-projects",
      "evidenceUrl": "https://github.com/logicrw/awesome-jev-projects/blob/d1b1b8d6c68c1754425778606d20d2cb14b09895/SKILL.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/logicrw/awesome-jev-projects/blob/d1b1b8d6c68c1754425778606d20d2cb14b09895/SKILL.md"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 398,
      "summary": {
        "en": "A source-backed JEV ecosystem radar with plain-language discovery and GitHub sync.",
        "zh": "有源码依据的 JEV 生态雷达，含白话发现页与 GitHub 同步。",
        "ja": "根拠付き JEV エコシステムレーダー。平易な発見 UI と GitHub 同期付き。"
      },
      "decision": {
        "en": "Curates which open-source JEV integrations are worth browsing by decision pattern.",
        "zh": "按决策模式整理值得浏览的开源 JEV 集成。",
        "ja": "意思決定パターン別に、見る価値のある OSS JEV 統合を整理します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "wy-coliney:jev-browser-use",
      "name": "JEV Browser Use",
      "owner": "wy-coliney",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/wy-coliney/jev-browser-use",
      "evidenceUrl": "https://github.com/wy-coliney/jev-browser-use/blob/f14b60e0ae1ee90cd73eb6650e30a666a84c021a/skills/jev-browser-use/bridge.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/wy-coliney/jev-browser-use/blob/f14b60e0ae1ee90cd73eb6650e30a666a84c021a/skills/jev-browser-use/bridge.mjs"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 387,
      "summary": {
        "en": "A Skill for Codex browser workflows: Jev chooses navigation, clicks, and scrolling while Codex handles text input and final checks.",
        "zh": "给 Codex 浏览器工作流加一个 Skill：Jev 选导航、点击和滚动，Codex 保留文字输入与最终核验。",
        "ja": "Codex ブラウザ ワークフローのスキル: JEV はナビゲーション、クリック、スクロールを選択し、Codex はテキスト入力と最終チェックを処理します。"
      },
      "decision": {
        "en": "Sends page state and permitted candidates to Jev; the existing browser connection executes the actions.",
        "zh": "将页面状态与可执行候选交给 Jev，现有浏览器连接负责执行动作。",
        "ja": "ページの状態と許可された候補を JEV に送信します。既存のブラウザ接続によってアクションが実行されます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-experiments",
      "name": "Jev Experiments",
      "owner": "dabit3",
      "category": "search-data",
      "repoUrl": "https://github.com/dabit3/jev-experiments",
      "evidenceUrl": "https://github.com/dabit3/jev-experiments/tree/c469e5bfdc73eb3e1999bba2569e66b579a970fd/agent-assist",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 370,
      "summary": {
        "en": "Small Jev experiments including intent search and agent-assist flows.",
        "zh": "包含意图搜索与 Agent Assist 流程的一组 JEV 实验。",
        "ja": "インテント検索やエージェント支援フローを含む小規模な JEV 実験。"
      },
      "decision": {
        "en": "Uses fast intent judgments after retrieval instead of asking a large model to inspect everything.",
        "zh": "在初步召回后快速判断意图，避免让大模型通读全部内容。",
        "ja": "大規模なモデルにすべてを検査させる代わりに、取得後に迅速な意図判断を使用します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/dabit3/status/2100960281769738433",
        "author": "@dabit3",
        "views": 131659
      }
    },
    {
      "id": "droidrun:mobile-jev",
      "name": "Mobile JEV",
      "owner": "droidrun",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/droidrun/mobile-jev",
      "evidenceUrl": "https://github.com/droidrun/mobile-jev/blob/395fc222beac4f059f9a0beb337d114a2b066e99/scripts/mobile-agent/policy.mjs#L224",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/droidrun/mobile-jev/blob/395fc222beac4f059f9a0beb337d114a2b066e99/scripts/mobile-agent/policy.mjs#L224"
      },
      "language": "",
      "license": "MIT",
      "starsAtCapture": 356,
      "summary": {
        "en": "Controls an Android phone through Mobilerun, with a web studio and CLI showing Jev decisions.",
        "zh": "通过 Mobilerun 控制 Android 手机，网页面板与命令行可查看 Jev 的操作过程。",
        "ja": "Web スタジオと CLI で JEV の決定を表示し、Mobilerun を通じて Android スマートフォンを制御します。"
      },
      "decision": {
        "en": "Chooses apps, controls and next actions from phone state; Mobilerun executes them.",
        "zh": "根据手机界面选择应用、控件和下一步动作，Mobilerun 执行操作。",
        "ja": "電話の状態からアプリ、コントロール、次のアクションを選択します。 Mobilerun がそれらを実行します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "fhshaik:typesafe-mario",
      "name": "TypeSafe Mario",
      "owner": "fhshaik",
      "category": "domain-tools",
      "repoUrl": "https://github.com/fhshaik/typesafe-mario",
      "evidenceUrl": "https://github.com/fhshaik/typesafe-mario/blob/ca22449ed187118d19326d1f54b01b6636578aa4/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/fhshaik/typesafe-mario/blob/ca22449ed187118d19326d1f54b01b6636578aa4/README.md"
      },
      "language": "Python",
      "license": "Unknown",
      "starsAtCapture": 355,
      "summary": {
        "en": "An experimental NES Mario controller that gives Jev structured emulator RAM and telemetry instead of screenshots.",
        "zh": "从 NES 模拟器 RAM 和状态数据中提取环境，让 Jev 选择超级马力欧的手柄按键。",
        "ja": "JEV 構造化エミュレータ RAM とスクリーンショットの代わりにテレメトリを提供する実験的な NES マリオ コントローラ。"
      },
      "decision": {
        "en": "Reads motion, enemies, terrain and recent controls, then selects a predefined legal action.",
        "zh": "读取运动、敌人、地形及近期操作状态，从预设合法操作中选一项。",
        "ja": "動き、敵、地形、最近の操作を読み取り、事前に定義された法的措置を選択します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "cobanov-awesome-jev",
      "name": "Awesome JEV (cobanov)",
      "owner": "cobanov",
      "category": "developer-tools",
      "repoUrl": "https://github.com/cobanov/awesome-jev",
      "evidenceUrl": "https://github.com/cobanov/awesome-jev/blob/2c8c34a7a89499a0cec3ca7de3a23fec3ea9dc97/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/cobanov/awesome-jev/blob/2c8c34a7a89499a0cec3ca7de3a23fec3ea9dc97/README.md"
      },
      "language": "Not declared",
      "license": "CC0-1.0",
      "starsAtCapture": 354,
      "summary": {
        "en": "A source-backed list of projects built with JEV / TypeSafe System One.",
        "zh": "基于源码核对的 JEV / TypeSafe System One 项目精选列表。",
        "ja": "JEV / TypeSafe System One で作られたプロジェクトの根拠付き一覧。"
      },
      "decision": {
        "en": "Highlights repositories that demonstrate concrete typed-decision integration points.",
        "zh": "标出能看清类型化决策接入点的仓库。",
        "ja": "型付き意思決定の具体的な接続点が見えるリポジトリを示します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "gargpratyush:jev-router",
      "name": "JEV Router",
      "owner": "gargpratyush",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/gargpratyush/jev-router",
      "evidenceUrl": "https://github.com/gargpratyush/jev-router/blob/38da6b84ea01241bfc41fbddc0928d0f40a703f0/src/policy.mjs#L1-L63",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/gargpratyush/jev-router/blob/38da6b84ea01241bfc41fbddc0928d0f40a703f0/src/policy.mjs#L1-L63"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 349,
      "summary": {
        "en": "A Claude Code and CLI proxy that asks Jev to score task complexity and pick a model from the account’s available set.",
        "zh": "Claude Code / CLI 代理：Jev 给任务复杂度打分，并在当前账号可用的模型里选一个，再由本地策略决定是否更换。",
        "ja": "Claude Code および CLI プロキシ。JEV にタスクの複雑さをスコアリングし、アカウントの利用可能なセットからモデルを選択するよう依頼します。"
      },
      "decision": {
        "en": "Scores task, reasoning, and tool complexity, then chooses among the exact models the account can run; failures keep the current model.",
        "zh": "三个 Score 衡量任务、推理和工具复杂度，再在可用模型上做 Choice；置信不足或 Jev 失败则保持当前模型。",
        "ja": "タスク、推論、ツールの複雑さをスコアリングし、アカウントが実行できる正確なモデルの中から選択します。障害が発生しても現在のモデルが維持されます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "rizzo-flow",
      "name": "Rizzo Flow",
      "owner": "Rizzo-AI-Academy",
      "category": "open-models",
      "repoUrl": "https://github.com/Rizzo-AI-Academy/rizzo-flow",
      "evidenceUrl": "https://github.com/Rizzo-AI-Academy/rizzo-flow/blob/d34665b7a28c62b79f37939f2fd83f5fe659fbf9/src/rizzo_flow/compat.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 348,
      "summary": {
        "en": "An independent local decision model exposing a TypeSafe-compatible System One interface.",
        "zh": "独立的本地决策模型，提供兼容 TypeSafe 的 System One 接口。",
        "ja": "TypeSafe 互換の System One インターフェースを公開する独立ローカル判断モデルです。"
      },
      "decision": {
        "en": "Translates Noul, Choice, and Score wire questions into local model requests without claiming JEV model parity.",
        "zh": "把 Noul、Choice 与 Score 协议问题转换为本地模型请求，不宣称与 JEV 模型等价。",
        "ja": "Noul、Choice、Score の質問をローカルモデル向けに変換し、JEV と同等のモデルだとは主張しません。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Rizzo-AI-Academy/rizzo-flow/blob/d34665b7a28c62b79f37939f2fd83f5fe659fbf9/src/rizzo_flow/compat.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "wrongstack:wrongstack",
      "name": "WrongStack",
      "owner": "WrongStack",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/WrongStack/WrongStack",
      "evidenceUrl": "https://github.com/WrongStack/WrongStack/blob/4cf97c0aa4f855751949ee8e99c719d06f4c26e0/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/WrongStack/WrongStack/blob/4cf97c0aa4f855751949ee8e99c719d06f4c26e0/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 332,
      "summary": {
        "en": "An optional Jev dispatch classifier for choosing among WrongStack specialist Agents.",
        "zh": "给 WrongStack 编程 Agent 增加一个可选分派助手。遇到多个相近的专长 Agent 时，用 Jev 判断谁更适合当前任务。",
        "ja": "WrongStack の専門 Agent から担当を選ぶための、任意で使える JEV ディスパッチ分類器。"
      },
      "decision": {
        "en": "Jev evaluates the task against eligible specialists; local dispatch rules use the result.",
        "zh": "从候选角色中选一个，同时判断有没有任何候选真正适合；不合适时交回原有策略。",
        "ja": "JEV は、適格なスペシャリストと照らし合わせてタスクを評価します。ローカルディスパッチルールは結果を使用します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "cognesy:instructor-php",
      "name": "Instructor Php",
      "owner": "cognesy",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/cognesy/instructor-php",
      "evidenceUrl": "https://github.com/cognesy/instructor-php/blob/bb1160ce2360dcf1434788c46ee97809fe782ea3/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/cognesy/instructor-php/blob/bb1160ce2360dcf1434788c46ee97809fe782ea3/README.md"
      },
      "language": "PHP",
      "license": "MIT",
      "starsAtCapture": 327,
      "summary": {
        "en": "A TypeSafe Decision driver within Instructor PHP’s Polyglot module.",
        "zh": "Instructor PHP 的 Polyglot 模块内置 TypeSafe Decision 驱动。",
        "ja": "Instructor PHP の Polyglot モジュール内の TypeSafe Decision ドライバー。"
      },
      "decision": {
        "en": "Converts application state and typed questions into Jev requests and maps responses to PHP decision objects.",
        "zh": "将业务状态和类型化问题转换为 Jev 请求，再映射为 PHP 决策响应。",
        "ja": "アプリケーション状態と型付き質問を JEV リクエストへ変換し、レスポンスを PHP の意思決定オブジェクトへ割り当てます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "razorback16:openjev",
      "name": "Openjev",
      "owner": "razorback16",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/razorback16/openjev",
      "evidenceUrl": "https://github.com/razorback16/openjev/blob/91d5005effcf8cc0ecccaa9538ceabbb130fef59/openjev/api.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/razorback16/openjev/blob/91d5005effcf8cc0ecccaa9538ceabbb130fef59/openjev/api.py"
      },
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 319,
      "summary": {
        "en": "An independent System One decision server compatible with Jev’s API, running an open DiffusionGemma model.",
        "zh": "一个兼容 Jev System One 接口的独立决策服务，使用开源 DiffusionGemma 模型运行。",
        "ja": "JEV API と互換性のある独立型 System One 意思決定サーバーで、オープンな DiffusionGemma モデルを実行します。"
      },
      "decision": {
        "en": "Accepts Jev-style state and Noul, Choice, and Score questions, producing probabilities with a local model.",
        "zh": "接受与 Jev 相似的状态和 Noul、Choice、Score 问题，由本地模型产生概率结果。",
        "ja": "JEV スタイルの状態と Noul、Choice、Score の質問を受け入れ、ローカル モデルで確率を生成します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "decider",
      "name": "Decider",
      "owner": "Mapika",
      "category": "open-models",
      "repoUrl": "https://github.com/Mapika/decider",
      "evidenceUrl": "https://github.com/Mapika/decider/blob/c4daaac28af9fea95d627015cffa2dd5a5926ee6/decider/__init__.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Mapika/decider/blob/c4daaac28af9fea95d627015cffa2dd5a5926ee6/decider/__init__.py"
      },
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 316,
      "summary": {
        "en": "One-pass typed decisions with calibrated probabilities, fine-tuned from Qwen3.5-2B.",
        "zh": "一次前向的类型化决策与校准概率，基于 Qwen3.5-2B 微调。",
        "ja": "Qwen3.5-2B 微調整による、1 パスの型付き意思決定と校正確率。"
      },
      "decision": {
        "en": "Returns local System One–style answers for Choice, Score, and yes/no style prompts.",
        "zh": "对 Choice、Score 与是否类问题返回本地 System One 风格答案。",
        "ja": "Choice / Score / 是否プロンプトにローカルな System One 風回答を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "tianyucodings-jevharness",
      "name": "JevHarness",
      "owner": "TianyuCodings",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/TianyuCodings/JevHarness",
      "evidenceUrl": "https://github.com/TianyuCodings/JevHarness/blob/34d5c9602f6f73792e2c625cc31dd9ed7b4f39b5/auto_jev/providers.py",
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 315,
      "summary": {
        "en": "A framework for creating and evaluating task-specific Jev decision harnesses.",
        "zh": "创建并评估任务专用 Jev 决策框架的工具。",
        "ja": "タスク別の Jev 判断ハーネスを作成・評価するツール。"
      },
      "decision": {
        "en": "Turns observations into typed questions and combines answers into actions.",
        "zh": "把观察结果转换成类型化问题，并将答案组合成动作。",
        "ja": "観測結果を型付き質問に変え、回答を操作へ組み合わせます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/TianyuCodings/JevHarness/blob/34d5c9602f6f73792e2c625cc31dd9ed7b4f39b5/auto_jev/providers.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "realzachi:pg-jev",
      "name": "Pg JEV",
      "owner": "realZachi",
      "category": "search-data",
      "repoUrl": "https://github.com/realZachi/pg-jev",
      "evidenceUrl": "https://github.com/realZachi/pg-jev/blob/afd11fa856d7a2b831a1bfd8ee7f869ce8efcd62/sql/jev--0.2.0.sql",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/realZachi/pg-jev/blob/afd11fa856d7a2b831a1bfd8ee7f869ce8efcd62/sql/jev--0.2.0.sql"
      },
      "language": "Shell",
      "license": "PostgreSQL",
      "starsAtCapture": 314,
      "summary": {
        "en": "Adds natural-language filtering, classification, and ranking of rows to PostgreSQL queries.",
        "zh": "在 PostgreSQL 查询中用自然语言给数据行筛选、分类和排序。",
        "ja": "PostgreSQL クエリに行の自然言語フィルタリング、分類、ランク付けを追加します。"
      },
      "decision": {
        "en": "Sends row content to Jev for a match decision, category, or score used by SQL conditions and ordering.",
        "zh": "将行内容交给 Jev，返回是否匹配、类别或等级分数，供 SQL 条件与排序使用。",
        "ja": "SQL 条件および順序付けで使用される一致判定、カテゴリ、またはスコアのために、行の内容を JEV に送信します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "anotiawang-awesome-jev",
      "name": "Awesome JEV (AnotiaWang)",
      "owner": "AnotiaWang",
      "category": "developer-tools",
      "repoUrl": "https://github.com/AnotiaWang/awesome-jev",
      "evidenceUrl": "https://github.com/AnotiaWang/awesome-jev/blob/04e65b59a936b2fed0d40eaec71a0a11e33bb422/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AnotiaWang/awesome-jev/blob/04e65b59a936b2fed0d40eaec71a0a11e33bb422/README.md"
      },
      "language": "",
      "license": "CC0-1.0",
      "starsAtCapture": 303,
      "summary": {
        "en": "A curated list of JEV applications, libraries, and System One resources.",
        "zh": "JEV 应用、类库与 System One 资源精选清单。",
        "ja": "JEV アプリ、ライブラリ、System One 資料のキュレーション一覧。"
      },
      "decision": {
        "en": "Groups ecosystem resources so builders can compare implementation patterns.",
        "zh": "整理生态资源，方便开发者比较不同实现模式。",
        "ja": "エコシステム資料を整理し、実装パターンを比較しやすくします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "laya-node-runtime",
      "name": "Laya Node Runtime",
      "owner": "receptron",
      "category": "open-models",
      "starsAtCapture": 295,
      "language": "TypeScript",
      "license": "MIT",
      "summary": {
        "en": "A Node.js and TypeScript runtime for the open Laya JEV-compatible decision model.",
        "zh": "面向开放 Laya JEV 兼容决策模型的 Node.js / TypeScript Runtime。",
        "ja": "オープンな Laya JEV 互換判断モデル向け Node.js / TypeScript Runtime。"
      },
      "decision": {
        "en": "Runs the ONNX model locally and returns typed decision probabilities without a hosted JEV call.",
        "zh": "在本地运行 ONNX 模型并返回类型化决策概率，无需调用托管 JEV。",
        "ja": "ONNX モデルをローカル実行し、ホスト型 JEV を呼ばずに型付き判断確率を返します。"
      },
      "repoUrl": "https://github.com/receptron/laya",
      "evidenceUrl": "https://github.com/receptron/laya/blob/6478649e723122ca24bbf5fb69ed1010023c9750/src/laya.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/receptron/laya/blob/6478649e723122ca24bbf5fb69ed1010023c9750/src/laya.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-mcp",
      "name": "JEV MCP",
      "owner": "jkudish",
      "category": "developer-tools",
      "repoUrl": "https://github.com/jkudish/jev-mcp",
      "evidenceUrl": "https://github.com/jkudish/jev-mcp/blob/89f88b90c3180184d56961160e7178e64c98e468/src/provider.ts#L127",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jkudish/jev-mcp/blob/89f88b90c3180184d56961160e7178e64c98e468/src/provider.ts#L127"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 290,
      "summary": {
        "en": "Eight MCP tools for evidence checks, content screening, search, reranking, classification, comparison and extraction.",
        "zh": "给 Agent 提供核对引用、筛查内容、查找、重排、分类、比较和提取等八个 MCP 判断工具。",
        "ja": "証拠チェック、コンテンツ スクリーニング、検索、再ランキング、分類、比較、抽出のための 8 つの MCP ツール。"
      },
      "decision": {
        "en": "Uses typed questions to assess evidence support, content risk and candidate relevance.",
        "zh": "用 Choice、Noul 等问题评估证据支持、内容风险和候选相关性。",
        "ja": "型付きの質問 を使用して、証拠の裏付け、コンテンツのリスク、および候補者の関連性を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "third-hand",
      "name": "Third Hand",
      "owner": "shhivv",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/shhivv/third-hand",
      "evidenceUrl": "https://github.com/shhivv/third-hand/blob/430394b35dbb44ff8b303bf19da29b0828d92bd2/Sources/ThirdHand/JevClient.swift",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/shhivv/third-hand/blob/430394b35dbb44ff8b303bf19da29b0828d92bd2/Sources/ThirdHand/JevClient.swift"
