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docs: streamline trilingual Awesome JEV gallery #2

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121 changes: 121 additions & 0 deletions README.ja.md
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<p align="center">
<img src="./assets/readme/cover.webp" alt="Awesome JEV — BeatAPI がキュレーションする JEV のオープンソースプロジェクト、ツール、モデル、実験" width="100%" />
</p>

<p align="center">
<strong><a href="https://beatapi.io/ja/awesome-jev">Awesome JEV ギャラリーを見る</a></strong> ·
<a href="#注目プロジェクト">注目プロジェクト</a> ·
<a href="#全-44-プロジェクト">全 44 プロジェクト</a> ·
<a href="./data/projects.json">JSON カタログ</a> ·
<a href="./README.md">English</a> ·
<a href="./README.zh-CN.md">简体中文</a>
</p>

<h1 align="center">Awesome JEV</h1>

<p align="center"><strong>ソースコードを確認した JEV のプロジェクト、連携、ツール、オープンモデル、実験を集めたギャラリー。</strong></p>

<p align="center">JEV が選択・採点・ルーティング・フィルタリングを担い、実行はアプリケーションコードが制御する実例を紹介します。</p>

<h2 align="center">概要</h2>

| ソース確認済み | 1K+ Star リポジトリ | ユースケース分類 | スナップショット |
| :---: | :---: | :---: | :---: |
| **44** | **29** | **10** | **2026-09-20** |

<h2 align="center">カテゴリから探す</h2>

<p align="center">
<a href="#ブラウザコンピューター操作3">ブラウザ・PC 操作 · 3</a> ·
<a href="#sdkフレームワーク連携9">SDK・フレームワーク · 9</a> ·
<a href="#ルーティング最適化4">ルーティング · 4</a> ·
<a href="#オープンモデル8">オープンモデル · 8</a> ·
<a href="#検索データ4">検索・データ · 4</a><br>
<a href="#安全性レビュー5">安全性・レビュー · 5</a> ·
<a href="#agent-ワークフロー3">Agent ワークフロー · 3</a> ·
<a href="#ui自動化3">UI・自動化 · 3</a> ·
<a href="#開発者ツール2">開発者ツール · 2</a> ·
<a href="#業務特化ツール3">業務特化ツール · 3</a>
</p>

