Jev – X 平台上 Jev 的演示、工具、技能及集成精选
Jev – A curation of Jev demos on X, tools, skills, and integrations

原始链接: https://github.com/Amal-David/awesome-jev

This curated directory serves as a central hub for **TypeSafe Jev**, an AI model designed for bounded, structured decision-making (e.g., routing, ranking, or selecting actions) rather than open-ended generation. It provides a vetted starting point for developers, featuring 33 reviewed projects, reusable code, and creator demos sourced from X, GitHub, and YouTube. **Key highlights:** * **Purpose:** Jev transforms inputs into typed, structured decisions (JSON). It is intended to be integrated into applications where the developer retains control over validation, permissions, and execution. * **Resources:** The catalog includes official SDKs, community-driven "OpenRouter winners" (such as Jev-powered games and search tools), and practical implementations like browser-use agents and desktop automations. * **Transparency:** Projects are labeled by evidence (source-reviewed vs. auto-discovered). The directory emphasizes that "reviewed" does not imply a security audit or production-readiness; users are encouraged to inspect code and keep API credentials private. * **Engagement:** The repository is community-maintained. Developers can contribute by submitting demos, corrections, or code via the provided GitHub workflow. **Important:** This is an unofficial, community-managed collection; verify all integrations before use.

这篇 Hacker News 讨论介绍了“Jev”,这是一个因其实时语言处理的实用性而备受关注的高速、低成本工具。 用户们正积极探索 Jev 的功能,展示了多种应用场景,例如个性化定制 Hacker News 内容、实时语法格式化(如在连续文本中自动插入空格)以及高速自然语言解析。开发者们强调了该工具令人印象深刻的性能和低廉的价格,有用户指出,超过 1,000 次请求的成本仅约一美分。 讨论还涉及了潜在的技术挑战,参与者质疑了提示词注入(prompt injection)的安全实现。尽管一些用户对该工具的集成潜力表示兴奋,但另一些人对其长期生存能力持怀疑态度,这反映出开发者社区对 Jev 在当前生态系统中所处地位既有浓厚兴趣,也存在批判性讨论。
相关文章

原文

From an interesting demo to code you can actually understand.

A curated starting point for TypeSafe Jev: reviewed projects, reusable skills, small code examples, and creator demos from X, GitHub, and YouTube.

33 reviewed picks — start with the source-reviewed selection, not the raw index.

Browse reviewed picks · Freshness and link health

Evidence legend: Reviewed = primary source inspected · Indexed = community listing · Auto-discovered = README keyword match. These labels are not security certifications.

Last discovery: 2026-09-22T13:30:23Z (UTC). Latest repository metadata date: 2026-09-22. Unavailable repositories at last check: 13. Coverage, failures and run receipts.

Navigate: Quick start · Choose a path · CUA & drivers · Reviewed picks · OpenRouter winners · Watch demos · Search the catalog · Contribute

Source-reviewed does not mean security-audited. Keep credentials private and inspect permissions before running a project.

Jev is TypeSafe AI's model for answering typed questions about text or JSON: choose an option, estimate whether something is true, or score it against a rubric. Use it for bounded decisions such as routing, ranking, or selecting an agent's next action; use a generative LLM when you need new prose, code, or an open-ended plan. Your application still controls permissions, validation, and execution. Official documentation · Official Python quick-start source.

JSON in → one typed decision out. With typesafe-sdk installed and TYPESAFE_API_KEY set, this makes one billable API request:

from typesafe_sdk import Choice, TypeSafeClient

with TypeSafeClient() as client:
    result = client.system_one(
        state={"document": "I was charged twice."},
        questions={"team": Choice(
            instructions="Which team should handle this ticket?",
            criteria={"billing": None, "technical": None, "other": None},
        )},
    )
print(result.choices["team"].choice)  # e.g. billing; actual output can differ

No key yet? Clone this repository and run python3 examples/route_ticket.py to inspect an offline request without making an API call. Setup and next steps · More question packs.

Browser Use author recording: Jev selects a browser action and target

Browser Use / @gregpr07. Author recording, not our benchmark. Implementation · More demos and videos.

Build your first typed classifier → JSON input, a Choice question, and your first response.

Use Jev in an agent → Select observed actions, validate them, and keep a fallback.

Explore a local alternative → Independent implementations, hardware requirements, and important differences.

Computer-use map: integrations, drivers, skills, and local alternatives.

Native/desktop: Cua Driver + jev-use, Jev Cua, and jev-bot. Browser: compare Jev Ultrafast, the smaller browser skill, Jev Browser, and the existing-connection Codex skill in the map.

Keep the layers separate: Jev selects; the driver executes; application code verifies. Browser Harness and Cua Driver are supporting runtimes, not Jev models. CUA-S1-FORMS and Jevlike are independent local-model projects, not official Jev weights. A locally installed agent may still call hosted Jev.