      },
      "language": "Swift",
      "license": "MIT",
      "starsAtCapture": 288,
      "summary": {
        "en": "A Swift client stack that calls JEV while driving local computer-use style helpers.",
        "zh": "Swift 客户端栈：在驱动本地 computer-use 辅助逻辑时调用 JEV。",
        "ja": "ローカル Computer Use 補助を動かしつつ JEV を呼ぶ Swift クライアント。"
      },
      "decision": {
        "en": "Requests typed judgments from JEV before applying local automation actions.",
        "zh": "在执行本地自动化动作前向 JEV 请求类型化判断。",
        "ja": "ローカル自動化の前に JEV へ型付き判断を求めます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "docjev",
      "name": "DocJEV",
      "owner": "jerryjliu",
      "category": "search-data",
      "starsAtCapture": 287,
      "language": "Python",
      "license": "Apache-2.0",
      "summary": {
        "en": "A document classifier and splitter with a dedicated JEV engine.",
        "zh": "带专用 JEV Engine 的文档分类与切分工具。",
        "ja": "専用 JEV エンジンを備えた文書分類・分割ツール。"
      },
      "decision": {
        "en": "Classifies documents and split boundaries from bounded schemas, with cache and alternate-engine support.",
        "zh": "根据有限 Schema 判断文档类别与切分边界，并支持缓存及备用引擎。",
        "ja": "限定 Schema から文書カテゴリと分割境界を判断し、キャッシュと代替エンジンにも対応します。"
      },
      "repoUrl": "https://github.com/jerryjliu/docjev",
      "evidenceUrl": "https://github.com/jerryjliu/docjev/blob/7e6b48d3f7eec8db7b582e7276f2778c0d12ca3d/src/jev_docs/engines/jev.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jerryjliu/docjev/blob/7e6b48d3f7eec8db7b582e7276f2778c0d12ca3d/src/jev_docs/engines/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "yonatangross:orchestkit",
      "name": "Orchestkit",
      "owner": "yonatangross",
      "category": "developer-tools",
      "repoUrl": "https://github.com/yonatangross/orchestkit",
      "evidenceUrl": "https://github.com/yonatangross/orchestkit/blob/569095f35ce61a4881197dfb8117f4c3312e2bee/src/hooks/src/lib/session-category-provider.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/yonatangross/orchestkit/blob/569095f35ce61a4881197dfb8117f4c3312e2bee/src/hooks/src/lib/session-category-provider.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 283,
      "summary": {
        "en": "OrchestKit can optionally use Jev to classify coding sessions and set their colors when confidence meets a threshold.",
        "zh": "OrchestKit 可选用 Jev 给编程会话分类，符合阈值时用结果决定会话颜色。",
        "ja": "OrchestKit はオプションで JEV を使用してコーディング セッションを分類し、信頼度がしきい値を満たしたときにその色を設定できます。"
      },
      "decision": {
        "en": "Classifies the first task prompt and branch state by work type; local policy accepts the result or falls back.",
        "zh": "将首条任务提示与分支状态分类为开发、排错等工作类型；本地规则选择采用或回退。",
        "ja": "最初のタスクプロンプトとブランチ状態を作業種別ごとに分類し、ローカルポリシーが結果の採用またはフォールバックを決めます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-align",
      "name": "jev-align",
      "owner": "sutro-sh",
      "category": "safety-review",
      "repoUrl": "https://github.com/sutro-sh/jev-align",
      "evidenceUrl": "https://github.com/sutro-sh/jev-align/blob/49753df924d30c0d3642b58e0b9b1e89921dc102/README.md",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 276,
      "summary": {
        "en": "A CLI for calibrating Jev classifiers from human examples with GEPA.",
        "zh": "用人工正反例和 GEPA 校准 JEV 分类标准的 CLI。",
        "ja": "GEPA を使用して人間の例から JEV 分類器を調整するための CLI。"
      },
      "decision": {
        "en": "Optimizes the decision prompt against examples instead of relying on a generic criterion.",
        "zh": "围绕明确样例优化判断标准，而不是依赖泛化提示词。",
        "ja": "一般的な基準に依存するのではなく、例に基づいて決定プロンプトを最適化します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/sethkimmel3/status/2101357768640987302",
        "author": "@sethkimmel3",
        "views": 68757
      }
    },
    {
      "id": "openjev-sglang",
      "name": "OpenJEV SGLang",
      "owner": "ekzhang",
      "category": "open-models",
      "repoUrl": "https://github.com/ekzhang/openjev-sglang",
      "evidenceUrl": "https://github.com/ekzhang/openjev-sglang/blob/604664a22b2cf44c6cc499e503092ae4e3c24c03/src/openjev/__init__.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ekzhang/openjev-sglang/blob/604664a22b2cf44c6cc499e503092ae4e3c24c03/src/openjev/__init__.py"
      },
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 272,
      "summary": {
        "en": "A JEV-compatible API endpoint built on open models with a prefill-only serving path.",
        "zh": "基于开源模型的 JEV 兼容 API，采用 prefill-only 服务路径。",
        "ja": "オープンモデル上の JEV 互換 API。prefill-only の提供経路を使います。"
      },
      "decision": {
        "en": "Serves System One–style probability answers from open models instead of hosted JEV.",
        "zh": "用开源模型提供 System One 风格的概率答案，替代托管 JEV。",
        "ja": "ホスト型 JEV の代わりに、オープンモデルで System One 風の確率回答を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "openjev-verdict-2",
      "name": "OpenJEV Verdict 2.0",
      "owner": "Heman10x-NGU",
      "category": "open-models",
      "repoUrl": "https://github.com/Heman10x-NGU/openJev-verdict-2.0",
      "evidenceUrl": "https://github.com/Heman10x-NGU/openJev-verdict-2.0/blob/a458733c5f43fc7f30b6e4381636cbfbf8437633/openjev/__init__.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Heman10x-NGU/openJev-verdict-2.0/blob/a458733c5f43fc7f30b6e4381636cbfbf8437633/openjev/__init__.py"
      },
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 268,
      "summary": {
        "en": "A calibrated ~151M non-autoregressive local decision engine aiming at JEV-style typed answers.",
        "zh": "约 151M 的校准非自回归本地决策引擎，目标对齐类 JEV 类型化答案。",
        "ja": "約 151M の校正済み非自己回帰ローカル意思決定エンジン。JEV 風の型付き回答を目指す。"
      },
      "decision": {
        "en": "Produces local Noul/Choice/Score-style probabilities without calling hosted JEV.",
        "zh": "不调用托管 JEV，在本地产出 Noul/Choice/Score 风格概率。",
        "ja": "ホスト型 JEV を呼ばず、ローカルで Noul/Choice/Score 風の確率を出します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "system-one-adapter-python",
      "name": "System One Adapter (Python)",
      "owner": "typesafe-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/typesafe-ai/system-one-adapter-python",
      "evidenceUrl": "https://github.com/typesafe-ai/system-one-adapter-python/blob/adffc2eab300a4fa3c0e92252d4ffd6ceaa53700/src/system_one_adapter/_client.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/typesafe-ai/system-one-adapter-python/blob/adffc2eab300a4fa3c0e92252d4ffd6ceaa53700/src/system_one_adapter/_client.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 266,
      "summary": {
        "en": "A drop-in TypeSafeClient replacement that backs System One calls with ordinary LLM APIs.",
        "zh": "可替换 TypeSafeClient 的适配器，用普通 LLM API 承接 System One 调用。",
        "ja": "通常の LLM API で System One 呼び出しを受ける、TypeSafeClient 差し替えアダプタ。"
      },
      "decision": {
        "en": "Maps Noul, Choice, and Score questions onto LLM providers and normalizes probabilities.",
        "zh": "把 Noul / Choice / Score 问题映射到 LLM 提供方并归一化概率。",
        "ja": "Noul / Choice / Score を LLM プロバイダへ写し、確率を正規化します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "typesafe-mcp",
      "name": "TypeSafe MCP",
      "owner": "itsmostafa",
      "category": "developer-tools",
      "repoUrl": "https://github.com/itsmostafa/typesafe-mcp",
      "evidenceUrl": "https://github.com/itsmostafa/typesafe-mcp/blob/0c9f35d9b1859189fc7e7d01947061f311ca6dde/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/itsmostafa/typesafe-mcp/blob/0c9f35d9b1859189fc7e7d01947061f311ca6dde/README.md"
      },
      "language": "Go",
      "license": "MIT",
      "starsAtCapture": 262,
      "summary": {
        "en": "An MCP server that lets Claude Code, Claude Desktop, Codex and Pi ask Jev typed questions.",
        "zh": "让 Claude Code、Claude Desktop、Codex 和 Pi 通过 MCP 或扩展向 Jev 提问，获取结构化判断。",
        "ja": "Claude Code、Claude Desktop、Codex、Pi から JEV へ型付き質問を送れる MCP サーバー。"
      },
      "decision": {
        "en": "Submits state and Choice, Score or Noul questions and returns structured answers with probabilities.",
        "zh": "把状态和 Choice、Score、Noul 问题交给 Jev，返回答案与概率。",
        "ja": "状態、選択、スコア、または Noul の質問を送信し、確率を含む構造化された回答を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "monotykamary:pi-fabric",
      "name": "Pi Fabric",
      "owner": "monotykamary",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/monotykamary/pi-fabric",
      "evidenceUrl": "https://github.com/monotykamary/pi-fabric/blob/2e5fcdd94cc364445b115756edefcaab24f68928/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/monotykamary/pi-fabric/blob/2e5fcdd94cc364445b115756edefcaab24f68928/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 253,
      "summary": {
        "en": "Pi’s programmable runtime includes an optional Jev loop for observing state, making decisions and running bounded actions.",
        "zh": "给 Pi 的工具运行时加上可编程的 Jev 决策循环。先写好观察、判断和执行步骤，再让它按预算在前台或后台运行。",
        "ja": "Pi のプログラム可能なランタイムには、状態の監視、意思決定、制限されたアクションの実行のためのオプションの JEV ループが含まれています。"
      },
      "decision": {
        "en": "Programmed questions feed Jev judgments into local action logic under runtime budgets.",
        "zh": "对程序提交的状态做单选、是非判断或评分；循环和动作执行由本地程序控制。",
        "ja": "プログラムされた質問は、ランタイム バジェットに基づいて JEV の判断をローカル アクション ロジックにフィードします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "cequence-io:openai-scala-client",
      "name": "Openai Scala Client",
      "owner": "cequence-io",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/cequence-io/openai-scala-client",
      "evidenceUrl": "https://github.com/cequence-io/openai-scala-client/blob/cfabe8842344da713615d0121a7804840649eb46/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/cequence-io/openai-scala-client/blob/cfabe8842344da713615d0121a7804840649eb46/README.md"
      },
      "language": "Scala",
      "license": "MIT",
      "starsAtCapture": 249,
      "summary": {
        "en": "A dedicated TypeSafe module in a Scala client that supports multiple AI providers.",
        "zh": "让 Scala 应用也能接入 Jev。这个多模型客户端新增了独立 TypeSafe 模块，用状态和判断题获取结构化答案。",
        "ja": "複数の AI プロバイダーをサポートする Scala クライアントの専用 TypeSafe モジュール。"
      },
      "decision": {
        "en": "Sends shared state and typed questions to Jev and parses structured answers.",
        "zh": "调用 System One 返回单选、评分和是非概率；可把受支持的封闭 JSON Schema 转成判断题。",
        "ja": "共有状態と型付きの質問を JEV に送信し、構造化された回答を解析します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "moritzkremb:jev-voice-browser",
      "name": "JEV Voice Browser",
      "owner": "moritzkremb",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/moritzkremb/jev-voice-browser",
      "evidenceUrl": "https://github.com/moritzkremb/jev-voice-browser/blob/054db0f3dbf537af63a8117632d3f941ccd520e1/src/jev.js#L123",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/moritzkremb/jev-voice-browser/blob/054db0f3dbf537af63a8117632d3f941ccd520e1/src/jev.js#L123"
      },
      "language": "",
      "license": "MIT",
      "starsAtCapture": 247,
      "summary": {
        "en": "Controls a Playwright browser by sending incremental speech transcripts to Jev.",
        "zh": "用语音控制 Playwright 浏览器，将逐步转写的口令交给 Jev 判断。",
        "ja": "増分音声トランスクリプトを JEV に送信することで、Playwright ブラウザを制御します。"
      },
      "decision": {
        "en": "Chooses intent, elements, URLs or verbatim spans and judges command completeness and sensitive actions.",
        "zh": "选择意图、元素、网址或原文片段，并判断口令是否完整、是否涉及敏感动作。",
        "ja": "インテント、要素、URL、または逐語的な範囲を選択し、コマンドの完全性と機密性の高いアクションを判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ferrycorleone-crush-monitor",
      "name": "Crush Monitor",
      "owner": "FerryCorleone",
      "category": "domain-tools",
      "repoUrl": "https://github.com/FerryCorleone/crush-monitor",
      "evidenceUrl": "https://github.com/FerryCorleone/crush-monitor/blob/c4fc2974b4eb33e5fa117aa0a8fbb5935a7dae86/server/provider.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 244,
      "summary": {
        "en": "A local chat-analysis app using Jev for emotion, intent, and reply checks.",
        "zh": "用 Jev 分析聊天情绪、意图与回复质量的本地应用。",
        "ja": "Jev で会話の感情・意図・返信を確認するローカルアプリ。"
      },
      "decision": {
        "en": "Scores message intent and the quality of a proposed reply from a conversation.",
        "zh": "根据对话评估消息意图和候选回复质量。",
        "ja": "会話からメッセージの意図と返信案の質を評価します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/FerryCorleone/crush-monitor/blob/c4fc2974b4eb33e5fa117aa0a8fbb5935a7dae86/server/provider.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-visual",
      "name": "JEV Visual",
      "owner": "hr98w",
      "category": "open-models",
      "repoUrl": "https://github.com/hr98w/jev-visual",
      "evidenceUrl": "https://github.com/hr98w/jev-visual/blob/19af545f096e8db4c4dd5d47aed42d92ec252111/jev_visual/scoring.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/hr98w/jev-visual/blob/19af545f096e8db4c4dd5d47aed42d92ec252111/jev_visual/scoring.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 243,
      "summary": {
        "en": "An educational JEV-like visual inference experiment on Apple Silicon with shared context scoring.",
        "zh": "在 Apple Silicon 上的教学向类 JEV 视觉推理实验，共享上下文直接给候选打分。",
        "ja": "Apple Silicon 上の教育向け JEV 風ビジョン推論。共有コンテキストで候補を直接採点。"
      },
      "decision": {
        "en": "Scores visual or textual candidates in one forward pass and returns calibrated probabilities.",
        "zh": "一次前向为视觉或文本候选打分，并返回校准概率。",
        "ja": "1 回の前向き計算で視覚／テキスト候補を採点し、校正確率を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jkudish:jev-browser",
      "name": "JEV Browser",
      "owner": "jkudish",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/jkudish/jev-browser",
      "evidenceUrl": "https://github.com/jkudish/jev-browser/blob/8d90c51bedbe7cd07596bfaa532ded019a31d2a8/src/navigate.ts#L1",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jkudish/jev-browser/blob/8d90c51bedbe7cd07596bfaa532ded019a31d2a8/src/navigate.ts#L1"
      },
      "language": "",
      "license": "MIT",
      "starsAtCapture": 240,
      "summary": {
        "en": "Drives a browser from a task and URL, returning the final page, screenshot and action trace.",
        "zh": "给定任务与网址后驱动浏览器，返回最终页面、截图和逐步操作记录。",
        "ja": "タスクと URL からブラウザを起動し、最終ページ、スクリーンショット、アクション トレースを返します。"
      },
      "decision": {
        "en": "Chooses DOM actions and judges goal completion or stalled progress; a separate model can supply typed text.",
        "zh": "从 DOM 控件选择点击、输入、选择或滚动，并判断目标是否完成、流程是否卡住。",
        "ja": "DOM アクションを選択し、目標の完了または進行の停滞を判断します。別のモデルでは、入力されたテキストを提供できます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "monteduro-killmyidea",
      "name": "Kill My Idea",
      "owner": "monteduro",
      "category": "domain-tools",
      "repoUrl": "https://github.com/monteduro/killmyidea",
      "evidenceUrl": "https://github.com/monteduro/killmyidea/blob/84f37b2e96922ccab12dcf44af2bf071bbdbf4c0/src/lib/typesafe.ts",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 233,
      "summary": {
        "en": "A startup-idea checker that asks Jev bounded scoring questions.",
        "zh": "向 Jev 提出有限评分问题的创业想法评估工具。",
        "ja": "Jev に限定した採点質問を行う事業アイデア評価ツール。"
      },
      "decision": {
        "en": "Scores idea criteria and applies a local rule to classify the outcome.",
        "zh": "给想法的各项标准打分，再由本地规则确定结果。",
        "ja": "評価基準を採点し、ローカルのルールで結果を分類します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/monteduro/killmyidea/blob/84f37b2e96922ccab12dcf44af2bf071bbdbf4c0/src/lib/typesafe.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-codex-router",
      "name": "JEV Codex Router",
      "owner": "0xNatoshi",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/0xNatoshi/jev-codex-router",
      "evidenceUrl": "https://github.com/0xNatoshi/jev-codex-router/blob/8292b519659280884627a962c826ac7721136a64/server/jev_server.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/0xNatoshi/jev-codex-router/blob/8292b519659280884627a962c826ac7721136a64/server/jev_server.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 229,
      "summary": {
        "en": "Uses Jev to classify each Codex turn, then applies local rules to choose the model, reasoning effort, and speed mode.",
        "zh": "每轮先让 Jev 判断任务类型与难度，再由本地策略为 Codex 选模型、思考深度和速度档。",
        "ja": "JEV で Codex の各ターンを分類し、ローカルルールに従ってモデル、推論強度、速度モードを選びます。"
      },
      "decision": {
        "en": "Classifies task difficulty and reasoning needs before local policy selects a model configuration.",
        "zh": "对当前轮次的任务层级与推理需求分类，本地规则据此选择模型配置。",
        "ja": "ローカルポリシーがモデル設定を選ぶ前に、タスクの難易度と必要な推論強度を分類します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "quackd-jev-stepper",
      "name": "quackd · Jev Stepper",
      "owner": "rokbenko",
      "category": "domain-tools",
      "starsAtCapture": 229,
      "language": "Python",
      "license": "Apache-2.0",
      "summary": {
        "en": "A robot orchestration CLI with an optional System One stepper that chooses among permitted discrete robot calls.",
        "zh": "机器人编排 CLI，可选 System One 步进器在已许可的离散机器人调用中做选择。",
        "ja": "許可済みの離散ロボット呼び出しから選ぶ任意 System One ステッパー付きロボット制御 CLI。"
      },
      "decision": {
        "en": "Routes Choice and Noul questions through the TypeSafe System One client while the executor keeps safety gates.",
        "zh": "通过 TypeSafe System One 客户端路由 Choice 与 Noul，执行器仍保留安全门。",
        "ja": "Choice と Noul を TypeSafe System One クライアント経由で送り、実行側が安全ゲートを維持します。"
      },
      "repoUrl": "https://github.com/rokbenko/quackd",
      "evidenceUrl": "https://github.com/rokbenko/quackd/blob/1250c05fd29fc388868366678917119d63146242/quackd/agent/decision/systemone.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/rokbenko/quackd/blob/1250c05fd29fc388868366678917119d63146242/quackd/agent/decision/systemone.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kitze:skillbox",
      "name": "Skillbox",
      "owner": "kitze",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/kitze/skillbox",
      "evidenceUrl": "https://github.com/kitze/skillbox/blob/d83ba4ecd254c8dfa6a759d1feb5141384e26a9e/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kitze/skillbox/blob/d83ba4ecd254c8dfa6a759d1feb5141384e26a9e/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 229,
      "summary": {