## 注目プロジェクト

| | |
| --- | --- |
| [![Jev Ultrafast リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/browser-use/jev-ultrafast)](https://github.com/browser-use/jev-ultrafast) | [![LiteLLM リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/BerriAI/litellm)](https://github.com/BerriAI/litellm) |
| **[Jev Ultrafast](https://github.com/browser-use/jev-ultrafast)** · ブラウザ・PC 操作 · 9.5K Star<br>1 回の JEV リクエストでブラウザ操作と対象 DOM を選択します。<br>[オリジナル事例 · 294 万表示](https://x.com/gregpr07/status/2100411066966749359) · [固定コミットの根拠](https://github.com/browser-use/jev-ultrafast/blob/1231850a0bf1a0c0341fe408ef1668dbbfdfac46/jev_ultrafast/model.py) | **[LiteLLM · JEV Router](https://github.com/BerriAI/litellm)** · ルーティング · 59.2K Star<br>バックエンドモデルを選ぶ前にリクエストの複雑さを分類します。<br>[固定コミットの根拠](https://github.com/BerriAI/litellm/blob/56116079c8022da0e8f7ff9ccb017ad5aca5aed2/litellm/router_strategy/complexity_router/jev_classifier.py#L70) |
| [![LangChain リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/langchain-ai/langchain)](https://github.com/langchain-ai/langchain) | [![Vercel AI SDK リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/vercel/ai)](https://github.com/vercel/ai) |
| **[LangChain · TypeSafe](https://github.com/langchain-ai/langchain)** · SDK 連携 · 146.7K Star<br>Python ワークフローで二値・分類・順序付き評価を扱います。<br>[固定コミットの根拠](https://github.com/langchain-ai/langchain/blob/eba445b7563d1709427bd8072892975a6ea59fdc/libs/partners/typesafe/langchain_typesafe/classifier.py) | **[Vercel AI SDK · TypeSafe](https://github.com/vercel/ai)** · SDK 連携 · 26.9K Star<br>choice、score、yes/no を共通の evaluate インターフェースへ変換します。<br>[固定コミットの根拠](https://github.com/vercel/ai/blob/73ec7015edd4f04ca9144ce93a8a037a731e5db8/packages/typesafe-ai/src/typesafe-ai-evaluation-model.ts) |
| [![Laya リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/NandhaKishorM/laya)](https://github.com/NandhaKishorM/laya) | [![jegrep リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/can1357/jegrep)](https://github.com/can1357/jegrep) |
| **[Laya](https://github.com/NandhaKishorM/laya)** · オープンモデル · 1.8K Star<br>多言語の型付き判断をオープンウェイトでローカル実行します。<br>[Hugging Face モデル](https://huggingface.co/convaiinnovations/laya) · [固定コミットの根拠](https://github.com/NandhaKishorM/laya/blob/d113dca2512fb3eaca313534bc54c7162d87c1d4/README.md) | **[jegrep](https://github.com/can1357/jegrep)** · 検索・データ<br>インデックスを作らず、実際のコードツリーを意味検索します。<br>[固定コミットの根拠](https://github.com/can1357/jegrep/blob/a280f14f6da8163bde67e0c49f58b23517a02882/src/jev.rs) |
| [![Cua リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/trycua/cua)](https://github.com/trycua/cua) | [![Agentgateway リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/agentgateway/agentgateway)](https://github.com/agentgateway/agentgateway) |
| **[Cua · JEV Use](https://github.com/trycua/cua)** · ブラウザ・PC 操作 · 24.7K Star<br>DOM や画面領域の説明から次のアクション ID を選択します。<br>[固定コミットの根拠](https://github.com/trycua/cua/blob/83f142c4290a0f7d9ed545ae8532858c6e4f8145/libs/cua-driver/examples/jev-use/python/jev_adapter.py#L11) | **[Agentgateway · JEV Guardrail](https://github.com/agentgateway/agentgateway)** · 安全性・レビュー · 4.9K Star<br>ゲートウェイで脱獄、有害コンテンツ、秘密情報漏えいを判定します。<br>[固定コミットの根拠](https://github.com/agentgateway/agentgateway/blob/6b0270efd25b5255932943e48b5ca47583d3ad28/examples/llm-guardrail-jev/guardrail.ts) |
| [![NewsJack リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/elvisun/newsjack)](https://github.com/elvisun/newsjack) | [![QuantDinger リポジトリ](https://opengraph.githubassets.com/awesome-jev-20260920/OpenByteInc/QuantDinger)](https://github.com/OpenByteInc/QuantDinger) |
| **[NewsJack](https://github.com/elvisun/newsjack)** · Agent ワークフロー · 1.2K Star<br>大量のニュースを先に絞り込み、選ばれた機会だけを Agent が処理します。<br>[オリジナル事例 · 58.3 万表示](https://x.com/elvissun/status/2100951347080421409) · [固定コミットの根拠](https://github.com/elvisun/newsjack/tree/092d882fc69912622f620c50eb493afe625f99dc/demos/news-desk-dealer) | **[QuantDinger · JEV Gate](https://github.com/OpenByteInc/QuantDinger)** · 業務特化ツール · 11.8K Star<br>一部の実取引エントリー前に、根拠とリスクの判断ゲートを追加します。<br>[固定コミットの根拠](https://github.com/OpenByteInc/QuantDinger/blob/12c04eb2cdb8a9d08dc84502f5261ec3f1c56bf7/backend_api_python/app/services/ai_decision_filter.py) |

<p align="center"><strong><a href="https://beatapi.io/ja/awesome-jev">フィルターと詳しい説明付きで見る →</a></strong></p>

## 全 44 プロジェクト

### ブラウザ・コンピューター操作（3）

[Jev Ultrafast](https://github.com/browser-use/jev-ultrafast) · [Cua · JEV Use](https://github.com/trycua/cua) · [Agent Desktop · JEV Skill](https://github.com/lahfir/agent-desktop)