        "en": "A self-hosted, versioned Agent skills library with optional Jev recommendations.",
        "zh": "自建一个有版本管理的 Agent 技能库，还能选配 Jev 推荐：告诉它当前任务，从你有权限使用的技能里挑更相关的。",
        "ja": "オプションの JEV 推奨事項を備えた自己ホスト型のバージョン管理されたエージェント スキル ライブラリ。"
      },
      "decision": {
        "en": "Jev scores task relevance among skills the client is allowed to access.",
        "zh": "对候选技能逐项评估任务相关度，再由应用整理推荐结果。",
        "ja": "JEV は、クライアントがアクセスを許可されているスキル間のタスクの関連性をスコア付けします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "typesafe-ai:typesafe-sdk-js",
      "name": "TypeSafe SDK Js",
      "owner": "typesafe-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/typesafe-ai/typesafe-sdk-js",
      "evidenceUrl": "https://github.com/typesafe-ai/typesafe-sdk-js/blob/66880ccded6cb642dc1809620c2b108c33730214/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/typesafe-ai/typesafe-sdk-js/blob/66880ccded6cb642dc1809620c2b108c33730214/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 226,
      "summary": {
        "en": "The JavaScript and TypeScript SDK published by TypeSafe, with typed Jev requests and answers.",
        "zh": "TypeSafe 组织发布的 JavaScript 与 TypeScript SDK，提供 Jev 请求和回答类型。",
        "ja": "TypeSafe によって公開された JavaScript および TypeScript SDK (型指定された JEV リクエストと回答を含む)。"
      },
      "decision": {
        "en": "systemOne submits state and named questions and infers answer types from the questions.",
        "zh": "systemOne 提交状态与命名问题，并按问题类型推导返回答案。",
        "ja": "systemOne は、状態と名前付きの質問を送信し、質問から回答タイプを推測します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jeff",
      "name": "Jeff",
      "owner": "logan-markewich",
      "category": "open-models",
      "repoUrl": "https://github.com/logan-markewich/jeff",
      "evidenceUrl": "https://github.com/logan-markewich/jeff/blob/34b32f99a727c47b679adde33f4702a001e02979/README.md",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 219,
      "summary": {
        "en": "A self-hosted Jev-compatible service powered by GliFormer.",
        "zh": "基于 GliFormer、可自托管的 JEV 兼容服务。",
        "ja": "GliFormer を利用したセルフホスト型の JEV 互換サービス。"
      },
      "decision": {
        "en": "Preserves the decision API while running the classifier locally.",
        "zh": "保留简洁的决策 API，同时在本地运行分类器。",
        "ja": "分類子をローカルで実行している間、意思決定 API を保持します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/LoganMarkewich/status/2101142971223781587",
        "author": "@LoganMarkewich",
        "views": 29163
      }
    },
    {
      "id": "ipenywis-laya-ultrafast",
      "name": "Laya Ultrafast",
      "owner": "ipenywis",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/ipenywis/laya-ultrafast",
      "evidenceUrl": "https://github.com/ipenywis/laya-ultrafast/blob/571431b7d142d54f49ad962d9d083d9b7bb20040/laya_ultrafast/laya.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 217,
      "summary": {
        "en": "A local open-weight port of Jev Ultrafast for Apple Silicon browsers.",
        "zh": "面向 Apple Silicon 的 Jev Ultrafast 本地开放权重移植版。",
        "ja": "Apple Silicon 向けに Jev Ultrafast をローカルの公開モデルへ移植した版。"
      },
      "decision": {
        "en": "Uses Laya to choose bounded browser actions from page state.",
        "zh": "用 Laya 根据页面状态选择有限浏览器动作。",
        "ja": "Laya がページ状態から限られたブラウザ操作を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ipenywis/laya-ultrafast/blob/571431b7d142d54f49ad962d9d083d9b7bb20040/laya_ultrafast/laya.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "notra",
      "name": "Notra",
      "owner": "usenotra",
      "category": "interfaces",
      "repoUrl": "https://github.com/usenotra/notra",
      "evidenceUrl": "https://github.com/usenotra/notra/blob/f792a620ef1066b34665ec84c6f55fc9ca5d9954/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/usenotra/notra/blob/f792a620ef1066b34665ec84c6f55fc9ca5d9954/README.md"
      },
      "language": "TypeScript",
      "license": "AGPL-3.0",
      "starsAtCapture": 213,
      "summary": {
        "en": "A product that turns work artifacts into publishable content with agent skill hooks.",
        "zh": "把工作产物转成可发布内容的产品，并挂接 Agent Skill。",
        "ja": "作業成果を公開コンテンツに変え、Agent Skill を接続するプロダクト。"
      },
      "decision": {
        "en": "Uses skill-guided steps to decide what to extract and how to package content.",
        "zh": "用 Skill 引导的步骤决定提取什么内容、如何打包发布。",
        "ja": "Skill 案内の手順で、何を抽出しどう梱包するかを決めます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "abide",
      "name": "Abide",
      "owner": "coldteadotai",
      "category": "safety-review",
      "repoUrl": "https://github.com/coldteadotai/abide",
      "evidenceUrl": "https://github.com/coldteadotai/abide/blob/ec3352e873163b74aca1ac9cf3bd0ea69a97723a/README.md",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 210,
      "summary": {
        "en": "A coding-agent rule layer for constraints that ordinary linters cannot express.",
        "zh": "为普通 Linter 难以表达的项目规则增加 Agent 级约束。",
        "ja": "通常のリンターでは表現できない制約を扱う、コーディング Agent 向けルール層。"
      },
      "decision": {
        "en": "Scores each agent turn against semantic rules and returns targeted corrections.",
        "zh": "逐轮对照语义规则评分，并把需要修正的约束返回给 Agent。",
        "ja": "セマンティック ルールに対してエージェントが反抗するたびにスコアを付け、対象を絞った修正を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/OhansEmmanuel/status/2101034822760288452",
        "author": "@OhansEmmanuel",
        "views": 108458
      }
    },
    {
      "id": "siftrank-jev",
      "name": "SiftRank · JEV",
      "owner": "noperator",
      "category": "search-data",
      "starsAtCapture": 209,
      "language": "Go",
      "license": "MIT",
      "summary": {
        "en": "A command-line ranking tool that uses JEV to find relevant items in large collections.",
        "zh": "使用 JEV 在大型集合中寻找相关条目的命令行排序工具。",
        "ja": "JEV を使って大規模コレクションから関連項目を探す CLI ランキングツール。"
      },
      "decision": {
        "en": "Scores candidates in batches and applies convergence rules before returning the highest-value subset.",
        "zh": "批量评分候选，并在返回最高价值子集前应用收敛规则。",
        "ja": "候補をバッチ採点し、収束ルールを適用してから価値の高い部分集合を返します。"
      },
      "repoUrl": "https://github.com/noperator/siftrank",
      "evidenceUrl": "https://github.com/noperator/siftrank/blob/03e7afe3289a204ea3dcc51613cea91877a651de/pkg/siftrank/jev_provider.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/noperator/siftrank/blob/03e7afe3289a204ea3dcc51613cea91877a651de/pkg/siftrank/jev_provider.go"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "omnijev-awesome-gallery",
      "name": "Awesome JEV Gallery",
      "owner": "OmniJev",
      "category": "developer-tools",
      "repoUrl": "https://github.com/OmniJev/awesome-jev-gallery",
      "evidenceUrl": "https://github.com/OmniJev/awesome-jev-gallery/blob/2b84d22ab0fb9e54098788955187feb023c40ab3/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/OmniJev/awesome-jev-gallery/blob/2b84d22ab0fb9e54098788955187feb023c40ab3/README.md"
      },
      "language": "JavaScript",
      "license": "NOASSERTION",
      "starsAtCapture": 208,
      "summary": {
        "en": "A gallery of System One papers, open reproductions, and independent evaluations.",
        "zh": "汇总 System One 论文、开放复现与独立评测的 Gallery。",
        "ja": "System One の論文、オープン再現、独立評価を集めたギャラリー。"
      },
      "decision": {
        "en": "Connects model implementations with research and evaluation evidence.",
        "zh": "把模型实现与研究、评测证据关联起来。",
        "ja": "モデル実装を研究および評価の根拠と結び付けます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "niazmorshed2007:jev-review",
      "name": "JEV Review",
      "owner": "NiazMorshed2007",
      "category": "developer-tools",
      "repoUrl": "https://github.com/NiazMorshed2007/jev-review",
      "evidenceUrl": "https://github.com/NiazMorshed2007/jev-review/blob/57690af54ef7d862c2483342c1e61c14dffcf727/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/NiazMorshed2007/jev-review/blob/57690af54ef7d862c2483342c1e61c14dffcf727/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 206,
      "summary": {
        "en": "A local MCP code-quality reviewer returning structured scores to coding Agents.",
        "zh": "供编码 Agent 使用的本地 MCP 代码质量检查器，返回多个维度的结构化评分。",
        "ja": "ローカルの MCP コード品質レビュアーが、構造化スコアをコーディング Agent に返します。"
      },
      "decision": {
        "en": "Jev scores correctness, complexity, tests and security; code ranks areas to improve.",
        "zh": "Jev 对正确性、复杂度、测试和安全等维度评分，程序汇总优先改进项。",
        "ja": "JEV は、正確さ、複雑さ、テスト、およびセキュリティをスコア付けします。コードは改善すべき領域をランク付けします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "typesafe-ai:typesafe-sdk-python",
      "name": "TypeSafe SDK Python",
      "owner": "typesafe-ai",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/typesafe-ai/typesafe-sdk-python",
      "evidenceUrl": "https://github.com/typesafe-ai/typesafe-sdk-python/blob/2ce5c65f13646cab6e6f782328194c9d85f3300a/src/typesafe_sdk/_core/client/sync/client.py#L206-L221",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/typesafe-ai/typesafe-sdk-python/blob/2ce5c65f13646cab6e6f782328194c9d85f3300a/src/typesafe_sdk/_core/client/sync/client.py#L206-L221"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 205,
      "summary": {
        "en": "Official TypeSafe Python SDK with synchronous and asynchronous clients for Jev System One, plus question and answer types.",
        "zh": "TypeSafe 官方 Python SDK，提供 Jev System One 的同步、异步客户端及问题和回答类型。",
        "ja": "JEV System One の同期および非同期クライアントを備えた公式 TypeSafe Python SDK、および質問と回答のタイプ。"
      },
      "decision": {
        "en": "system_one sends context and choice, score or yes/no questions to the API, then parses answers by question name.",
        "zh": "system_one 将上下文与选择、评分或是非问题提交到 API，并按问题名称解析返回的回答。",
        "ja": "system_one は、コンテキストと選択肢、スコア、またははい/いいえの質問を API に送信し、質問名で回答を解析します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kitze:unclutter",
      "name": "Unclutter",
      "owner": "kitze",
      "category": "safety-review",
      "repoUrl": "https://github.com/kitze/unclutter",
      "evidenceUrl": "https://github.com/kitze/unclutter/blob/9ef9beccc1e57b4e3115ae68644b8fc9c19c29f6/lib/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kitze/unclutter/blob/9ef9beccc1e57b4e3115ae68644b8fc9c19c29f6/lib/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 203,
      "summary": {
        "en": "A browser extension using Jev to identify ads, promotions, and subscription popups and save reusable hiding rules.",
        "zh": "用 Jev 帮浏览器扩展识别网页中的广告、促销与订阅弹窗，并保存可复用的隐藏规则。",
        "ja": "JEV を使用して広告、プロモーション、購読ポップアップを識別し、再利用可能な非表示ルールを保存するブラウザ拡張機能。"
      },
      "decision": {
        "en": "Evaluates candidate page elements before the extension applies local hiding rules.",
        "zh": "对候选页面元素做结构化判断，再由扩展应用本地隐藏规则。",
        "ja": "拡張機能がローカルの非表示ルールを適用する前に、候補のページ要素を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "fatwang2-awesome-jev",
      "name": "Awesome JEV (fatwang2)",
      "owner": "fatwang2",
      "category": "developer-tools",
      "repoUrl": "https://github.com/fatwang2/awesome-jev",
      "evidenceUrl": "https://github.com/fatwang2/awesome-jev/blob/f036095ba8203001d40be955f3486cd3e0d0a81b/.github/workflows/jev-review.yml",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/fatwang2/awesome-jev/blob/f036095ba8203001d40be955f3486cd3e0d0a81b/.github/workflows/jev-review.yml"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 198,
      "summary": {
        "en": "A source-backed JEV directory plus a reusable JEV-only GitHub review workflow.",
        "zh": "有源码依据的 JEV 目录，并附带可复用的纯 JEV GitHub Review 工作流。",
        "ja": "根拠付き JEV ディレクトリと、再利用可能な JEV 専用 GitHub Review ワークフロー。"
      },
      "decision": {
        "en": "Runs JEV over pull-request signals to produce review judgments in CI.",
        "zh": "在 CI 里用 JEV 阅读 PR 信号并产出审查判断。",
        "ja": "CI で PR 信号を JEV に渡し、レビュー判断を出します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "embodied-jev",
      "name": "Embodied JEV",
      "owner": "FBddcz",
      "category": "domain-tools",
      "repoUrl": "https://github.com/FBddcz/embodied-jev",
      "evidenceUrl": "https://github.com/FBddcz/embodied-jev/blob/687210b62f3fad831295ebb1b83dab0b4e013baa/src/embodied_jev/policies.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 191,
      "summary": {
        "en": "An embodied-agent evaluation stack comparing JEV with local and general-model decision policies.",
        "zh": "面向具身 Agent 的评测栈，用于比较 JEV、本地模型与通用模型决策策略。",
        "ja": "JEV、ローカルモデル、汎用モデルの判断ポリシーを比較する身体化 Agent 評価基盤です。"
      },
      "decision": {
        "en": "Offers legal actions as bounded choices, validates returned probabilities, and keeps execution under local policy.",
        "zh": "把合法动作作为有限选项提交，校验返回概率，并由本地策略控制执行。",
        "ja": "許可済み操作を有限候補として提示し、返却確率を検証したうえで実行はローカルポリシーが管理します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/FBddcz/embodied-jev/blob/687210b62f3fad831295ebb1b83dab0b4e013baa/src/embodied_jev/policies.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "knuckles92:openwhisper",
      "name": "OpenWhisper",
      "owner": "Knuckles92",
      "category": "interfaces",
      "repoUrl": "https://github.com/Knuckles92/OpenWhisper",
      "evidenceUrl": "https://github.com/Knuckles92/OpenWhisper/blob/9e83653df183096104769e302a3c907cb277c551/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Knuckles92/OpenWhisper/blob/9e83653df183096104769e302a3c907cb277c551/README.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 187,
      "summary": {
        "en": "A dictation and meeting-notes app with optional Jev checks for topic changes, note-taker instructions and sensitive text.",
        "zh": "语音听写与会议记录应用，可选用 Jev 检查话题变化、面向记录助手的指令和敏感文本。",
        "ja": "オプションの JEV を備えたディクテーションと会議メモのアプリは、トピックの変更、メモを取る指示、機密テキストをチェックします。"
      },
      "decision": {
        "en": "Makes bounded transcript judgments for checkpoints, note-taking actions or screening before remote text cleanup.",
        "zh": "对转录片段做有边界的判断，辅助触发会议检查点、记录操作或远程文本清理前的筛查。",
        "ja": "チェックポイント、メモを取るアクション、またはリモート テキスト クリーンアップ前のスクリーニングについて、制限されたトランスクリプトの判断を行います。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ai-python-jev-evaluate",
      "name": "AI SDK Python · Jev Evaluate",
      "owner": "vercel-labs",
      "category": "sdk-integrations",
      "starsAtCapture": 185,
      "language": "Python",
      "license": "Apache-2.0",
      "summary": {
        "en": "Vercel's AI SDK for Python with an experimental evaluate path that asks typed questions through typesafe-ai/jev.",
        "zh": "Vercel Python AI SDK 的实验性 evaluate 路径，可通过 typesafe-ai/jev 提问类型化问题。",
        "ja": "typesafe-ai/jev 経由で型付き質問を送る実験的 evaluate を備えた Vercel Python AI SDK。"
      },
      "decision": {
        "en": "Batches Choice, Score, and Boolean questions against shared state via the AI Gateway evaluation protocol.",
        "zh": "通过 AI Gateway 评估协议，对共享状态批量提交 Choice、Score 与布尔问题。",
        "ja": "AI Gateway の評価プロトコルで、共有状態に対し Choice・Score・真偽質問をまとめて送ります。"
      },
      "repoUrl": "https://github.com/vercel-labs/ai-python",
      "evidenceUrl": "https://github.com/vercel-labs/ai-python/blob/7b406c2f6428e97d8366b090f3f37d6ac0d01337/src/ai/ops/evaluation.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vercel-labs/ai-python/blob/7b406c2f6428e97d8366b090f3f37d6ac0d01337/src/ai/ops/evaluation.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "compact-adviser",
      "name": "Compact Adviser",
      "owner": "kunchenguid",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/kunchenguid/compact-adviser",
      "evidenceUrl": "https://github.com/kunchenguid/compact-adviser/blob/d1655faa16a22b68bff60c3d7deb0123e1e52a53/packages/codex-plugin/skills/compact-adviser/SKILL.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kunchenguid/compact-adviser/blob/d1655faa16a22b68bff60c3d7deb0123e1e52a53/packages/codex-plugin/skills/compact-adviser/SKILL.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 180,
      "summary": {
        "en": "A coding-agent skill/plugin that advises when to compact context to save tokens.",
        "zh": "编码 Agent 的 Skill/插件：建议何时压缩上下文以节省 token。",
        "ja": "いつコンテキストを圧縮してトークンを節約するかを助言するコーディング Agent Skill。"
      },
      "decision": {
        "en": "Judges whether the session looks complete enough to compact safely.",
        "zh": "判断当前会话是否已足够完整、可以安全压缩。",
        "ja": "セッションが十分完了して安全に圧縮できるかを判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-gateway",
      "name": "jev-gateway",
      "owner": "vinilana",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/vinilana/jev-gateway",
      "evidenceUrl": "https://github.com/vinilana/jev-gateway/blob/9463952bf118773fb955427d2725a98f76546233/README.md",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 179,
      "summary": {
        "en": "A gateway for inserting Jev decisions into Claude Code and Codex tool flows.",
        "zh": "把 JEV 判断接入 Claude Code 与 Codex 工具流程的网关。",
        "ja": "JEV 決定を Claude Code および Codex ツール フローに挿入するためのゲートウェイ。"
      },
      "decision": {
        "en": "Delegates bounded tool-choice judgments while the coding agent owns the broader task.",
        "zh": "把有限的工具选择判断分离出来，完整任务仍由编码 Agent 负责。",
        "ja": "コーディングエージェントがより広範なタスクを所有する一方で、限定されたツール選択の判断を委任します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/oviniciuslana/status/2101057880640127230",
        "author": "@oviniciuslana",
        "views": 53439
      }
    },
    {
      "id": "quentincody:interlinked-cli",
      "name": "Interlinked CLI",
      "owner": "QuentinCody",
      "category": "safety-review",
      "repoUrl": "https://github.com/QuentinCody/interlinked-cli",
      "evidenceUrl": "https://github.com/QuentinCody/interlinked-cli/blob/207330d8131c5203ecc74e9fd4c24ba416463718/src/harness/jev/client.ts#L14",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/QuentinCody/interlinked-cli/blob/207330d8131c5203ecc74e9fd4c24ba416463718/src/harness/jev/client.ts#L14"
      },
      "language": "",
      "license": "MIT",
      "starsAtCapture": 178,
      "summary": {
        "en": "Interlinked adds optional Jev judgments and evidence checks to local coding-agent checks.",
        "zh": "Interlinked 在编程 Agent 的本地检查之外，提供可选 Jev 判断与证据检查。",
        "ja": "Interlinked は、任意の JEV 判断と根拠チェックをローカルのコーディング Agent 検査に追加します。"
      },
      "decision": {
        "en": "Assesses inputs such as test names, documentation claims and supporting evidence.",
        "zh": "评估测试名称、文档声明和对应证据等输入，给规则流程补充语义判断。",
        "ja": "テスト名、文書の主張、裏付けとなる証拠などの入力を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "djev-spark",
      "name": "djev-spark",
      "owner": "mmastrac",
      "category": "open-models",
      "repoUrl": "https://github.com/mmastrac/djev-spark",
      "evidenceUrl": "https://github.com/mmastrac/djev-spark/blob/1444f3e927f83ba508e5b28a4fd4fdd9ecd0976b/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mmastrac/djev-spark/blob/1444f3e927f83ba508e5b28a4fd4fdd9ecd0976b/README.md"
      },
      "language": "HTML",
      "license": "Not declared",
      "starsAtCapture": 176,
      "summary": {
        "en": "A DGX Spark container recipe for running DiffusionGemma NVFP4 structured decisions.",
        "zh": "在 DGX Spark 上跑 DiffusionGemma NVFP4 结构化决策的容器配方。",
        "ja": "DGX Spark 上で DiffusionGemma NVFP4 構造化意思決定を動かすコンテナレシピ。"
      },
      "decision": {
        "en": "Packages local diffusion decision serving so apps can query typed outcomes on-box.",
        "zh": "把本地 diffusion 决策服务打包，供应用在机器上查询类型化结果。",
        "ja": "ローカル diffusion 意思決定サービスを梱包し、箱内で型付き結果を問い合わせ可能にします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "billionsbobby-jevrouter",
      "name": "JevRouter",
      "owner": "BillionsBobby",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/BillionsBobby/JevRouter",
      "evidenceUrl": "https://github.com/BillionsBobby/JevRouter/blob/715970774ae8070e958e83ac9b1a780b32a9184c/src/provider.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/BillionsBobby/JevRouter/blob/715970774ae8070e958e83ac9b1a780b32a9184c/src/provider.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 173,
      "summary": {
        "en": "A lightweight JEV router for models, tools, and subagents.",
        "zh": "用于模型、工具与子 Agent 的轻量 JEV 路由器。",
        "ja": "モデル、ツール、サブ Agent 向けの軽量 JEV ルーター。"
      },
      "decision": {
        "en": "Chooses a model, tool, or subagent from caller-supplied candidates.",
        "zh": "从调用方提供的候选中选择模型、工具或子 Agent。",
        "ja": "呼び出し側が与えた候補からモデル、ツール、サブ Agent を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "perch",
      "name": "Perch",
      "owner": "lakeday-org",
      "category": "developer-tools",
      "repoUrl": "https://github.com/lakeday-org/perch",
      "evidenceUrl": "https://github.com/lakeday-org/perch/blob/54a38d6034264dc507e97294b82316c347fe5a5e/src/systemone.js",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/lakeday-org/perch/blob/54a38d6034264dc507e97294b82316c347fe5a5e/src/systemone.js"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 170,
      "summary": {
        "en": "Semantic code linting that asks JEV / System One whether findings should fire.",
        "zh": "语义代码检查：用 JEV / System One 判断某条发现是否该触发。",
        "ja": "発見を発火すべきかを JEV / System One に問うセマンティック lint。"
      },
      "decision": {
        "en": "Scores lint candidates against project rules before reporting issues.",
        "zh": "在报告问题前，按项目规则给 lint 候选项打分。",
        "ja": "問題報告の前に、プロジェクト規則で lint 候補を採点します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "standardagents:jevpilot",
      "name": "Jevpilot",
      "owner": "standardagents",
      "category": "domain-tools",
      "repoUrl": "https://github.com/standardagents/jevpilot",
      "evidenceUrl": "https://github.com/standardagents/jevpilot/blob/e1beeb13b9a928fb76f167f86af584f4ce9cf180/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/standardagents/jevpilot/blob/e1beeb13b9a928fb76f167f86af584f4ce9cf180/README.md"
      },
      "language": "JavaScript",
      "license": "Unknown",
      "starsAtCapture": 169,
      "summary": {
        "en": "A browser driving simulator where Jev chooses among locally generated paths and speeds.",
        "zh": "在浏览器里开一辆小车，让 Jev 从提前算好的路线和速度里选下一步。",
        "ja": "JEV がローカルで生成されたパスと速度の中から選択するブラウザー運転シミュレーター。"
      },
      "decision": {
        "en": "Jev reads road and traffic state and selects motion; geometry, collision prediction and braking remain local.",
        "zh": "读取路况、附近车辆和候选轨迹，选择转向与速度；碰撞预测和紧急刹车由代码处理。",
        "ja": "JEV は道路と交通の状態を読み取り、動きを選択します。ジオメトリ、衝突予測、ブレーキはローカルのままです。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "michaelliv:runline",
      "name": "Runline",
      "owner": "Michaelliv",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/Michaelliv/runline",
      "evidenceUrl": "https://github.com/Michaelliv/runline/blob/6bdddfa82cd95b6b9a07e57fd93a271ae83a0d1b/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Michaelliv/runline/blob/6bdddfa82cd95b6b9a07e57fd93a271ae83a0d1b/README.md"
      },
      "language": "TypeScript",
      "license": "Unknown",
      "starsAtCapture": 163,
      "summary": {
        "en": "A TypeSafe plugin exposing Jev decisions as callable actions in Runline Agent JavaScript.",
        "zh": "Runline 的 TypeSafe 插件，把 Jev 判断作为 Agent JavaScript 可调用的动作。",
        "ja": "Runline Agent JavaScript で呼び出し可能なアクションとして JEV 決定を公開する TypeSafe プラグイン。"
      },
      "decision": {
        "en": "evaluate, choice, score and noul actions submit questions and retain answers and usage.",
        "zh": "evaluate、choice、score、noul 等动作提交问题并保留模型答案和用量。",
        "ja": "評価、選択、スコア、および noul アクションは質問を送信し、回答と使用法を保持します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "agricidaniel-jev-seo",
      "name": "jev-seo · Python",
      "owner": "AgriciDaniel",
      "category": "domain-tools",
      "repoUrl": "https://github.com/AgriciDaniel/jev-seo",
      "evidenceUrl": "https://github.com/AgriciDaniel/jev-seo/blob/55a184a3b0d09565a4c84268f725a47784e62528/jevseo/jev.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 153,
      "summary": {
        "en": "A live SEO audit that combines crawl evidence with narrow Jev judgments.",
        "zh": "结合抓取证据与 Jev 有限判断的实时 SEO 审计工具。",
        "ja": "クロールの根拠と Jev の限定した判断を組み合わせる SEO 監査ツール。"
      },
      "decision": {
        "en": "Evaluates semantic page checks after deterministic crawling and parsing.",
        "zh": "在确定性抓取和解析后评估页面语义检查项。",
        "ja": "確定的なクロール・解析の後にページの意味的な項目を判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AgriciDaniel/jev-seo/blob/55a184a3b0d09565a4c84268f725a47784e62528/jevseo/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "hellogumbo-awesome-jev",
      "name": "Awesome Jev",
      "owner": "hellogumbo",
      "category": "developer-tools",
      "repoUrl": "https://github.com/hellogumbo/awesome-jev",
      "evidenceUrl": "https://github.com/hellogumbo/awesome-jev/blob/e18fa74fa53e27395a074cf94c7a127e912fb090/data/projects.json",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/hellogumbo/awesome-jev/blob/e18fa74fa53e27395a074cf94c7a127e912fb090/data/projects.json"
      },
      "language": "JavaScript",
      "license": "CC0-1.0",
      "starsAtCapture": 149,
      "summary": {
        "en": "The source catalogue behind awesomejev.com, covering repos, integrations, demos, and research.",
        "zh": "awesomejev.com 的源数据目录，覆盖仓库、集成、演示与研究。",
        "ja": "awesomejev.com の元カタログで、リポジトリ、連携、デモ、研究を収録。"
      },
      "decision": {
        "en": "Indexes the wider ecosystem while separating repositories, sites, and articles.",
        "zh": "索引更广的生态，并区分仓库、网站与文章。",
        "ja": "広いエコシステムを索引化し、リポジトリ、サイト、記事を区別します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ctnicholas-jev-workflow-builder",
      "name": "jev-workflow-builder",
      "owner": "CTNicholas",
      "category": "interfaces",
      "repoUrl": "https://github.com/CTNicholas/jev-workflow-builder",
      "evidenceUrl": "https://github.com/CTNicholas/jev-workflow-builder/blob/9a652d22216028a64ccaa7468754e45e1860618b/app/workflow/server/typesafe.ts",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 148,
      "summary": {
        "en": "A visual multiplayer builder for workflows that call Jev and text models.",
        "zh": "可视化协作搭建 Jev 与文本模型工作流的工具。",
        "ja": "Jev とテキストモデルを使うフローを共同編集できるビジュアルツール。"
      },
      "decision": {
        "en": "Runs configured Jev questions inside a user-defined workflow graph.",
        "zh": "在用户配置的工作流图中执行 Jev 问题。",
        "ja": "設定されたフロー内で Jev の質問を実行します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/CTNicholas/jev-workflow-builder/blob/9a652d22216028a64ccaa7468754e45e1860618b/app/workflow/server/typesafe.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "llm2jev",
      "name": "LLM2Jev",
      "owner": "Yinsongxu",
      "category": "open-models",
      "starsAtCapture": 142,
      "language": "Python",
      "license": "Apache-2.0",
      "summary": {
        "en": "An adapter that turns local language models into JEV-compatible structured decision engines.",
        "zh": "把本地语言模型转成 JEV 兼容结构化决策引擎的适配器。",
        "ja": "ローカル言語モデルを JEV 互換の構造化判断エンジンへ変換するアダプタ。"
      },
      "decision": {
        "en": "Uses prefill-only binary inference to produce Choice, Score, and Noul probabilities.",
        "zh": "通过仅预填充的二元推理生成 Choice、Score 与 Noul 概率。",
        "ja": "prefill のみの二値推論で Choice・Score・Noul の確率を生成します。"
      },
      "repoUrl": "https://github.com/Yinsongxu/LLM2Jev",
      "evidenceUrl": "https://github.com/Yinsongxu/LLM2Jev/blob/6fbbf74fc604f92fc9b0b67f0989157bb2908229/src/llm2jev/inference/binary.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Yinsongxu/LLM2Jev/blob/6fbbf74fc604f92fc9b0b67f0989157bb2908229/src/llm2jev/inference/binary.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-pruner",
      "name": "JEV Pruner",
      "owner": "tamaratran",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/tamaratran/jev-pruner",
      "evidenceUrl": "https://github.com/tamaratran/jev-pruner/blob/47d017c34eab7690b95f075ce6f4839247c5dc0a/src/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/tamaratran/jev-pruner/blob/47d017c34eab7690b95f075ce6f4839247c5dc0a/src/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 140,
      "summary": {
        "en": "A Claude Code plugin that trims long Bash output with TypeSafe JEV before the model sees it.",
        "zh": "Claude Code 插件：在模型看到长 Bash 输出前，用 TypeSafe JEV 裁剪。",
        "ja": "長い Bash 出力をモデルに渡す前に TypeSafe JEV で刈り込む Claude Code プラグイン。"
      },
      "decision": {
        "en": "Decides which output slices stay useful versus safe to drop under a token budget.",
        "zh": "在 token 预算下判断哪些输出片段仍有用、哪些可丢弃。",
        "ja": "トークン予算の下で、残すべき出力断片と捨ててよい断片を判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "y0usaf:pi-jev",
      "name": "Pi JEV",
      "owner": "y0usaf",
      "category": "safety-review",
      "repoUrl": "https://github.com/y0usaf/pi-jev",
      "evidenceUrl": "https://github.com/y0usaf/pi-jev/blob/b3478fd4ca1ac8ffcb703f6dc8d6069b555f531e/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/y0usaf/pi-jev/blob/b3478fd4ca1ac8ffcb703f6dc8d6069b555f531e/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 140,
      "summary": {
        "en": "A Pi extension that flags tool risks before execution and checks output for secrets and failure types.",
        "zh": "Pi 编码 Agent 扩展：执行前提示工具风险，执行后检查秘密泄露与失败类型。",
        "ja": "実行前にツールのリスクにフラグを立て、出力のシークレットと障害タイプをチェックする Pi 拡張機能。"
      },
      "decision": {
        "en": "Jev scores destructive actions, scope and output risks; configuration chooses warnings or confirmation.",
        "zh": "Jev 给破坏性、越权和输出风险打分，配置决定提示还是请求确认。",
        "ja": "JEV は、破壊的なアクション、範囲、および出力リスクをスコア化します。設定では警告または確認を選択します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "neurolink-typesafe",
      "name": "NeuroLink · TypeSafe",
      "owner": "Juspay",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/Juspay/neurolink",
      "evidenceUrl": "https://github.com/Juspay/neurolink/blob/e2d87c355cf9e725ae5edc3c6db6c05fa659aaa0/src/lib/providers/typesafe.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 138,
      "summary": {
        "en": "NeuroLink ships a TypeSafe provider and classifier-routing support for JEV.",
        "zh": "NeuroLink 提供 TypeSafe Provider 与基于 JEV 的分类路由能力。",
        "ja": "NeuroLink は TypeSafe プロバイダーと JEV 分類ルーティングを提供します。"
      },
      "decision": {
        "en": "Validates typed decision requests, calls JEV directly or through a gateway, and normalizes answers for routing.",
        "zh": "校验类型化决策请求，直连或经网关调用 JEV，再将答案标准化用于路由。",
        "ja": "型付き判断リクエストを検証し、JEV を直接またはゲートウェイ経由で呼び出してルーティング用に整形します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Juspay/neurolink/blob/e2d87c355cf9e725ae5edc3c6db6c05fa659aaa0/src/lib/providers/typesafe.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "devmortimer:pi-warden",
      "name": "Pi Warden",
      "owner": "DevMortimer",
      "category": "safety-review",
      "repoUrl": "https://github.com/DevMortimer/pi-warden",
      "evidenceUrl": "https://github.com/DevMortimer/pi-warden/blob/e6c801679464b1a9624225114eb5fb443c27d823/src/guard.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/DevMortimer/pi-warden/blob/e6c801679464b1a9624225114eb5fb443c27d823/src/guard.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 136,
      "summary": {
        "en": "Adds checks for project rules, out-of-scope actions, repeated failures, and completion claims to Pi Agents.",
        "zh": "给 Pi Agent 加项目规则、越界操作、重复失败和完成声明的检查。",
        "ja": "プロジェクト ルール、範囲外のアクション、繰り返される失敗、完了要求のチェックを Pi エージェントに追加します。"
      },
      "decision": {
        "en": "Uses Jev to judge rule violations, irreversible actions, and task drift, feeding results back to the Agent.",
        "zh": "用 Jev 判断写入是否违反规则、操作是否不可逆或偏离任务，并把结果反馈到 Agent。",
        "ja": "JEV を使用してルール違反、取り消し不能なアクション、タスクのドリフトを判断し、結果をエージェントにフィードバックします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "dasheng-jev-reading",
      "name": "Dasheng",
      "owner": "wquguru",
      "category": "domain-tools",
      "repoUrl": "https://github.com/wquguru/dasheng",
      "evidenceUrl": "https://github.com/wquguru/dasheng/blob/1bacff4a075527e6c02da242a72d117e7cb3286b/lib/jev.js",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/wquguru/dasheng/blob/1bacff4a075527e6c02da242a72d117e7cb3286b/lib/jev.js"
      },
      "language": "JavaScript",
      "license": "Unknown",
      "starsAtCapture": 135,
      "summary": {
        "en": "A reading-practice app that combines streaming ASR with per-word JEV judgments.",
        "zh": "把流式 ASR 与 JEV 逐词判断结合的朗读练习应用。",
        "ja": "ストリーミング ASR と単語ごとの JEV 判断を組み合わせた音読練習アプリ。"
      },
      "decision": {
        "en": "Judges word matches, error classes, and sentence similarity from aligned text.",
        "zh": "根据对齐文本判断单词匹配、错误类别与句子相似度。",
        "ja": "整列済みテキストから単語一致、誤り分類、文の類似度を判断します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "romanslack:jev-drone",
      "name": "JEV Drone",
      "owner": "RomanSlack",
      "category": "domain-tools",
      "repoUrl": "https://github.com/RomanSlack/jev-drone",
      "evidenceUrl": "https://github.com/RomanSlack/jev-drone/blob/cbeb53ce4f17a06ea490ae43effcdad231143610/tactics.py#L184",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/RomanSlack/jev-drone/blob/cbeb53ce4f17a06ea490ae43effcdad231143610/tactics.py#L184"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 134,
      "summary": {
        "en": "A MuJoCo drone experiment deriving scene features from camera buffers for Jev tactical advice.",
        "zh": "MuJoCo 无人机仿真实验：从相机缓冲区提取场景，Jev 提供战术动作建议。",
        "ja": "JEV 戦術的なアドバイスのためにカメラ バッファーからシーンの特徴を導出する MuJoCo ドローン実験。"
      },
      "decision": {
        "en": "Uses range sectors, obstacle heights and target state to choose maneuvers and assess risk or target loss.",
        "zh": "根据距离扇区、障碍高度与目标状态选择机动、评估风险和目标丢失状态。",
        "ja": "範囲セクター、障害物の高さ、目標の状態を使用して、操縦を選択し、リスクや目標の損失を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "hackclub:ai",
      "name": "AI",
      "owner": "hackclub",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/hackclub/ai",
      "evidenceUrl": "https://github.com/hackclub/ai/blob/a76ea2cb159f707a60107935a5b2e0dbdc7455f5/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/hackclub/ai/blob/a76ea2cb159f707a60107935a5b2e0dbdc7455f5/README.md"
      },
      "language": "TypeScript",
      "license": "Unknown",
      "starsAtCapture": 133,
      "summary": {
        "en": "A Jev forwarding endpoint in the Hack Club AI proxy, using its authentication, limits and usage logging.",
        "zh": "Hack Club AI 代理中的 Jev 转发接口，复用已有鉴权、限额和用量记录。",
        "ja": "Hack Club AI プロキシの JEV 転送エンドポイント。認証、制限、使用状況ログを使用します。"
      },
      "decision": {
        "en": "Forwards authorized structured requests to TypeSafe and returns answers with usage accounting.",
        "zh": "把获准用户的结构化请求转发到 TypeSafe，返回模型结果并记录用量。",
        "ja": "承認された構造化リクエストを TypeSafe に転送し、使用量アカウンティングを含む回答を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "valentynkit-awesome-jev-typesafe",
      "name": "Awesome JEV TypeSafe",
      "owner": "valentynkit",
      "category": "developer-tools",
      "repoUrl": "https://github.com/valentynkit/awesome-jev-typesafe",
      "evidenceUrl": "https://github.com/valentynkit/awesome-jev-typesafe/blob/7eec7360d502826b51d1c8862c9fd2d76eecf6e4/readme.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/valentynkit/awesome-jev-typesafe/blob/7eec7360d502826b51d1c8862c9fd2d76eecf6e4/readme.md"
      },
      "language": "JavaScript",
      "license": "CC0-1.0",
      "starsAtCapture": 130,
      "summary": {
        "en": "A TypeSafe JEV resource list centered on typed, confidence-aware decisions.",
        "zh": "围绕类型化、置信度感知决策整理的 TypeSafe JEV 资源列表。",
        "ja": "型付きで信頼度を扱う判断を中心にした TypeSafe JEV 資料一覧。"
      },
      "decision": {
        "en": "Maps resources to Choice, Score, Noul, and integration patterns.",
        "zh": "把资源映射到 Choice、Score、Noul 与集成模式。",
        "ja": "資料を Choice、Score、Noul、連携パターンに対応付けます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-semgrep",
      "name": "jev-semgrep",
      "owner": "uehaj",
      "category": "search-data",
      "repoUrl": "https://github.com/uehaj/jev-semgrep",
      "evidenceUrl": "https://github.com/uehaj/jev-semgrep/blob/ba6ef50f85d0c5d6caa4db102ee4db4a08c85dd2/README.md",
      "language": "JavaScript",
      "license": "Not declared",
      "starsAtCapture": 130,
      "summary": {
        "en": "Meaning-based grep with multilingual AND, OR, NOT, and probability thresholds.",
        "zh": "支持跨语言 AND、OR、NOT 与概率阈值的“按意思搜索”grep。",
        "ja": "多言語の AND、OR、NOT、確率しきい値を使用した意味ベースの grep。"
      },
      "decision": {