### SDK・フレームワーク連携（9）

[LangChain · TypeSafe](https://github.com/langchain-ai/langchain) · [Composio · TypeSafe Provider](https://github.com/ComposioHQ/composio) · [Vercel AI SDK · TypeSafe](https://github.com/vercel/ai) · [Pydantic AI · TypeSafe](https://github.com/pydantic/pydantic-ai) · [Eliza · TypeSafe Client](https://github.com/elizaOS/eliza) · [LangChain.js · TypeSafe](https://github.com/langchain-ai/langchainjs) · [Rig · TypeSafe Crate](https://github.com/0xPlaygrounds/rig) · [Ax · TypeSafe Client](https://github.com/ax-llm/ax) · [Vellum Assistant · JEV](https://github.com/vellum-ai/vellum-assistant)

### ルーティング・最適化（4）

[LiteLLM · JEV Router](https://github.com/BerriAI/litellm) · [Oh My Pi · JEV Judgments](https://github.com/can1357/oh-my-pi) · [OpenChamber · JEV Router](https://github.com/openchamber/openchamber) · [Firstmate · JEV Dispatch](https://github.com/kunchenguid/firstmate)

### オープンモデル（8）

[SemIf](https://github.com/TheoLeeCJ/SemIf) · [Laya](https://github.com/NandhaKishorM/laya) · [NanoJev](https://github.com/TianyuCodings/NanoJev) · [Jevlike](https://github.com/vinnylarouge/jevlike) · [Kev 0.5B](https://github.com/jaredpalmer/kev) · [Nimble](https://github.com/bespokelabsai/nimble) · [LocalJev](https://github.com/githubnext/localjev) · [Jeff](https://github.com/logan-markewich/jeff)

### 検索・データ（4）

[Jev Experiments](https://github.com/dabit3/jev-experiments) · [Tax Document Classifier](https://github.com/kyotofin/tax-doc-classifier) · [jev-semgrep](https://github.com/uehaj/jev-semgrep) · [jegrep](https://github.com/can1357/jegrep)

### 安全性・レビュー（5）

[Agentgateway · JEV Guardrail](https://github.com/agentgateway/agentgateway) · [Latitude · JEV Preclassifier](https://github.com/latitude-dev/latitude-llm) · [Abide](https://github.com/coldteadotai/abide) · [jev-align](https://github.com/sutro-sh/jev-align) · [Jev Reviewer](https://github.com/choxos/jev-reviewer)

### Agent ワークフロー（3）

[Jev Model Router](https://github.com/davila7/claude-code-templates) · [NewsJack](https://github.com/elvisun/newsjack) · [jev-gateway](https://github.com/vinilana/jev-gateway)

### UI・自動化（3）

[json-render · JEV Compose](https://github.com/vercel-labs/json-render) · [TipTour macOS](https://github.com/milind-soni/tiptour-macos) · [Live Jev](https://github.com/okinaaudio/live-jev)

### 開発者ツール（2）

[Fast Jev Compaction](https://github.com/tamaratran/fast-jev-compaction) · [Hono Jev Router](https://github.com/yusukebe/hono-jev-router)

### 業務特化ツール（3）

[AI Hedge Fund · JEV Adapter](https://github.com/virattt/ai-hedge-fund) · [QuantDinger · JEV Gate](https://github.com/OpenByteInc/QuantDinger) · [JEV Trader](https://github.com/jarrodwatts/jev-trader)

<details>
<summary><strong>データ、根拠、選定基準</strong></summary>

- 各項目には公開リポジトリ、固定コミットの根拠、JEV が担う具体的な判断を記録しています。
- ソース確認で見つかった直接関連の 1K+ Star リポジトリを収録し、独自性のある小規模プロジェクトも残しています。
- Star と表示回数は発見時点のスナップショットです。`source-reviewed` は性能再現、セキュリティ監査、開発者による推薦を意味しません。
- 機械可読データ：[`data/projects.json`](./data/projects.json)
- 追加・修正：[`CONTRIBUTING.md`](./CONTRIBUTING.md)

</details>

## BeatAPI

**[ギャラリーを見る](https://beatapi.io/ja/awesome-jev)** ·
**[BeatAPI Key を作成](https://beatapi.io/ja/dashboard/apikeys)** ·
**[コントリビュート](./CONTRIBUTING.md)**

モデル ID、価格、実レスポンスが確認されるまで、JEV を BeatAPI の提供中エンドポイントとは表記しません。

---

<sub><a href="https://github.com/BeatAPI"><b>BeatAPI</b></a> がキュレーション · <a href="https://beatapi.io/ja/awesome-jev">ライブギャラリー</a> · <a href="./NOTICE.md">ライセンスと注記</a></sub>
115 changes: 35 additions & 80 deletions README.md
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<a href="#featured-project-gallery">Featured projects</a> ·
<a href="#all-44-projects">All 44 projects</a> ·
<a href="./data/projects.json">JSON catalogue</a> ·
<a href="./README.zh-CN.md">中文说明</a>
<a href="./README.zh-CN.md">简体中文</a> ·
<a href="./README.ja.md">日本語</a>
</p>

# Awesome JEV
<h1 align="center">Awesome JEV</h1>

**A source-reviewed gallery of JEV projects, integrations, tools, open models,
and experiments—with primary discovery links and fixed-commit evidence kept together.**
<p align="center"><strong>A source-reviewed gallery of JEV projects, integrations, tools, open models, and experiments.</strong></p>

JEV is most useful when it handles a bounded judgment—**choose, score, route, or
filter**—while ordinary code keeps control of thresholds, execution, and
fallbacks. This collection makes those system boundaries inspectable.
<p align="center">See where JEV chooses, scores, routes, or filters—while application code keeps control of execution.</p>

## At a glance
<h2 align="center">At a glance</h2>

| Source-reviewed projects | Repositories ≥1K stars | Use-case groups | Snapshot |
| ---: | ---: | ---: | :--- |
| :---: | :---: | :---: | :---: |
| **44** | **29** | **10** | **2026-09-20** |

Stars and views are discovery snapshots, not independent validation of runtime
or benchmark claims. For a filterable experience, open the
**[live gallery on BeatAPI](https://beatapi.io/awesome-jev)**.
<h2 align="center">Browse by category</h2>

## Featured project gallery
<p align="center">
<a href="#browser--computer-use-3">Browser & Computer Use · 3</a> ·
<a href="#sdk-integrations-9">SDK Integrations · 9</a> ·
<a href="#routing--optimization-4">Routing · 4</a> ·
<a href="#open-models-8">Open Models · 8</a> ·
<a href="#search--data-4">Search & Data · 4</a><br>
<a href="#safety--review-5">Safety & Review · 5</a> ·
<a href="#agent-workflows-3">Agent Workflows · 3</a> ·
<a href="#interfaces--automation-3">Interfaces · 3</a> ·
<a href="#developer-tools-2">Developer Tools · 2</a> ·
<a href="#domain-tools-3">Domain Tools · 3</a>
</p>

Like the [MiniMax H3 prompt gallery](https://github.com/BeatAPI/awesome-minimax-h3-prompts),
this README puts concrete examples first. Each project below links to its repository,
the exact source revision reviewed, and—when available—the original discovery case.
## Featured project gallery

| | |
| --- | --- |
Expand All @@ -48,7 +53,7 @@ the exact source revision reviewed, and—when available—the original discover
| [![NewsJack repository preview](https://opengraph.githubassets.com/awesome-jev-20260920/elvisun/newsjack)](https://github.com/elvisun/newsjack) | [![QuantDinger repository preview](https://opengraph.githubassets.com/awesome-jev-20260920/OpenByteInc/QuantDinger)](https://github.com/OpenByteInc/QuantDinger) |
| **[NewsJack](https://github.com/elvisun/newsjack)** · Agent workflow · 1.2K stars<br>Filters hundreds of live news items before an agent handles the selected opportunities.<br>[Original case · 583K views](https://x.com/elvissun/status/2100951347080421409) · [Fixed-commit evidence](https://github.com/elvisun/newsjack/tree/092d882fc69912622f620c50eb493afe625f99dc/demos/news-desk-dealer) | **[QuantDinger · JEV Gate](https://github.com/OpenByteInc/QuantDinger)** · Domain tool · 11.8K stars<br>Adds an evidence and risk gate before selected live-trading entries.<br>[Fixed-commit evidence](https://github.com/OpenByteInc/QuantDinger/blob/12c04eb2cdb8a9d08dc84502f5261ec3f1c56bf7/backend_api_python/app/services/ai_decision_filter.py) |