        "en": "Scores whether each line satisfies a proposition, then applies grep controls locally.",
        "zh": "判断每行是否满足命题，再由本地代码应用 grep 控制项。",
        "ja": "各行が命題を満たすかどうかをスコアリングし、grep コントロールをローカルに適用します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false,
      "source": {
        "type": "x",
        "label": "Original X case",
        "url": "https://x.com/uehaj/status/2101198713834381716",
        "author": "@uehaj",
        "views": 81889
      }
    },
    {
      "id": "arc-cua-typesafe",
      "name": "Arc CUA · TypeSafe Policy",
      "owner": "shhivv",
      "category": "browser-computer-use",
      "starsAtCapture": 128,
      "language": "Python",
      "license": "MIT",
      "summary": {
        "en": "A fast computer-use action layer with a TypeSafe policy implementation.",
        "zh": "带 TypeSafe Policy 实现的高速 Computer Use 动作层。",
        "ja": "TypeSafe Policy 実装を備えた高速 Computer Use アクション層。"
      },
      "decision": {
        "en": "Selects the next allowed UI action from observed state while the local harness owns execution.",
        "zh": "根据观察状态选择下一步允许的 UI 动作，执行仍由本地 Harness 负责。",
        "ja": "観測状態から次の許可済み UI 操作を選び、実行はローカル Harness が担います。"
      },
      "repoUrl": "https://github.com/shhivv/arc-cua",
      "evidenceUrl": "https://github.com/shhivv/arc-cua/blob/6d47ce6c906d7d8586d3553e277c1c3611c4f6af/src/arc_cua/policies/typesafe.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/shhivv/arc-cua/blob/6d47ce6c906d7d8586d3553e277c1c3611c4f6af/src/arc_cua/policies/typesafe.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "building-with-jev-skill",
      "name": "Building with JEV Skill",
      "owner": "dbreunig",
      "category": "developer-tools",
      "repoUrl": "https://github.com/dbreunig/building-with-jev-skill",
      "evidenceUrl": "https://github.com/dbreunig/building-with-jev-skill/blob/04fe3666c6b8b8abfec1271c0e581c823a181f6d/skills/jev/SKILL.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/dbreunig/building-with-jev-skill/blob/04fe3666c6b8b8abfec1271c0e581c823a181f6d/skills/jev/SKILL.md"
      },
      "language": "Not declared",
      "license": "Not declared",
      "starsAtCapture": 128,
      "summary": {
        "en": "An agent skill for writing and improving programs that call JEV / System One.",
        "zh": "帮助编写与改进调用 JEV / System One 程序的 Agent Skill。",
        "ja": "JEV / System One を呼ぶプログラムの作成・改善を助ける Agent Skill。"
      },
      "decision": {
        "en": "Advises how to frame state and questions so JEV returns usable typed answers.",
        "zh": "指导如何组织 state 与 questions，让 JEV 返回可用的类型化答案。",
        "ja": "使える型付き回答になるよう、state と questions の組み立て方を助言します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "thinkflowlab-system1-agents",
      "name": "system1-agents",
      "owner": "ThinkFlowLab",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/ThinkFlowLab/system1-agents",
      "evidenceUrl": "https://github.com/ThinkFlowLab/system1-agents/blob/222e656a1a53d7d19c815d8ac66defaad557b1c5/s1a/decision_models/jev.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 128,
      "summary": {
        "en": "An agent framework with interchangeable Jev, Laya, and Cua-S1 decision backends.",
        "zh": "可切换 Jev、Laya 与 Cua-S1 决策后端的 Agent 框架。",
        "ja": "Jev・Laya・Cua-S1 の判断バックエンドを切り替えられる Agent フレームワーク。"
      },
      "decision": {
        "en": "Uses a selected decision backend to choose an action from task observations.",
        "zh": "由选定后端根据任务观察结果选择动作。",
        "ja": "選んだバックエンドがタスクの観測結果から操作を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ThinkFlowLab/system1-agents/blob/222e656a1a53d7d19c815d8ac66defaad557b1c5/s1a/decision_models/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "promethe-us-awesome-jev",
      "name": "Awesome JEV (Promethe-us)",
      "owner": "Promethe-us",
      "category": "developer-tools",
      "repoUrl": "https://github.com/Promethe-us/awesome-jev",
      "evidenceUrl": "https://github.com/Promethe-us/awesome-jev/blob/636623538eda3c363b8c396880ccdc8aba70d424/README.md",
      "language": "",
      "license": "MIT",
      "starsAtCapture": 122,
      "summary": {
        "en": "A source-backed bilingual collection of JEV resources, projects, research, and operational updates.",
        "zh": "带来源核验的双语 JEV 资源、项目、研究与动态合集。",
        "ja": "出典を確認した JEV の資料、プロジェクト、研究、運用情報をまとめた二言語コレクションです。"
      },
      "decision": {
        "en": "Separates official facts, author-reported experiments, and leads that still need verification.",
        "zh": "区分官方事实、作者自报实验与仍待验证的线索。",
        "ja": "公式情報、作者報告の実験、未確認の手掛かりを分けて整理します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Promethe-us/awesome-jev/blob/636623538eda3c363b8c396880ccdc8aba70d424/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "reflex-open-decision-model",
      "name": "Reflex",
      "owner": "kshetrajna12",
      "category": "open-models",
      "repoUrl": "https://github.com/kshetrajna12/reflex",
      "evidenceUrl": "https://github.com/kshetrajna12/reflex/blob/e21b3b23afdfeee7021a6604fa38f57e7ff5187f/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kshetrajna12/reflex/blob/e21b3b23afdfeee7021a6604fa38f57e7ff5187f/README.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 122,
      "summary": {
        "en": "A small open decision model that recreates the JEV/System One interface on Qwen.",
        "zh": "在 Qwen 上复现 JEV/System One 接口的小型开放决策模型。",
        "ja": "Qwen 上で JEV/System One インターフェースを再現する小型オープン判断モデル。"
      },
      "decision": {
        "en": "Returns calibrated probabilities for state plus typed questions.",
        "zh": "对状态与类型化问题返回校准概率。",
        "ja": "状態と型付き質問に対して較正済み確率を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "danieljvdm:effect-agent",
      "name": "Effect Agent",
      "owner": "danieljvdm",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/danieljvdm/effect-agent",
      "evidenceUrl": "https://github.com/danieljvdm/effect-agent/blob/88005e497e9b627eeb16d670f278903c57601da9/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/danieljvdm/effect-agent/blob/88005e497e9b627eeb16d670f278903c57601da9/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 121,
      "summary": {
        "en": "An Effect Agent TypeSafe decision provider for typed question sets and optional model selection.",
        "zh": "Effect Agent 的 TypeSafe 决策 provider，支持类型化问题集与可选模型选择。",
        "ja": "型付き質問セットと任意のモデル選択に対応する、Effect Agent 向け TypeSafe 意思決定プロバイダー。"
      },
      "decision": {
        "en": "Jev answers probability, choice and score questions for application transitions or model selection.",
        "zh": "Jev 回答概率、选择和评分问题，应用按结果执行状态转换或选择模型。",
        "ja": "JEV は、アプリケーションの移行やモデルの選択に関する確率、選択、スコアの質問に答えます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "allebee-jevk5",
      "name": "JevK5",
      "owner": "allebee",
      "category": "open-models",
      "repoUrl": "https://github.com/allebee/jevk5",
      "evidenceUrl": "https://github.com/allebee/jevk5/blob/1e5ae1b533b9eb80c0cbe3fbd010607d0b4e26ae/jevk5/runtime.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 119,
      "summary": {
        "en": "An independent open-weight model for choice, score, and yes/no decisions.",
        "zh": "用于 choice、score 和是非判断的独立开放权重模型。",
        "ja": "選択・採点・はい／いいえ判断のための独立した公開重みモデル。"
      },
      "decision": {
        "en": "Answers bounded typed questions from local model weights.",
        "zh": "使用本地模型权重回答有限的类型化问题。",
        "ja": "ローカルのモデル重みで限定した型付き質問に答えます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/allebee/jevk5/blob/1e5ae1b533b9eb80c0cbe3fbd010607d0b4e26ae/jevk5/runtime.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ldbumble:taskuary",
      "name": "Taskuary",
      "owner": "ldbumble",
      "category": "developer-tools",
      "repoUrl": "https://github.com/ldbumble/taskuary",
      "evidenceUrl": "https://github.com/ldbumble/taskuary/blob/4ad29d7b292a7899767338cfcc83b2dde8f43330/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ldbumble/taskuary/blob/4ad29d7b292a7899767338cfcc83b2dde8f43330/README.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 118,
      "summary": {
        "en": "An optional Jev judgment module in Taskuary for checking user-defined conditions on task state.",
        "zh": "Taskuary 的可选 Jev 判断模块，对任务运行状态检查用户定义的条件。",
        "ja": "タスク状態に関するユーザー定義の条件をチェックするための Taskuary のオプションの JEV 判定モジュール。"
      },
      "decision": {
        "en": "Turns conditions into yes/no probability questions and returns local-threshold verdicts plus probabilities.",
        "zh": "把条件转成 yes/no 概率问题，按本地阈值返回布尔结果和原始概率。",
        "ja": "条件をはい/いいえの確率の質問に変換し、ローカルしきい値の判定と確率を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-dsh-decision",
      "name": "JEV DSH Decision",
      "owner": "Devin-AXIS",
      "category": "agent-workflows",
      "starsAtCapture": 115,
      "language": "JavaScript",
      "license": "NOASSERTION",
      "summary": {
        "en": "A structured JEV decision plugin for DeepSeek Harness and compatible coding-agent hosts.",
        "zh": "面向 DeepSeek Harness 及兼容编码 Agent Host 的结构化 JEV 决策插件。",
        "ja": "DeepSeek Harness と互換コーディング Agent ホスト向けの構造化 JEV 判断プラグイン。"
      },
      "decision": {
        "en": "Packages bounded questions as a service and returns typed results to the host harness.",
        "zh": "把有限问题封装为服务，并向 Host Harness 返回类型化结果。",
        "ja": "限定質問をサービス化し、ホスト Harness へ型付き結果を返します。"
      },
      "repoUrl": "https://github.com/Devin-AXIS/jev-dsh-decision",
      "evidenceUrl": "https://github.com/Devin-AXIS/jev-dsh-decision/blob/adc88caa9bf174d367e79a5f254c7936bcef088e/service/jev.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Devin-AXIS/jev-dsh-decision/blob/adc88caa9bf174d367e79a5f254c7936bcef088e/service/jev.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "awesome-jev-use-cases",
      "name": "Awesome JEV Use Cases",
      "owner": "walidboulanouar",
      "category": "developer-tools",
      "repoUrl": "https://github.com/walidboulanouar/awesome-jev-use-cases",
      "evidenceUrl": "https://github.com/walidboulanouar/awesome-jev-use-cases/blob/80bd47333db768044cec10b1327c9ca3bb247994/README.md",
      "language": "",
      "license": "CC0-1.0",
      "starsAtCapture": 114,
      "summary": {
        "en": "A source-linked catalogue of shipped JEV demos, repositories, reported metrics, and model limits.",
        "zh": "带原始来源的 JEV 已发布 Demo、仓库、自报指标与模型限制目录。",
        "ja": "公開済み JEV デモ、リポジトリ、報告値、モデル制約を出典付きで整理したカタログです。"
      },
      "decision": {
        "en": "Keeps shipped examples separate from unbuilt ideas and links each entry back to its original evidence.",
        "zh": "把已发布案例与未实现想法分开，并把每条记录链接回原始证据。",
        "ja": "公開済み事例と未実装アイデアを分け、各項目を元の根拠へリンクします。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/walidboulanouar/awesome-jev-use-cases/blob/80bd47333db768044cec10b1327c9ca3bb247994/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "skillranker",
      "name": "Skillranker",
      "owner": "Dicklesworthstone",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/Dicklesworthstone/skillranker",
      "evidenceUrl": "https://github.com/Dicklesworthstone/skillranker/blob/16743e9f9dee04850d01015d8f5c863a4ed4d0ff/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Dicklesworthstone/skillranker/blob/16743e9f9dee04850d01015d8f5c863a4ed4d0ff/README.md"
      },
      "language": "Rust",
      "license": "NOASSERTION",
      "starsAtCapture": 114,
      "summary": {
        "en": "A Rust CLI that ranks agent skills against live session context with JEV.",
        "zh": "用 JEV 根据实时会话上下文排序 Agent Skills 的 Rust CLI。",
        "ja": "JEV で現在のセッション文脈に対して Agent Skills を順位付けする Rust CLI。"
      },
      "decision": {
        "en": "Ranks candidate skills and abstains when confidence is below policy.",
        "zh": "对候选 Skill 排序，并在置信度低于策略时放弃选择。",
        "ja": "候補 Skill を順位付けし、信頼度が基準未満なら選択を見送ります。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kraayenjon-awesome-jev",
      "name": "Awesome JEV (kraayenjon)",
      "owner": "kraayenjon",
      "category": "developer-tools",
      "repoUrl": "https://github.com/kraayenjon/awesome-jev",
      "evidenceUrl": "https://github.com/kraayenjon/awesome-jev/blob/22570dcd8662ae039860a1dfad7d7aec4aff8e15/README.md",
      "language": "",
      "license": "NOASSERTION",
      "starsAtCapture": 113,
      "summary": {
        "en": "A curated guide to JEV use cases, projects, SDKs, tools, and learning resources.",
        "zh": "涵盖 JEV 用例、项目、SDK、工具与学习资料的精选指南。",
        "ja": "JEV のユースケース、プロジェクト、SDK、ツール、学習資料をまとめたガイドです。"
      },
      "decision": {
        "en": "Explains typed Choice, Score, and Noul patterns and links them to public ecosystem implementations.",
        "zh": "讲解 Choice、Score 与 Noul 类型化模式，并关联公开生态实现。",
        "ja": "Choice、Score、Noul の型付きパターンを説明し、公開実装へ案内します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kraayenjon/awesome-jev/blob/22570dcd8662ae039860a1dfad7d7aec4aff8e15/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "stanley-code-jev",
      "name": "Stanley Code",
      "owner": "devagrawal09",
      "category": "developer-tools",
      "repoUrl": "https://github.com/devagrawal09/stanley-code",
      "evidenceUrl": "https://github.com/devagrawal09/stanley-code/blob/fd092558ebea389c81d44f9b10e826d9a72afaa3/src/adapters/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/devagrawal09/stanley-code/blob/fd092558ebea389c81d44f9b10e826d9a72afaa3/src/adapters/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 113,
      "summary": {
        "en": "Bounded JEV workflows for coding agents with a dedicated adapter.",
        "zh": "为编码 Agent 提供带专用适配器的有限 JEV 工作流。",
        "ja": "専用アダプターを備えたコーディング Agent 向けの限定 JEV ワークフロー。"
      },
      "decision": {
        "en": "Turns review and coding checkpoints into typed JEV judgments.",
        "zh": "把审查与编码检查点转成类型化 JEV 判断。",
        "ja": "レビューとコーディングのチェックポイントを型付き JEV 判断に変換します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "aowang-jev-trade",
      "name": "JEV Trade",
      "owner": "aowang-ai",
      "category": "domain-tools",
      "repoUrl": "https://github.com/aowang-ai/jev-trade",
      "evidenceUrl": "https://github.com/aowang-ai/jev-trade/blob/df2c9656324a8a75996eb0612de7adcfe3ce6f89/src/model.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/aowang-ai/jev-trade/blob/df2c9656324a8a75996eb0612de7adcfe3ce6f89/src/model.ts"
      },
      "language": "TypeScript",
      "license": "NOASSERTION",
      "starsAtCapture": 110,
      "summary": {
        "en": "A live Hyperliquid trading agent with JEV as a bounded decision layer.",
        "zh": "以 JEV 作为有限决策层的 Hyperliquid 实盘交易 Agent。",
        "ja": "JEV を限定判断レイヤーに使う Hyperliquid ライブ取引 Agent。"
      },
      "decision": {
        "en": "Chooses among configured trading actions from market and position state.",
        "zh": "根据市场与持仓状态，从配置的交易动作中选择。",
        "ja": "市場とポジション状態から設定済み取引操作を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "heman10x-ngu-verdict-open-jev",
      "name": "Verdict OpenJev",
      "owner": "Heman10x-NGU",
      "category": "open-models",
      "repoUrl": "https://github.com/Heman10x-NGU/Verdict-open-jev",
      "evidenceUrl": "https://github.com/Heman10x-NGU/Verdict-open-jev/blob/30f15564821626ca5c1ad5b2638c4eb7078787dd/core/engine_encoder.py",
      "language": "Python",
      "license": "NOASSERTION",
      "starsAtCapture": 107,
      "summary": {
        "en": "An independent ModernBERT-based typed-decision model with calibration experiments.",
        "zh": "基于 ModernBERT 的独立类型化决策模型，附带校准实验。",
        "ja": "ModernBERT を用いた独立した型付き判断モデルと較正実験。"
      },
      "decision": {
        "en": "Produces bounded choice and score answers from an open model.",
        "zh": "由开放模型生成有限选项和评分答案。",
        "ja": "公開モデルから限定した選択・採点の回答を生成します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Heman10x-NGU/Verdict-open-jev/blob/30f15564821626ca5c1ad5b2638c4eb7078787dd/core/engine_encoder.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "supercov-jev-quality",
      "name": "Supercov",
      "owner": "supercorp-ai",
      "category": "safety-review",
      "repoUrl": "https://github.com/supercorp-ai/supercov",
      "evidenceUrl": "https://github.com/supercorp-ai/supercov/blob/55f5ce93a239829c224b89e6749991310be91ea4/crates/supercov-cli/src/quality.rs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/supercorp-ai/supercov/blob/55f5ce93a239829c224b89e6749991310be91ea4/crates/supercov-cli/src/quality.rs"
      },
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 106,
      "summary": {
        "en": "A code-quality and coverage tool that uses JEV for bounded quality checks.",
        "zh": "使用 JEV 做有限质量检查的代码质量与覆盖率工具。",
        "ja": "JEV で限定的な品質チェックを行うコード品質・カバレッジツール。"
      },
      "decision": {
        "en": "Scores whether generated tests and coverage changes meet configured quality criteria.",
        "zh": "判断生成测试与覆盖率变化是否满足配置的质量标准。",
        "ja": "生成テストとカバレッジ変更が設定した品質基準を満たすか評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "vinilana:jev-eval-agent",
      "name": "JEV Eval Agent",
      "owner": "vinilana",
      "category": "domain-tools",
      "repoUrl": "https://github.com/vinilana/jev-eval-agent",
      "evidenceUrl": "https://github.com/vinilana/jev-eval-agent/blob/037de1120c84b4b63cdf748e2acf258ff66d7731/agent/lib/jev-router.ts#L1-L154",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/vinilana/jev-eval-agent/blob/037de1120c84b4b63cdf748e2acf258ff66d7731/agent/lib/jev-router.ts#L1-L154"
      },
      "language": "HTML",
      "license": "Unknown",
      "starsAtCapture": 105,
      "summary": {
        "en": "Agent tool evaluation harness comparing standard LLM tool selection against Jev routing across 100 mocked tools.",
        "zh": "智能体工具选择基准测试平台，在包含 100 个模拟工具的个人助理环境下对比大模型直接选工具与 Jev 路由的效率。",
        "ja": "標準 LLM ツールの選択と 100 個のモック ツールにわたる JEV ルーティングを比較するエージェント ツール評価ハーネス。"
      },
      "decision": {
        "en": "Employs Jev for two-stage discrete pruning over tool catalogs, narrowing extensive tool lists down to relevant candidates in milliseconds.",
        "zh": "利用 Jev 对上百个工具元数据进行两级离散筛选和相关性判定，把候选工具集从百级快速裁剪至少量候选。",
        "ja": "ツール カタログに対する 2 段階の個別のプルーニングに JEV を採用し、広範なツール リストをミリ秒単位で関連する候補に絞り込みます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "mrnugget:jev-shell-history",
      "name": "JEV Shell History",
      "owner": "mrnugget",
      "category": "developer-tools",
      "repoUrl": "https://github.com/mrnugget/jev-shell-history",
      "evidenceUrl": "https://github.com/mrnugget/jev-shell-history/blob/4b2b75d26c0ccf5726263904514a22a8e11659ea/src/suggest.ts#L1-L196",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mrnugget/jev-shell-history/blob/4b2b75d26c0ccf5726263904514a22a8e11659ea/src/suggest.ts#L1-L196"
      },
      "language": "TypeScript",
      "license": "Unknown",
      "starsAtCapture": 104,
      "summary": {
        "en": "Fish-style Zsh history suggestion tool ranked by Jev, ordering candidate commands from local history based on context.",
        "zh": "类似于 Fish 终端样式的 Zsh 历史命令建议工具，利用 Jev 对已有历史记录根据当前上下文进行智能打分排序。",
        "ja": "JEV によってランク付けされた Fish スタイルの Zsh 履歴提案ツール。コンテキストに基づいてローカル履歴から候補コマンドを順序付けします。"
      },
      "decision": {
        "en": "Packages current command input and historical candidates into a Jev request, ranking the most plausible command for inline suggestion.",
        "zh": "将当前敲入的命令前缀与本地 Zsh 历史候选组装为 Jev 请求，由 Jev 评估最佳补全项，仅做行内建议而不自动执行。",
        "ja": "現在のコマンド入力と過去の候補を JEV リクエストにパッケージ化し、インライン提案として最も妥当なコマンドをランク​​付けします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "openqa-cn-jev-browser",
      "name": "CodexQA Jev Browser",
      "owner": "openqa-cn",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/openqa-cn/jev-browser",
      "evidenceUrl": "https://github.com/openqa-cn/jev-browser/blob/d839d10687d7e84824691efde944c1735228b385/src/jev.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 103,
      "summary": {
        "en": "A browser skill that indexes page controls for bounded Jev navigation.",
        "zh": "为 Jev 有限导航建立页面控件索引的浏览器 Skill。",
        "ja": "Jev の限定した操作のためにページのコントロールを索引するブラウザ Skill。"
      },
      "decision": {
        "en": "Selects a visible control and action, then checks the resulting page state.",
        "zh": "选择可见控件与动作，再检查操作后的页面状态。",
        "ja": "表示中のコントロールと操作を選び、操作後の画面を確認します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/openqa-cn/jev-browser/blob/d839d10687d7e84824691efde944c1735228b385/src/jev.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "daseinlabs-open-jev",
      "name": "Open JEV",
      "owner": "daseinlabs",
      "category": "open-models",
      "repoUrl": "https://github.com/daseinlabs/open-jev",
      "evidenceUrl": "https://github.com/daseinlabs/open-jev/blob/8a4fbdf712e78c5ef45509a16aacb81facdd79be/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/daseinlabs/open-jev/blob/8a4fbdf712e78c5ef45509a16aacb81facdd79be/README.md"
      },
      "language": "Python",
      "license": "Unknown",
      "starsAtCapture": 103,
      "summary": {
        "en": "An open JEV-style implementation with custom fine-tuning support.",
        "zh": "支持自定义微调的开放 JEV 风格实现。",
        "ja": "カスタム微調整に対応するオープンな JEV 形式の実装。"
      },
      "decision": {
        "en": "Runs bounded decision questions on a locally trainable model.",
        "zh": "用可本地训练的模型处理有限决策问题。",
        "ja": "ローカル学習可能なモデルで限定的な判断質問を処理します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "virajbhartiya-laya-vs-jev",
      "name": "Laya vs Jev",
      "owner": "virajbhartiya",
      "category": "open-models",
      "repoUrl": "https://github.com/virajbhartiya/laya-vs-jev",
      "evidenceUrl": "https://github.com/virajbhartiya/laya-vs-jev/blob/28541781c863fcdf20348e5bb3a2073d672fffe6/laya_mlx/trex/backends.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 102,
      "summary": {
        "en": "A side-by-side game harness comparing local Laya with hosted Jev.",
        "zh": "在同一游戏环境中对比本地 Laya 与托管 Jev 的实验框架。",
        "ja": "ローカルの Laya とホスト型 Jev を同じゲームで比較する実験環境。"
      },
      "decision": {
        "en": "Each model chooses a bounded action from the same game state.",
        "zh": "两个模型都从相同游戏状态中选择有限动作。",
        "ja": "同じゲーム状態から各モデルが限られた操作を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/virajbhartiya/laya-vs-jev/blob/28541781c863fcdf20348e5bb3a2073d672fffe6/laya_mlx/trex/backends.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "siliconlab-openjev",
      "name": "OpenJev",
      "owner": "SiliconLabAI",
      "category": "open-models",
      "starsAtCapture": 101,
      "language": "TypeScript",
      "license": "MIT",
      "summary": {
        "en": "An open-source JEV-compatible implementation for typed decision requests.",
        "zh": "面向类型化决策请求的开源 JEV 兼容实现。",
        "ja": "型付き判断リクエスト向けのオープンソース JEV 互換実装。"
      },
      "decision": {
        "en": "Accepts bounded question schemas and returns structured answers through a compatible interface.",
        "zh": "接受有限问题 Schema，并通过兼容接口返回结构化答案。",
        "ja": "限定質問 Schema を受け取り、互換インターフェースで構造化回答を返します。"
      },
      "repoUrl": "https://github.com/SiliconLabAI/OpenJev",
      "evidenceUrl": "https://github.com/SiliconLabAI/OpenJev/blob/a08e969c37b2e4a37f95b3426f983bd94303590c/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/SiliconLabAI/OpenJev/blob/a08e969c37b2e4a37f95b3426f983bd94303590c/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "neo4jev",
      "name": "Neo4JEV",
      "owner": "jexp",
      "category": "search-data",
      "repoUrl": "https://github.com/jexp/neo4jev",
      "evidenceUrl": "https://github.com/jexp/neo4jev/blob/d157bbe496eb91813475156942bef1c6badfb342/src/neo4jev/navigator.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/jexp/neo4jev/blob/d157bbe496eb91813475156942bef1c6badfb342/src/neo4jev/navigator.py"
      },
      "language": "Jupyter Notebook",
      "license": "MIT",
      "starsAtCapture": 100,
      "summary": {
        "en": "A Neo4j graph navigator that uses JEV to classify the next relationship.",
        "zh": "使用 JEV 判断下一条关系的 Neo4j 图导航器。",
        "ja": "JEV で次のリレーションを分類する Neo4j グラフナビゲーター。"
      },
      "decision": {
        "en": "Chooses the next graph relationship from the current node and query goal.",
        "zh": "根据当前节点与查询目标选择下一条图关系。",
        "ja": "現在ノードと検索目標から次のグラフ関係を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "formanator-jev",
      "name": "Formanator",
      "owner": "timrogers",
      "category": "domain-tools",
      "repoUrl": "https://github.com/timrogers/formanator",
      "evidenceUrl": "https://github.com/timrogers/formanator/blob/548740edef37a4169eef163e4988e64f43a560ec/src/typesafe.rs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/timrogers/formanator/blob/548740edef37a4169eef163e4988e64f43a560ec/src/typesafe.rs"
      },
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 99,
      "summary": {
        "en": "A CLI and MCP client for benefit claims with optional JEV receipt classification.",
        "zh": "支持可选 JEV 收据分类的福利报销 CLI 与 MCP 客户端。",
        "ja": "任意の JEV レシート分類を備えた福利厚生申請 CLI / MCP クライアント。"
      },
      "decision": {
        "en": "Selects the benefit and receipt category, falling back when confidence is low.",
        "zh": "选择福利与收据类别，置信度不足时回退。",
        "ja": "福利厚生とレシートのカテゴリを選び、信頼度が低い場合はフォールバックします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "fastbrowse-jev",
      "name": "fastbrowse · Jev",
      "owner": "agent-labs-dev",
      "category": "browser-computer-use",
      "starsAtCapture": 97,
      "language": "Python",
      "license": "MIT",
      "summary": {
        "en": "A browser agent that indexes page controls and lets Jev pick the next action while an LLM plans and reads.",
        "zh": "浏览器 Agent：索引页面控件，由 Jev 选择下一步动作，LLM 负责规划与阅读。",
        "ja": "ページ上の操作候補を索引化し、Jev が次の操作を選び、LLM が計画・読解するブラウザ Agent。"
      },
      "decision": {
        "en": "Issues Choice and Noul questions over candidate DOM actions and verifies answer claims against quoted page text.",
        "zh": "对候选 DOM 动作发出 Choice/Noul 问题，并用页面原文引用校验回答主张。",
        "ja": "候補 DOM 操作に Choice/Noul を投げ、ページ原文の引用で回答主張を検証します。"
      },
      "repoUrl": "https://github.com/agent-labs-dev/fastbrowse",
      "evidenceUrl": "https://github.com/agent-labs-dev/fastbrowse/blob/a088eb8b6d83a9643531acd8f5c0c1b0b276953e/src/fastbrowse/jev.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/agent-labs-dev/fastbrowse/blob/a088eb8b6d83a9643531acd8f5c0c1b0b276953e/src/fastbrowse/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ghalebdweikat-winnow",
      "name": "winnow",
      "owner": "GhalebDweikat",
      "category": "developer-tools",
      "repoUrl": "https://github.com/GhalebDweikat/winnow",
      "evidenceUrl": "https://github.com/GhalebDweikat/winnow/blob/51d80b945c74c8384bc47fa817179f668289afd8/sidecar/src/winnow/judge.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 95,
      "summary": {
        "en": "A recoverable context filter for Claude Code tool outputs.",
        "zh": "可恢复的 Claude Code 工具输出上下文过滤器。",
        "ja": "Claude Code のツール出力を復元可能な形で絞るツール。"
      },
      "decision": {
        "en": "Judges whether each output block is needed for the current task before passing it on.",
        "zh": "判断每段输出对当前任务是否必要，再决定是否传递。",
        "ja": "各出力ブロックが現在の作業に必要か判定してから渡します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/GhalebDweikat/winnow/blob/51d80b945c74c8384bc47fa817179f668289afd8/sidecar/src/winnow/judge.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "mmastrac-djev",
      "name": "djev",
      "owner": "mmastrac",
      "category": "open-models",
      "repoUrl": "https://github.com/mmastrac/djev",
      "evidenceUrl": "https://github.com/mmastrac/djev/blob/e5841cf41e9211608e698492658685c36e24e77a/structured_server.py",
      "language": "Python",
      "license": "Apache-2.0",
      "starsAtCapture": 94,
      "summary": {
        "en": "A DiffusionGemma server exposing a Jev-style structured decision endpoint.",
        "zh": "提供 Jev 风格结构化决策接口的 DiffusionGemma 服务。",
        "ja": "Jev 形式の構造化判断 API を備えた DiffusionGemma サーバー。"
      },
      "decision": {
        "en": "Maps typed questions to bounded answers through a local model server.",
        "zh": "通过本地模型服务把类型化问题映射为有限答案。",
        "ja": "ローカルのモデルサーバーで型付き質問を限定した回答へ変換します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mmastrac/djev/blob/e5841cf41e9211608e698492658685c36e24e77a/structured_server.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "savka777-jev-use",
      "name": "JEV Use",
      "owner": "savka777",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/savka777/jev-use",
      "evidenceUrl": "https://github.com/savka777/jev-use/blob/8907f85354addfa3d2b78f6a462087e4c73310b8/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/savka777/jev-use/blob/8907f85354addfa3d2b78f6a462087e4c73310b8/README.md"
      },
      "language": "Swift",
      "license": "MIT",
      "starsAtCapture": 92,
      "summary": {
        "en": "A macOS computer-use harness that drives Accessibility controls without a vision model.",
        "zh": "无需视觉模型、通过无障碍控件操作 macOS 的 Computer Use 工具。",
        "ja": "視覚モデルなしで Accessibility 要素を操作する macOS Computer Use ツール。"
      },
      "decision": {
        "en": "Chooses a visible accessibility element and the next allowed action.",
        "zh": "选择可见无障碍元素与下一步允许的动作。",
        "ja": "表示中の Accessibility 要素と次の許可済み操作を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-chat",
      "name": "JEV Chat",
      "owner": "w3cj",
      "category": "interfaces",
      "repoUrl": "https://github.com/w3cj/jev-chat",
      "evidenceUrl": "https://github.com/w3cj/jev-chat/blob/e543aba8c21b57a28a748ef41966502130f0f69e/apps/server/src/jev/pools.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/w3cj/jev-chat/blob/e543aba8c21b57a28a748ef41966502130f0f69e/apps/server/src/jev/pools.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 91,
      "summary": {
        "en": "A tool-using chat interface where JEV chooses only from code-supplied reply and tool options.",
        "zh": "由 JEV 仅从代码提供的回复与工具选项中选择的工具型聊天界面。",
        "ja": "JEV がコード提供の返答・ツール候補だけから選ぶツール利用チャット。"
      },
      "decision": {
        "en": "Selects tools, arguments, and reply fragments from bounded pools.",
        "zh": "从有限候选池中选择工具、参数与回复片段。",
        "ja": "限定プールからツール、引数、返答断片を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "kyle-pena-nlp-jevchat",
      "name": "jevchat",
      "owner": "kyle-pena-nlp",
      "category": "developer-tools",
      "repoUrl": "https://github.com/kyle-pena-nlp/jevchat",
      "evidenceUrl": "https://github.com/kyle-pena-nlp/jevchat/blob/d58abd51aef62a7df26c5614188d18df3f4ae1aa/jevchat/client.py",
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 91,
      "summary": {
        "en": "An experiment that assembles chat text from repeated typed Jev choices.",
        "zh": "通过反复调用 Jev 类型化选择来拼接聊天文本的实验。",
        "ja": "Jev の型付き選択を繰り返して文章を組み立てる実験。"
      },
      "decision": {
        "en": "Chooses the next character or stop option from a fixed alphabet.",
        "zh": "从固定字符集合中选择下一个字符或停止。",
        "ja": "固定の文字集合から次の文字か停止を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/kyle-pena-nlp/jevchat/blob/d58abd51aef62a7df26c5614188d18df3f4ae1aa/jevchat/client.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "trungdq88:youtube-sponsor-detection",
      "name": "Youtube Sponsor Detection",
      "owner": "trungdq88",
      "category": "interfaces",
      "repoUrl": "https://github.com/trungdq88/youtube-sponsor-detection",
      "evidenceUrl": "https://github.com/trungdq88/youtube-sponsor-detection/blob/de01f0568d043035889a296a61ce21e0accc8b16/extension/lib/jev.js#L1-L541",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/trungdq88/youtube-sponsor-detection/blob/de01f0568d043035889a296a61ce21e0accc8b16/extension/lib/jev.js#L1-L541"
      },
      "language": "JavaScript",
      "license": "Unknown",
      "starsAtCapture": 91,
      "summary": {
        "en": "YouTube extension detecting sponsored segments from live audio and transcripts using Jev, skipping promotional blocks automatically.",
        "zh": "结合实时音频与字幕由 Jev 驱动的 YouTube 视频赞助广告片段检测与自动跳过扩展。",
        "ja": "YouTube 拡張機能は、JEV を使用してライブ音声とトランスクリプトからスポンサー付きセグメントを検出し、プロモーション ブロックを自動的にスキップします。"
      },
      "decision": {
        "en": "Inspects transcript segments with Jev to identify sponsor reads while browser code handles playback timeline skipping.",
        "zh": "提取视频字幕或音频转录切片，由 Jev 判定当前片段是否属于赞助商宣传读条，代码引擎控制时间戳与播放器快进。",
        "ja": "ブラウザ コードが再生タイムラインのスキップを処理している間に、JEV を使用してトランスクリプト セグメントを検査してスポンサーの読み取りを識別します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "pithings:advocaat",
      "name": "Advocaat",
      "owner": "pithings",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/pithings/advocaat",
      "evidenceUrl": "https://github.com/pithings/advocaat/blob/bc46287fc1102b95852a81d679c6e34a2c44f4a2/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/pithings/advocaat/blob/bc46287fc1102b95852a81d679c6e34a2c44f4a2/README.md"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 90,
      "summary": {
        "en": "A small TypeScript client for asking Jev multiple typed questions about the same data.",
        "zh": "用简短的 TypeScript 调用向 Jev 提问。把同一份数据里的多个判断一次写好，直接拿到概率、选项和分数。",
        "ja": "同じデータについて複数の型付き質問を JEV に送るための、小さな TypeScript クライアント。"
      },
      "decision": {
        "en": "Combines yes/no, Choice and Score questions and maps responses to typed values.",
        "zh": "将带类型的问题转成 System One 请求，并把命名答案映射回调用方。",
        "ja": "Noul、Choice、Score の質問を組み合わせ、回答を型付きの値へ変換します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "rokcso:bluenoise",
      "name": "Bluenoise",
      "owner": "rokcso",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/rokcso/bluenoise",
      "evidenceUrl": "https://github.com/rokcso/bluenoise/blob/ef81ea7a7c3677501d6de8f9235a4d6a866b573a/entrypoints/background.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/rokcso/bluenoise/blob/ef81ea7a7c3677501d6de8f9235a4d6a866b573a/entrypoints/background.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 90,
      "summary": {
        "en": "An X/Twitter filtering extension using local rules by default, with optional Jev checks for unmatched replies.",
        "zh": "为 X/Twitter 过滤帖子与回复的浏览器扩展；默认用本地规则，可选择用 Jev 检查未匹配的回复。",
        "ja": "デフォルトでローカル ルールを使用する X/Twitter フィルタリング拡張機能。オプションで JEV が一致しない返信をチェックします。"
      },
      "decision": {
        "en": "When experimental AI is enabled, Jev evaluates replies missed by rules and local thresholds decide whether to hide them.",
        "zh": "启用实验性 AI 后，将未命中规则的回复交给 Jev 评估，再由本地阈值决定是否隐藏。",
        "ja": "実験的な AI が有効になっている場合、JEV はルールによって見逃された応答を評価し、ローカルのしきい値によってそれらを非表示にするかどうかを決定します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ellipsis-dev-blink",
      "name": "Blink",
      "owner": "ellipsis-dev",
      "category": "search-data",
      "repoUrl": "https://github.com/ellipsis-dev/blink",
      "evidenceUrl": "https://github.com/ellipsis-dev/blink/blob/a621ede75649303a933828c18c27ad800bb43ef0/src/search.ts",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 87,
      "summary": {
        "en": "A codebase finder that sends Jev-guided walkers through file and folder names.",
        "zh": "让 Jev 引导搜索路径在文件和目录名之间移动的代码查找工具。",
        "ja": "Jev に導かれた探索者がファイル名とフォルダ名をたどるコード検索ツール。"
      },
      "decision": {
        "en": "Scores likely paths and allocates walkers toward relevant files.",
        "zh": "为候选路径评分，并把搜索进程分配到相关文件。",
        "ja": "候補パスを採点し、関連ファイルへ探索を配分します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ellipsis-dev/blink/blob/a621ede75649303a933828c18c27ad800bb43ef0/src/search.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "akashpriyadarshii-jev-curate",
      "name": "jev-curate",
      "owner": "AkashPriyadarshii",
      "category": "search-data",
      "repoUrl": "https://github.com/AkashPriyadarshii/jev-curate",
      "evidenceUrl": "https://github.com/AkashPriyadarshii/jev-curate/blob/55716e1ab42af690e68d58e7cd3309e798abe804/src/client.rs",
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 87,
      "summary": {
        "en": "A Rust pipeline that uses Jev to screen candidate dataset rows.",
        "zh": "使用 Jev 筛选候选数据集记录的 Rust 管道。",
        "ja": "Jev でデータセットの候補行を選別する Rust 製パイプライン。"
      },
      "decision": {
        "en": "Judges record quality against configured criteria before retaining it.",
        "zh": "按配置的标准判断记录质量，再决定是否保留。",
        "ja": "設定された基準で品質を判定してから保持を決めます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AkashPriyadarshii/jev-curate/blob/55716e1ab42af690e68d58e7cd3309e798abe804/src/client.rs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "nassim-arifette-jevgrep",