**[Explore these projects with filters and full descriptions →](https://beatapi.io/awesome-jev)**
<p align="center"><strong><a href="https://beatapi.io/awesome-jev">Explore with filters and full descriptions →</a></strong></p>

## All 44 projects

Expand Down Expand Up @@ -92,75 +97,25 @@ the exact source revision reviewed, and—when available—the original discover

[AI Hedge Fund · JEV Adapter](https://github.com/virattt/ai-hedge-fund) · [QuantDinger · JEV Gate](https://github.com/OpenByteInc/QuantDinger) · [JEV Trader](https://github.com/jarrodwatts/jev-trader)

## Why these projects matter

```text
noisy state + bounded options
│
▼
JEV: choose · score · route · filter
│
▼
local policy: threshold · fallback · approval
│
▼
tool, model, search, or action
```

The recurring pattern is not “replace the whole agent.” It is to move one
frequent, well-bounded judgment onto a faster decision path and leave the final
action under explicit application policy.

## Use the catalogue

```bash
curl -s https://raw.githubusercontent.com/BeatAPI/awesome-jev/main/data/projects.json \
| jq '.projects[] | {name, category, repoUrl, source, evidenceUrl}'
```

Each record includes its primary discovery source, repository metadata, localized
summaries, the JEV decision point, and a permalink to the exact source version reviewed.
<details>
<summary><strong>Data, evidence, and selection notes</strong></summary>

## Selection standard
- Every entry keeps a public repository, a fixed-commit evidence link, and a concrete JEV decision role.
- Directly related repositories at or above 1,000 stars are included after source review; smaller projects remain when they add a distinct pattern.
- Stars and views are discovery snapshots. `source-reviewed` does not mean BeatAPI reproduced benchmarks, audited security, or received maintainer endorsement.
- Machine-readable data: [`data/projects.json`](./data/projects.json)
- Corrections and additions: [`CONTRIBUTING.md`](./CONTRIBUTING.md)

A project enters the main catalogue only when it has:

- a public repository with a clear JEV or JEV-compatible implementation;
- an original X case, GitHub source match, or another primary discovery source;
- fixed-commit evidence that future readers can inspect;
- a concrete, bounded decision role rather than a generic AI claim;
- one canonical entry per project after deduplication.

Every directly related repository at or above **1,000 stars** found by the source
audit is included after review. Smaller entries such as `jegrep` can still be
included when they add a distinct implementation pattern.

`source-reviewed` does **not** mean we ran the project, reproduced its benchmark,
audited its security, or received an endorsement from its maintainers.

## Contributing

Additions and evidence corrections are welcome. Read
[`CONTRIBUTING.md`](./CONTRIBUTING.md) before opening a pull request.
</details>

## BeatAPI

[BeatAPI](https://beatapi.io) is the professional capability layer for any
agent. One platform key gives developers access to the BeatAPI capabilities
available today.

**[Browse Awesome JEV on BeatAPI](https://beatapi.io/awesome-jev)** ·
**[Create a BeatAPI key](https://beatapi.io/dashboard/apikeys)**

This repository does not claim that JEV is currently live in BeatAPI. JEV access
will be announced only after its endpoint, model ID, pricing, and a real response
are verified.

## License
**[Browse the live gallery](https://beatapi.io/awesome-jev)** ·
**[Create a BeatAPI key](https://beatapi.io/dashboard/apikeys)** ·
**[Contribute](./CONTRIBUTING.md)**

BeatAPI-authored catalogue text and repository assets are MIT licensed. Listed
projects retain their own licenses. See [`NOTICE.md`](./NOTICE.md).
JEV is not claimed as a live BeatAPI endpoint until its model ID, pricing, and real response are verified.

---

<sub>Curated and maintained by <a href="https://github.com/BeatAPI"><b>BeatAPI</b></a> · <a href="https://beatapi.io/awesome-jev">Live gallery</a> · <a href="https://beatapi.io">beatapi.io</a></sub>
<sub>Curated by <a href="https://github.com/BeatAPI"><b>BeatAPI</b></a> · <a href="https://beatapi.io/awesome-jev">Live gallery</a> · <a href="./NOTICE.md">License & notices</a></sub>
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