      "name": "jevgrep",
      "owner": "nassim-arifette",
      "category": "search-data",
      "repoUrl": "https://github.com/nassim-arifette/jevgrep",
      "evidenceUrl": "https://github.com/nassim-arifette/jevgrep/blob/a4e764ac09a62e696307b61d42eaaf0e13ece9b9/src/evaluation/jev.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 84,
      "summary": {
        "en": "A semantic code-search tool that scores repository fragments with Jev.",
        "zh": "用 Jev 给仓库代码片段评分的语义搜索工具。",
        "ja": "Jev でリポジトリ内のコード断片を採点する意味検索ツール。"
      },
      "decision": {
        "en": "Judges which eligible code excerpts match a developer's question.",
        "zh": "判断哪些候选代码片段符合开发者的问题。",
        "ja": "候補のコード断片が開発者の質問に合うか判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/nassim-arifette/jevgrep/blob/a4e764ac09a62e696307b61d42eaaf0e13ece9b9/src/evaluation/jev.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jegrep",
      "name": "jegrep",
      "owner": "can1357",
      "category": "search-data",
      "repoUrl": "https://github.com/can1357/jegrep",
      "evidenceUrl": "https://github.com/can1357/jegrep/blob/a280f14f6da8163bde67e0c49f58b23517a02882/src/jev.rs",
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 83,
      "summary": {
        "en": "Semantic grep for live code trees: describe what you need, get files and original line ranges without building an index.",
        "zh": "面向实时代码树的语义 grep：用自然语言描述目标，无需建索引即可返回文件与原始行号范围。",
        "ja": "ライブ コード ツリーのセマンティック grep: 必要なものを記述し、インデックスを作成せずにファイルと元の行範囲を取得します。"
      },
      "decision": {
        "en": "JEV scores folders, files, and bounded code passages; local search strategies manage budgets, thresholds, and fallbacks.",
        "zh": "JEV 为目录、文件和有限代码片段评分，本地搜索策略负责预算、阈值与回退。",
        "ja": "JEV は、フォルダー、ファイル、および制限されたコードパッセージをスコアリングします。ローカル検索戦略は、予算、しきい値、およびフォールバックを管理します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/can1357/jegrep/blob/a280f14f6da8163bde67e0c49f58b23517a02882/src/jev.rs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jevbench",
      "name": "JevBench",
      "owner": "fstandhartinger",
      "category": "developer-tools",
      "repoUrl": "https://github.com/fstandhartinger/jevbench",
      "evidenceUrl": "https://github.com/fstandhartinger/jevbench/blob/75e6224ed8103bbc3485ca74820a2eaf7ce8abe0/jevbench/adapters/typesafe.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 83,
      "summary": {
        "en": "A reproducible benchmark comparing JEV with open decision models, classifiers, and rerankers.",
        "zh": "用于比较 JEV、开放决策模型、分类器与重排模型的可复现基准。",
        "ja": "JEV、オープン判断モデル、分類器、リランカーを比較する再現可能なベンチマークです。"
      },
      "decision": {
        "en": "Uses a dedicated TypeSafe adapter to run the same bounded tasks and preserve model, latency, token, and cost evidence.",
        "zh": "通过专用 TypeSafe Adapter 执行相同有限任务，并保留模型、延迟、Token 与成本证据。",
        "ja": "専用 TypeSafe アダプターで同じ有限タスクを実行し、モデル、遅延、トークン、費用の記録を残します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/fstandhartinger/jevbench/blob/75e6224ed8103bbc3485ca74820a2eaf7ce8abe0/jevbench/adapters/typesafe.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "giuliosmall:pg_typesafe",
      "name": "Pg TypeSafe",
      "owner": "giuliosmall",
      "category": "search-data",
      "repoUrl": "https://github.com/giuliosmall/pg_typesafe",
      "evidenceUrl": "https://github.com/giuliosmall/pg_typesafe/blob/4b5bfc1df11b18c3f07bb10804eeb47e4508ec6a/typesafe.c",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/giuliosmall/pg_typesafe/blob/4b5bfc1df11b18c3f07bb10804eeb47e4508ec6a/typesafe.c"
      },
      "language": "C",
      "license": "MIT",
      "starsAtCapture": 82,
      "summary": {
        "en": "A pre-alpha PostgreSQL C extension for calling Jev from SQL for classification, yes/no judgments, and scoring.",
        "zh": "一个预览阶段的 PostgreSQL C 扩展，让 SQL 直接调用 Jev 做分类、是非判断和评分。",
        "ja": "分類、はい/いいえの判断、スコアリングのために SQL から JEV を呼び出すためのプレアルファ版の PostgreSQL C 拡張機能。"
      },
      "decision": {
        "en": "Converts SQL input into System One requests and returns answers through database functions.",
        "zh": "将 SQL 输入转换为 System One 请求，并把答案返回给数据库函数。",
        "ja": "SQL 入力を System One リクエストに変換し、データベース関数を通じて回答を返します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "chetaslua:jevmeter",
      "name": "Jevmeter",
      "owner": "ChetasLua",
      "category": "interfaces",
      "repoUrl": "https://github.com/ChetasLua/jevmeter",
      "evidenceUrl": "https://github.com/ChetasLua/jevmeter/blob/cbf8e117b5b8835e3294c3a8ee652c7dfa737a9a/jevmeter/score.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ChetasLua/jevmeter/blob/cbf8e117b5b8835e3294c3a8ee652c7dfa737a9a/jevmeter/score.py"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 81,
      "summary": {
        "en": "Creates edited videos with score meters by asking Jev to rate transcript sentences against selected rubrics.",
        "zh": "把视频转成带评分仪表的视频成片：Jev 按选定规则给字幕句子评分，再由渲染器叠加显示。",
        "ja": "選択したルーブリックに対してトランスクリプト文を評価するよう JEV に依頼することで、スコア メーター付きの編集済みビデオを作成します。"
      },
      "decision": {
        "en": "Scores transcript sentences with preset questions and scales for meters placed on the video timeline.",
        "zh": "逐句读取转录文本，按预设问题和尺度返回分数，供时间轴上的仪表使用。",
        "ja": "事前に設定された質問を含むトランスクリプト文をスコア化し、ビデオ タイムライン上に配置されたメーターをスケールします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "akashpriyadarshii-jev-seo",
      "name": "jev-seo · Rust",
      "owner": "AkashPriyadarshii",
      "category": "domain-tools",
      "repoUrl": "https://github.com/AkashPriyadarshii/jev-seo",
      "evidenceUrl": "https://github.com/AkashPriyadarshii/jev-seo/blob/1efd829aa445acddc281032c0128f9a7b3dd0f1c/src/engine.rs",
      "language": "Rust",
      "license": "MIT",
      "starsAtCapture": 80,
      "summary": {
        "en": "A Rust SEO and GEO CLI with optional Jev judgments alongside deterministic checks.",
        "zh": "结合确定性检查和 Jev 判断的 Rust SEO、GEO 命令行工具。",
        "ja": "確定的な検査と Jev の判断を組み合わせた Rust 製 SEO・GEO CLI。"
      },
      "decision": {
        "en": "Judges page-level semantic findings after the crawler collects evidence.",
        "zh": "爬虫收集证据后，判断页面层面的语义问题。",
        "ja": "クロールした根拠からページ単位の意味的な問題を判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AkashPriyadarshii/jev-seo/blob/1efd829aa445acddc281032c0128f9a7b3dd0f1c/src/engine.rs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "prism-liquidity-agent",
      "name": "Prism Liquidity Agent",
      "owner": "irfndi",
      "category": "domain-tools",
      "repoUrl": "https://github.com/irfndi/prism-liquidity-agent",
      "evidenceUrl": "https://github.com/irfndi/prism-liquidity-agent/blob/22c67bdbe30bab608226832256a5013ad826b707/engine/jev-service.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/irfndi/prism-liquidity-agent/blob/22c67bdbe30bab608226832256a5013ad826b707/engine/jev-service.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 79,
      "summary": {
        "en": "An autonomous liquidity agent that uses JEV inside its rebalancing decision service.",
        "zh": "在再平衡决策服务中使用 JEV 的自动化流动性 Agent。",
        "ja": "リバランス判断サービスで JEV を使う自律流動性 Agent。"
      },
      "decision": {
        "en": "Evaluates bounded liquidity actions from pool, risk, and position state.",
        "zh": "根据池子、风险与持仓状态评估有限流动性动作。",
        "ja": "プール、リスク、ポジション状態から限定された流動性操作を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "windtunnel-jev",
      "name": "WindTunnel · JEV Benchmarks",
      "owner": "nekuda-ai",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/nekuda-ai/WindTunnel",
      "evidenceUrl": "https://github.com/nekuda-ai/WindTunnel/blob/5ca8644e23826ebb30108e7bad240b61043bfe67/experiments/jev/run.mjs",
      "language": "HTML",
      "license": "Apache-2.0",
      "starsAtCapture": 79,
      "summary": {
        "en": "A browser-agent benchmark harness with frozen JEV experiments across accessibility and WebMCP interfaces.",
        "zh": "浏览器 Agent 基准测试工具，包含基于无障碍树与 WebMCP 接口的冻结 JEV 实验。",
        "ja": "アクセシビリティと WebMCP を対象に固定条件の JEV 実験を行うブラウザー Agent ベンチマークです。"
      },
      "decision": {
        "en": "Combines JEV action selection with a bounded browser executor and records drift, cost, and failure evidence.",
        "zh": "把 JEV 动作选择与有限浏览器执行器结合，并记录漂移、成本与失败证据。",
        "ja": "JEV の操作選択を有限ブラウザー実行器と組み合わせ、ドリフト、費用、失敗の証拠を記録します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/nekuda-ai/WindTunnel/blob/5ca8644e23826ebb30108e7bad240b61043bfe67/experiments/jev/run.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "appitstudio-awesome-jev",
      "name": "Awesome JEV (AppitStudio)",
      "owner": "AppitStudio",
      "category": "developer-tools",
      "repoUrl": "https://github.com/AppitStudio/awesome-jev",
      "evidenceUrl": "https://github.com/AppitStudio/awesome-jev/blob/5d654f24aecf992617bbc45e76f32a36eba62f65/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AppitStudio/awesome-jev/blob/5d654f24aecf992617bbc45e76f32a36eba62f65/README.md"
      },
      "language": "Python",
      "license": "NOASSERTION",
      "starsAtCapture": 78,
      "summary": {
        "en": "A curated JEV resource list with runnable typed-decision examples.",
        "zh": "带可运行类型化决策示例的 JEV 精选资源列表。",
        "ja": "実行可能な型付き判断例を含む JEV 資料一覧。"
      },
      "decision": {
        "en": "Connects learning resources to concrete Choice, Score, and Noul examples.",
        "zh": "把学习资源关联到具体 Choice、Score 与 Noul 示例。",
        "ja": "学習資料を具体的な Choice、Score、Noul の例に結び付けます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "grok-bot-jev",
      "name": "Grok Bot JEV",
      "owner": "Bodila51",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/Bodila51/grok-bot-jev",
      "evidenceUrl": "https://github.com/Bodila51/grok-bot-jev/blob/1583e09928c138aeac0aa89818c67ea41f08e807/README.md",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Bodila51/grok-bot-jev/blob/1583e09928c138aeac0aa89818c67ea41f08e807/README.md"
      },
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 77,
      "summary": {
        "en": "A JEV decision layer for Grok Bot with usage gates and skill templates.",
        "zh": "为 Grok Bot 提供用量闸门与 Skill 模板的 JEV 决策层。",
        "ja": "使用量ゲートと Skill テンプレートを備えた Grok Bot 向け JEV 判断レイヤー。"
      },
      "decision": {
        "en": "Routes bounded bot decisions before more expensive generation runs.",
        "zh": "在更昂贵的生成前路由有限的 Bot 决策。",
        "ja": "高価な生成前に限定された Bot 判断をルーティングします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ying-kai-liao-jev-browser",
      "name": "JEV Browser",
      "owner": "Ying-Kai-Liao",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/Ying-Kai-Liao/jev-browser",
      "evidenceUrl": "https://github.com/Ying-Kai-Liao/jev-browser/blob/578cff6e701a131733d03256078bb559a45ad188/src/jev.mjs",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Ying-Kai-Liao/jev-browser/blob/578cff6e701a131733d03256078bb559a45ad188/src/jev.mjs"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 76,
      "summary": {
        "en": "A browser automation library, CLI, and MCP server pairing LLM plans with JEV actions.",
        "zh": "把 LLM 规划与 JEV 动作结合的浏览器自动化库、CLI 与 MCP Server。",
        "ja": "LLM の計画と JEV の操作を組み合わせるブラウザー自動化ライブラリ、CLI、MCP サーバー。"
      },
      "decision": {
        "en": "Chooses the next browser action and target from the current page observation.",
        "zh": "根据当前页面观察选择下一步浏览器动作与目标。",
        "ja": "現在のページ観測から次のブラウザー操作と対象を選びます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "1panel-dev-laya-server",
      "name": "Laya Server",
      "owner": "1Panel-dev",
      "category": "open-models",
      "repoUrl": "https://github.com/1Panel-dev/laya-server",
      "evidenceUrl": "https://github.com/1Panel-dev/laya-server/blob/4914ee362ffb990dcd7cac7a8359ced4b29c4626/backend/server/laya_adapter.py",
      "language": "TypeScript",
      "license": "Apache-2.0",
      "starsAtCapture": 76,
      "summary": {
        "en": "A self-hosted API and web interface for Laya typed decisions.",
        "zh": "为 Laya 类型化决策提供自托管 API 和网页界面的服务。",
        "ja": "Laya の型付き判断を提供するセルフホスト API と Web UI。"
      },
      "decision": {
        "en": "Maps Jev-compatible request shapes to local Laya predictions.",
        "zh": "把 Jev 兼容请求格式映射到本地 Laya 预测。",
        "ja": "Jev 互換の要求形式をローカルの Laya 推論へ変換します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/1Panel-dev/laya-server/blob/4914ee362ffb990dcd7cac7a8359ced4b29c4626/backend/server/laya_adapter.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jev-lint",
      "name": "JEV Lint",
      "owner": "mizchi",
      "category": "safety-review",
      "repoUrl": "https://github.com/mizchi/jev-lint",
      "evidenceUrl": "https://github.com/mizchi/jev-lint/blob/c9846c8c9ee13a917f3af26294a4fdf1421d21b1/src/jev.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 74,
      "summary": {
        "en": "A semantic code linter that batches repository findings through a zero-dependency JEV client.",
        "zh": "语义代码 Linter，通过零依赖 JEV 客户端批量判断仓库问题。",
        "ja": "依存なしの JEV クライアントでリポジトリの検出候補を一括評価する意味的コードリンターです。"
      },
      "decision": {
        "en": "Asks many bounded questions against one file state, validates probabilities, and splits requests when token limits are reached.",
        "zh": "针对单个文件状态批量提出有限问题，校验概率，并在触及 Token 限制时拆分请求。",
        "ja": "1 つのファイル状態に複数の有限質問を送り、確率を検証し、トークン上限時はリクエストを分割します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/mizchi/jev-lint/blob/c9846c8c9ee13a917f3af26294a4fdf1421d21b1/src/jev.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "yikangy873-gif-jev-desktop",
      "name": "Jev Desktop",
      "owner": "yikangy873-gif",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/yikangy873-gif/jev-desktop",
      "evidenceUrl": "https://github.com/yikangy873-gif/jev-desktop/blob/9b02783ed96a81f2529827492de708ca1956c265/plugins/jev-desktop/scripts/client.mjs",
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 72,
      "summary": {
        "en": "A Codex Computer Use plugin for bounded browser and macOS actions.",
        "zh": "在 Codex Computer Use 中执行有限浏览器与 macOS 动作的插件。",
        "ja": "Codex Computer Use でブラウザと macOS の操作を限定するプラグイン。"
      },
      "decision": {
        "en": "Selects one compatible action and target from the current accessibility state.",
        "zh": "根据当前无障碍状态选择兼容的动作和目标。",
        "ja": "現在のアクセシビリティ情報から操作と対象を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/yikangy873-gif/jev-desktop/blob/9b02783ed96a81f2529827492de708ca1956c265/plugins/jev-desktop/scripts/client.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "captaincore:captaincore",
      "name": "Captaincore",
      "owner": "CaptainCore",
      "category": "safety-review",
      "repoUrl": "https://github.com/CaptainCore/captaincore",
      "evidenceUrl": "https://github.com/CaptainCore/captaincore/blob/f54e0669350707b2f4f4c67a0130fdd6574bd0b5/cmd/typesafe.go",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/CaptainCore/captaincore/blob/f54e0669350707b2f4f4c67a0130fdd6574bd0b5/cmd/typesafe.go"
      },
      "language": "Go",
      "license": "MIT",
      "starsAtCapture": 71,
      "summary": {
        "en": "Jev commands in the WordPress toolkit CaptainCore answer structured questions and prioritize malware scanner findings for review.",
        "zh": "WordPress 运维工具 CaptainCore 的 Jev 命令，可询问结构化问题，并给恶意代码扫描结果排复核优先级。",
        "ja": "WordPress ツールキットCaptainCore の JEV コマンドは、構造化された質問に答え、マルウェア スキャナーの検出結果に優先順位を付けてレビューします。"
      },
      "decision": {
        "en": "Sends scan rules, matched snippets, and file context to Jev to assess likely true positives and suggested handling.",
        "zh": "把扫描规则、命中片段与文件上下文交给 Jev，判断真阳性可能性和建议处理方式。",
        "ja": "スキャン ルール、一致したスニペット、およびファイル コンテキストを JEV に送信して、真陽性の可能性と推奨される処理を評価します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "realzachi:typesafe-adblock",
      "name": "TypeSafe Adblock",
      "owner": "realZachi",
      "category": "browser-computer-use",
      "repoUrl": "https://github.com/realZachi/typesafe-adblock",
      "evidenceUrl": "https://github.com/realZachi/typesafe-adblock/blob/7e067d243d87b7fe4d511653c0ddcd77b9beee18/src/typesafe.js",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/realZachi/typesafe-adblock/blob/7e067d243d87b7fe4d511653c0ddcd77b9beee18/src/typesafe.js"
      },
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 71,
      "summary": {
        "en": "An experimental Chrome extension that asks Jev whether candidate DOM elements are ads, then highlights or removes them.",
        "zh": "一个实验性 Chrome 扩展，让 Jev 判断候选 DOM 元素是否是广告，再高亮或移除。",
        "ja": "候補となる DOM 要素が広告であるかどうかを JEV に尋ね、それらをハイライト表示または削除する実験的な Chrome 拡張機能。"
      },
      "decision": {
        "en": "Batches element text, labels, and link information into Noul questions and applies a threshold.",
        "zh": "对元素文本、标签和链接等信息批量询问 Noul，按阈值应用页面操作。",
        "ja": "要素のテキスト、ラベル、リンク情報を Noul の質問にバッチ処理し、しきい値を適用します。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "nidhi-agent-router",
      "name": "Agent Router",
      "owner": "nidhi-singh02",
      "category": "routing-optimization",
      "repoUrl": "https://github.com/nidhi-singh02/agent-router",
      "evidenceUrl": "https://github.com/nidhi-singh02/agent-router/blob/ad7571f38ea31ffbf3c28391f9e6d6383a7c08ba/packages/router/src/semantic/typesafe-client.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/nidhi-singh02/agent-router/blob/ad7571f38ea31ffbf3c28391f9e6d6383a7c08ba/packages/router/src/semantic/typesafe-client.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 68,
      "summary": {
        "en": "A CLI that routes tasks to coding agents, models, and reasoning effort with JEV.",
        "zh": "用 JEV 把任务路由到编码 Agent、模型与推理强度的 CLI。",
        "ja": "JEV でタスクをコーディング Agent、モデル、推論強度へ振り分ける CLI。"
      },
      "decision": {
        "en": "Ranks eligible routes and effort levels after local safety and quota checks.",
        "zh": "在本地安全与配额检查后，对可用路由和推理强度排序。",
        "ja": "ローカルの安全・割当確認後に候補ルートと推論強度を順位付けします。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "sharziki-semdecide",
      "name": "SemDecide",
      "owner": "sharziki",
      "category": "developer-tools",
      "repoUrl": "https://github.com/sharziki/semdecide",
      "evidenceUrl": "https://github.com/sharziki/semdecide/blob/33cf5c03c50e02e59df3f3ea81f0650f6b791545/src/reflex_guard/providers/typesafe.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 68,
      "summary": {
        "en": "A Unix CLI for typed Jev judgments in text and JSONL pipelines.",
        "zh": "在文本与 JSONL 管道中执行 Jev 类型化判断的 Unix 命令行工具。",
        "ja": "テキストや JSONL のパイプラインで Jev の型付き判断を使う Unix CLI。"
      },
      "decision": {
        "en": "Returns a predicate, route, or score that shell policy can consume.",
        "zh": "输出供 Shell 策略使用的谓词、路由或分数。",
        "ja": "シェルの処理に使える条件判定・振り分け・スコアを返します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/sharziki/semdecide/blob/33cf5c03c50e02e59df3f3ea81f0650f6b791545/src/reflex_guard/providers/typesafe.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "save-token-jev-clean",
      "name": "Save Token JEV Clean",
      "owner": "IAmUnbounded",
      "category": "agent-workflows",
      "repoUrl": "https://github.com/IAmUnbounded/save-token-jev-clean",
      "evidenceUrl": "https://github.com/IAmUnbounded/save-token-jev-clean/blob/a7007354a8d3747f06ff82130561edb2822a17df/src/client.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/IAmUnbounded/save-token-jev-clean/blob/a7007354a8d3747f06ff82130561edb2822a17df/src/client.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 66,
      "summary": {
        "en": "A context cleaner that asks JEV which history to retain, truncate, or drop.",
        "zh": "让 JEV 判断哪些历史应保留、截断或丢弃的上下文清理器。",
        "ja": "履歴を保持・短縮・削除するか JEV に判断させる文脈クリーナー。"
      },
      "decision": {
        "en": "Scores conversation items for retention while preserving kept content verbatim.",
        "zh": "为对话条目保留价值评分，并原样保留入选内容。",
        "ja": "会話項目の保持価値を評価し、残す内容は原文のまま保ちます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "iamaamir-system-one",
      "name": "system-one",
      "owner": "iamaamir",
      "category": "sdk-integrations",
      "repoUrl": "https://github.com/iamaamir/system-one",
      "evidenceUrl": "https://github.com/iamaamir/system-one/blob/921d86dc45a22e4939888532344f8e25e466262a/system-one-core/src/providers/http.ts",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 62,
      "summary": {
        "en": "A provider-neutral TypeScript runtime for typed decisions, including Jev-compatible HTTP endpoints.",
        "zh": "支持 Jev 兼容 HTTP 接口的 TypeScript 类型化决策运行时。",
        "ja": "Jev 互換の HTTP 接続先も扱う、型付き判断用の TypeScript ランタイム。"
      },
      "decision": {
        "en": "Builds bounded questions and normalizes provider responses for application code.",
        "zh": "构造有限问题，并为应用代码归一化服务端响应。",
        "ja": "限定した質問を組み立て、応答をアプリ向けに正規化します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/iamaamir/system-one/blob/921d86dc45a22e4939888532344f8e25e466262a/system-one-core/src/providers/http.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "awesome-jev-zh",
      "name": "Awesome JEV ZH",
      "owner": "yzfly",
      "category": "developer-tools",
      "repoUrl": "https://github.com/yzfly/awesome-jev-zh",
      "evidenceUrl": "https://github.com/yzfly/awesome-jev-zh/blob/cdb8a78cb3ac4cec36ebe305b73a4e0b4f5cba21/README.md",
      "language": "HTML",
      "license": "CC0-1.0",
      "starsAtCapture": 60,
      "summary": {
        "en": "A Chinese JEV ecosystem guide with curated projects, practical tutorials, pricing, and independent caveats.",
        "zh": "中文 JEV 生态指南，包含精选项目、实践教程、价格信息与独立限制说明。",
        "ja": "厳選プロジェクト、実践チュートリアル、価格、独立した注意点を含む中国語 JEV ガイドです。"
      },
      "decision": {
        "en": "Explains when typed decisions fit, documents counterexamples, and groups public implementations by use case.",
        "zh": "说明类型化决策何时适用，同时记录反例，并按用例整理公开实现。",
        "ja": "型付き判断が向く場面と反例を説明し、公開実装を用途別に整理します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/yzfly/awesome-jev-zh/blob/cdb8a78cb3ac4cec36ebe305b73a4e0b4f5cba21/README.md"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "renagao-jev-dataops",
      "name": "JEV DataOps",
      "owner": "RenaGao",
      "category": "search-data",
      "repoUrl": "https://github.com/RenaGao/jev-dataops",
      "evidenceUrl": "https://github.com/RenaGao/jev-dataops/blob/6b7b86a17beb3f8ddbdae2e1813b9a1730362551/jev_dataops/jev.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 60,
      "summary": {
        "en": "A data-curation workbench with an optional Jev screening provider.",
        "zh": "带有可选 Jev 筛选器的数据整理工作台。",
        "ja": "Jev による選別を任意で使えるデータ整理ワークベンチ。"
      },
      "decision": {
        "en": "Scores candidate training records before local filtering and review.",
        "zh": "对候选训练记录评分，再交由本地规则筛选和复核。",
        "ja": "学習データ候補を採点し、ローカルの選別・確認へ渡します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/RenaGao/jev-dataops/blob/6b7b86a17beb3f8ddbdae2e1813b9a1730362551/jev_dataops/jev.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "achimala-jev-paint",
      "name": "Jev Paint",
      "owner": "achimala",
      "category": "interfaces",
      "repoUrl": "https://github.com/achimala/jev-paint",
      "evidenceUrl": "https://github.com/achimala/jev-paint/blob/ecf9c48d290e086bde790d6e24b93324667155e9/web/jev.mjs",
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 60,
      "summary": {
        "en": "An experimental painting app that turns Jev probability distributions into pixels.",
        "zh": "把 Jev 概率分布转为像素的实验性绘画应用。",
        "ja": "Jev の確率分布を画素に変える実験的な描画アプリ。"
      },
      "decision": {
        "en": "Scores a fixed color palette for each canvas position before rendering.",
        "zh": "在渲染前为画布各位置的固定颜色选项评分。",
        "ja": "描画前にキャンバス各位置の固定色候補を採点します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/achimala/jev-paint/blob/ecf9c48d290e086bde790d6e24b93324667155e9/web/jev.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "burnigtm-jev-mcp",
      "name": "jev-mcp · Coding Loop",
      "owner": "burnigtm",
      "category": "developer-tools",
      "repoUrl": "https://github.com/burnigtm/jev-mcp",
      "evidenceUrl": "https://github.com/burnigtm/jev-mcp/blob/9448f6120015f2f6c6dad7137c7f234545209918/src/typesafe.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 59,
      "summary": {
        "en": "An MCP server that exposes typed Jev decisions to coding agents.",
        "zh": "向编码 Agent 提供类型化 Jev 判断的 MCP 服务。",
        "ja": "コーディング Agent に型付き Jev 判断を提供する MCP サーバー。"
      },
      "decision": {
        "en": "Chooses a prepared tool call or next coding step from bounded options.",
        "zh": "从有限候选中选择预备好的工具调用或下一步编码动作。",
        "ja": "用意された候補からツール呼び出しや次の作業を選びます。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/burnigtm/jev-mcp/blob/9448f6120015f2f6c6dad7137c7f234545209918/src/typesafe.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "andududu-jeview",
      "name": "Jeview",
      "owner": "andududu",
      "category": "developer-tools",
      "repoUrl": "https://github.com/andududu/jeview",
      "evidenceUrl": "https://github.com/andududu/jeview/blob/495a4e43e9d67e495a66ab0d9e55ac1c5c4040d6/src/jeview.ts",
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 59,
      "summary": {
        "en": "A local proxy that visualizes Jev requests and responses as they happen.",
        "zh": "实时展示 Jev 请求与响应的本地代理。",
        "ja": "Jev の要求と応答をリアルタイムに表示するローカルプロキシ。"
      },
      "decision": {
        "en": "Shows submitted questions, returned probabilities, and call history without judging itself.",
        "zh": "呈现提交的问题、返回概率和调用历史，本身不做判断。",
        "ja": "質問・確率・呼び出し履歴を表示し、自らは判定しません。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/andududu/jeview/blob/495a4e43e9d67e495a66ab0d9e55ac1c5c4040d6/src/jeview.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "jevmlx",
      "name": "jevmlx",
      "owner": "bnsd55",
      "category": "open-models",
      "starsAtCapture": 59,
      "language": "Python",
      "license": "MIT",
      "summary": {
        "en": "A local Apple Silicon decision layer that scores constrained fields from MLX logits and speaks System One HTTP.",
        "zh": "在 Apple Silicon 本地从 MLX logits 为受限字段打分，并提供 System One HTTP 接口。",
        "ja": "Apple Silicon 上で MLX logits から制約付きフィールドを採点し、System One HTTP を提供するローカル層。"
      },
      "decision": {
        "en": "Accepts POST /v1/systemone payloads, maps Noul/Choice/Score questions to one-pass schema scoring, and returns probabilities.",
        "zh": "接受 POST /v1/systemone，把 Noul/Choice/Score 映射为单次 schema 打分并返回概率。",
        "ja": "POST /v1/systemone を受け、Noul/Choice/Score を一回の schema 採点へ写して確率を返します。"
      },
      "repoUrl": "https://github.com/bnsd55/jevmlx",
      "evidenceUrl": "https://github.com/bnsd55/jevmlx/blob/9d3621516826a5de4480c9fdab0aa6d59e93e113/jevmlx/serve.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/bnsd55/jevmlx/blob/9d3621516826a5de4480c9fdab0aa6d59e93e113/jevmlx/serve.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "eliaalberti-jev-rules",
      "name": "jev-rules",
      "owner": "EliaAlberti",
      "category": "developer-tools",
      "repoUrl": "https://github.com/EliaAlberti/jev-rules",
      "evidenceUrl": "https://github.com/EliaAlberti/jev-rules/blob/a2b0dd3cac3ad3a35b3b82c96d00790881da1dcd/plugins/jev-rules/hooks/lib/jev.mjs",
      "language": "JavaScript",
      "license": "MIT",
      "starsAtCapture": 58,
      "summary": {
        "en": "A Claude Code plugin that selects which standing rules apply to a prompt.",
        "zh": "为 Claude Code 选择当前适用常驻规则的插件。",
        "ja": "Claude Code で現在の依頼に適用する常設ルールを選ぶプラグイン。"
      },
      "decision": {
        "en": "Judges each rule or document against the current task before adding context.",
        "zh": "根据当前任务判断各条规则或文档是否应进入上下文。",
        "ja": "各ルールや文書が現在の作業に必要か判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/EliaAlberti/jev-rules/blob/a2b0dd3cac3ad3a35b3b82c96d00790881da1dcd/plugins/jev-rules/hooks/lib/jev.mjs"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "oxlint-plugin-jev",
      "name": "Oxlint Plugin JEV",
      "owner": "wobsoriano",
      "category": "safety-review",
      "repoUrl": "https://github.com/wobsoriano/oxlint-plugin-jev",
      "evidenceUrl": "https://github.com/wobsoriano/oxlint-plugin-jev/blob/18c5bc9097d88344382a98a78a67698c9c7ecf01/src/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/wobsoriano/oxlint-plugin-jev/blob/18c5bc9097d88344382a98a78a67698c9c7ecf01/src/jev.ts"
      },
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 58,
      "summary": {
        "en": "An Oxlint plugin that evaluates semantic lint rules with JEV.",
        "zh": "用 JEV 评估语义 Lint 规则的 Oxlint 插件。",
        "ja": "JEV で意味的な lint ルールを評価する Oxlint プラグイン。"
      },
      "decision": {
        "en": "Returns yes-probabilities for configured semantic findings before reporting them.",
        "zh": "对配置的语义问题返回 yes 概率，再决定是否报告。",
        "ja": "設定した意味的検出に yes 確率を返し、報告可否を決めます。"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "rjmswd-qwenjev",
      "name": "QwenJev",
      "owner": "RJMSWD",
      "category": "open-models",
      "repoUrl": "https://github.com/RJMSWD/QwenJev",
      "evidenceUrl": "https://github.com/RJMSWD/QwenJev/blob/b1fde638be0747a71d1acafb1f99d4a7ce67651d/qwen_choice.py",
      "language": "Python",
      "license": "Not declared",
      "starsAtCapture": 57,
      "summary": {
        "en": "A local Qwen experiment for closed-set visual decisions.",
        "zh": "使用本地 Qwen 做封闭选项视觉判断的实验。",
        "ja": "ローカルの Qwen で画像の閉じた選択肢を判定する実験。"
      },
      "decision": {
        "en": "Chooses one option for an image and question without calling the Jev API.",
        "zh": "针对图像与问题选择一个选项，不调用 Jev API。",
        "ja": "画像と質問に対して一つの候補を選び、Jev API は呼びません。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/RJMSWD/QwenJev/blob/b1fde638be0747a71d1acafb1f99d4a7ce67651d/qwen_choice.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "bilune-jev-design",
      "name": "jev-design",
      "owner": "bilune",
      "category": "interfaces",
      "repoUrl": "https://github.com/bilune/jev-design",
      "evidenceUrl": "https://github.com/bilune/jev-design/blob/70d1fae7cf58fdc894051dcdc658eddd3ba4084d/src/design/jev/client.ts",
      "language": "TypeScript",
      "license": "Not declared",
      "starsAtCapture": 55,
      "summary": {
        "en": "A UI experiment that uses Jev to select predefined visual-system options.",
        "zh": "用 Jev 选择预定义视觉系统选项的界面实验。",
        "ja": "Jev で定義済みの視覚設定を選ぶ UI 実験。"
      },
      "decision": {
        "en": "Chooses bounded design settings before local code renders the interface.",
        "zh": "先从有限设计配置中做选择，再由本地代码渲染界面。",
        "ja": "限られたデザイン設定を選び、ローカルコードが画面を描画します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/bilune/jev-design/blob/70d1fae7cf58fdc894051dcdc658eddd3ba4084d/src/design/jev/client.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "aayan-dev-aayans-yc-indexor",
      "name": "YC Indexor",
      "owner": "Aayan-DEV",
      "category": "search-data",
      "repoUrl": "https://github.com/Aayan-DEV/aayans-yc-indexor",
      "evidenceUrl": "https://github.com/Aayan-DEV/aayans-yc-indexor/blob/b1ed779dd9c5a5a0e36f2c5ae20e3b680d98e9e5/lib/jev/judge.ts",
      "language": "TypeScript",
      "license": "MIT",
      "starsAtCapture": 54,
      "summary": {
        "en": "A search app that re-tags YC companies with Jev before ranking results.",
        "zh": "用 Jev 重新标注 YC 公司并排序搜索结果的应用。",
        "ja": "Jev で YC 企業を再分類し、検索結果を並べ替えるアプリ。"
      },
      "decision": {
        "en": "Judges whether each company matches the requested attributes and evidence.",
        "zh": "判断每家公司是否符合查询条件及已有证据。",
        "ja": "各企業が指定条件と根拠に合うか判定します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/Aayan-DEV/aayans-yc-indexor/blob/b1ed779dd9c5a5a0e36f2c5ae20e3b680d98e9e5/lib/jev/judge.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "open-alternative-jev",
      "name": "Open Alternative to Jev",
      "owner": "ikermoel",
      "category": "open-models",
      "starsAtCapture": 51,
      "language": "Python",
      "license": "Apache-2.0",
      "summary": {
        "en": "An open System One-style decider that packs typed questions into one forward pass over local open models.",
        "zh": "开源 System One 风格决策器，把类型化问题打包进本地开放模型的一次前向。",
        "ja": "型付き質問をローカル開放モデルの一回 forward に詰める、オープンな System One 風 Decider。"
      },
      "decision": {
        "en": "Scores Choice options from label logits without generating text, with optional calibration helpers.",
        "zh": "从标签 logits 为 Choice 选项打分且不生成文本，并提供可选校准辅助。",
        "ja": "テキストを生成せずラベル logits から Choice を採点し、任意の較正ヘルパーも備えます。"
      },
      "repoUrl": "https://github.com/ikermoel/open-alternative-jev",
      "evidenceUrl": "https://github.com/ikermoel/open-alternative-jev/blob/4a85df1831b537343c9e133b5150fa3a3b1ce98e/so1/decider.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/ikermoel/open-alternative-jev/blob/4a85df1831b537343c9e133b5150fa3a3b1ce98e/so1/decider.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "canny-jev-hooks",
      "name": "Canny · Jev Hooks",
      "owner": "qkal",
      "category": "safety-review",
      "starsAtCapture": 50,
      "language": "TypeScript",
      "license": "MIT",
      "summary": {
        "en": "Claude Code and Codex hooks that keep an append-only ledger and optionally ask Jev Noul questions for advisory checks.",
        "zh": "Claude Code / Codex Hooks：维护只追加账本，并可选向 Jev 询问 Noul 做建议性检查。",
        "ja": "追記専用台帳を保ち、任意で Jev に Noul 助言チェックを頼む Claude Code / Codex hooks。"
      },
      "decision": {
        "en": "Posts Noul questions to api.typesafe.ai/v1/systemone and only uses high-confidence answers to relax a stop gate.",
        "zh": "向 api.typesafe.ai/v1/systemone 提交 Noul，仅在高置信时放宽停止门。",
        "ja": "api.typesafe.ai/v1/systemone に Noul を送り、高信頼のときだけ停止ゲートを緩めます。"
      },
      "repoUrl": "https://github.com/qkal/Canny",
      "evidenceUrl": "https://github.com/qkal/Canny/blob/f2c5e53779445d60dc4a09d2dbced2308fccb820/src/jev.ts",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/qkal/Canny/blob/f2c5e53779445d60dc4a09d2dbced2308fccb820/src/jev.ts"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "ha-jev",
      "name": "HA-Jev",
      "owner": "AboveColin",
      "category": "domain-tools",
      "starsAtCapture": 50,
      "language": "Python",
      "license": "MIT",
      "summary": {
        "en": "A Home Assistant integration that turns typed Jev questions about house state into sensors and automation actions.",
        "zh": "Home Assistant 集成：把关于家庭状态的类型化 Jev 问题变成传感器与自动化动作。",
        "ja": "家の状態への型付き Jev 質問をセンサーと自動化アクションにする Home Assistant 連携。"
      },
      "decision": {
        "en": "Builds System One payloads via jevclient and updates entities from Noul, Choice, and Score answers under a token budget.",
        "zh": "通过 jevclient 构建 System One 请求，并在额度内用 Noul/Choice/Score 更新实体。",
        "ja": "jevclient で System One ペイロードを作り、トークン予算内で Noul/Choice/Score からエンティティを更新します。"
      },
      "repoUrl": "https://github.com/AboveColin/HA-Jev",
      "evidenceUrl": "https://github.com/AboveColin/HA-Jev/blob/c3d4881121e4d02eacf272d9340447235c6ecc41/custom_components/jev/coordinator.py",
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/AboveColin/HA-Jev/blob/c3d4881121e4d02eacf272d9340447235c6ecc41/custom_components/jev/coordinator.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    },
    {
      "id": "skeptrunedev-jev-recruiter",
      "name": "Jev Recruiter",
      "owner": "skeptrunedev",
      "category": "domain-tools",
      "repoUrl": "https://github.com/skeptrunedev/jev-recruiter",
      "evidenceUrl": "https://github.com/skeptrunedev/jev-recruiter/blob/bed4083bf5a8351ce21089a5ebd0f90498ffdd6c/jev_ultrafast/model.py",
      "language": "Python",
      "license": "MIT",
      "starsAtCapture": 50,
      "summary": {
        "en": "A local recruiting workspace built on bounded browser decisions.",
        "zh": "基于有限浏览器决策的本地招聘研究工作台。",
        "ja": "限定したブラウザ判断を使うローカルの採用調査ツール。"
      },
      "decision": {
        "en": "Chooses profile-navigation and title-screening steps while retaining source evidence.",
        "zh": "选择资料导航与职位筛查步骤，并保留来源证据。",
        "ja": "プロフィール閲覧や職歴の確認手順を選び、根拠を残します。"
      },
      "source": {
        "type": "github",
        "label": "GitHub source",
        "url": "https://github.com/skeptrunedev/jev-recruiter/blob/bed4083bf5a8351ce21089a5ebd0f90498ffdd6c/jev_ultrafast/model.py"
      },
      "verification": "source-reviewed",
      "runtimeVerified": false
    }
  ]
}