These are the editorial selections. Follow a project immediately, or open the full reviewed page for its concrete Jev role, source evidence, review date, and reuse notes.

Start building: TypeSafe JavaScript SDK · TypeSafe Python SDK · Jev Logs · Jevify · Official TypeSafe skill · Skillbox.

Use it in an agent or app: Cua Driver + jev-use · Jev Browser (MCP, CLI, library) · Jev Browser Skill · Jev Browser Use (existing Codex connection) · Jev Cua (Codex/Waku) · Jev Ultrafast · Jev voice browser · jev-bot (@compootor) · TypeSafe computer use (macOS) · Foreman · Jev MCP · jev_search · TypeSafe MCP · tisco · Vibe Domain · Browser Harness (supporting driver) · Home Assistant Jev.

Explore games and creative tools: Jev Chess · Jev Plays Snake · JevAI for XMage · JevPilot · PROMPT FPS / Jev Doom · TypeSafe Mario · Jev Music Playground.

Investigate local alternatives: CUA-S1-FORMS (independent specialist) · Jevlike (independent option scorer) · OpenJev SGLang.

All 33 reviewed picks — with evidence, dates and reuse notes

OpenRouter community winners

OpenRouter's 21 September 2026 showcase named five projects: JevAI for XMage, Jev Chess, tisco, Vibe Domain, and jev_search.

Explore game decisions, transcript search, domain ranking, and two-pass code search. Each winner has its original post and publisher screenshot in the visual gallery, plus source and implementation notes. Three have linked source repositories; the other two are public project pages, not verified open-source releases. “Winner” is OpenRouter's designation, not our ranking or a security certification.

On GitHub: open the categorized catalog, choose a heading from its outline, and use Cmd/Ctrl+F for a project, creator, or keyword.

Prefer filters? The local catalog viewer starts with reviewed picks. Search by keyword, then filter by evidence level, category, available code/skill/demo, and license. It runs without dependencies, sign-in, API keys, or a server; the viewer's data is embedded at build time. Browse instructions · Machine-readable catalog.

A compelling clip often leaves the useful questions unanswered: what did Jev decide, where is the implementation, and what can I reuse? This directory connects the original demo to the code and separates inspected sources from the much larger discovery queue. A high raw entry count is not the goal; a shorter path to something useful is.

A concrete Jev integration, demo, skill, SDK, reusable snippet, tutorial, or clearly labeled independent reproduction—with a traceable primary source and a specific explanation of Jev's role. Generic type-safety libraries, unrelated projects named Jev, unsupported performance claims, and duplicate listings do not belong.

Repositories are deduplicated by canonical owner/name; renamed projects should point to their successor. Maintainers can correct an entry, remove it from the reviewed selection, or exclude it from future imports. Inclusion, deduplication, and removal policy.

Suggest a demo or correction with the original creator, a source link, what Jev decides, and any code, skill, or recording. For a PR, edit the relevant JSON source and run python3 scripts/build.py, then python3 -m unittest discover -s tests -v and python3 scripts/build.py --check. Contributor guide.

The four-hour workflow performs bounded discovery and rotating checks; it does not continuously inspect every website. Freshness, unavailable repositories, media errors, and run receipts distinguish actual checks from scheduled intentions.

Safety, licensing, and evidence limits

Source review is not a security audit, successful execution test, benchmark replication, or endorsement. Inspect permissions and outbound data before installing hooks, browser extensions, or agent skills. Keep API credentials private; demos can use paid inference, privileged desktop access, or logged-in browser profiles.

Recordings, illustrations, fixtures, and mock modes are labeled where known. A live-looking dashboard is not evidence of real inference or profitable trading. Independent reproductions are not official Jev weights or proof of equivalent quality.

Missing licenses remain not-checked, not-detected, or NOASSERTION, not assumed permission to reuse. Original code and writing follow the repository's license; imported metadata and linked media retain their original terms. This is an unofficial community directory, not endorsed by TypeSafe AI. Security policy · Attribution.

Original creator media, linked to the implementation. Click a preview to watch the source. Animated GIFs play inline; original GitHub video attachments appear as players below. X and YouTube open on their own platforms.

From X: demos and the original roundup

Browser Use × Jev Ultrafast — creator preview; click to watch or inspect

Browser Use × Jev Ultrafast

Watch a browser choose operations and DOM targets; a separate model writes text.

▶ Watch on X · Code · Source

Browser Use · @gregpr07 — Animated author recording. This narrow flight-search demonstration is not a general reliability benchmark.

Talk to a browser — creator preview; click to watch or inspect

Partial speech becomes typed intents and observed page targets; Playwright acts.

▶ Watch on X · Code · Source

Moritz Kremb · @moritzkremb — Creator post preview when accessible. Keep its browser-control server private; a recording is not a security audit.

Jev on the Mac desktop — creator preview; click to watch or inspect

OCR and accessibility observations become choices for desktop actions.

▶ Watch on X · Code · Source

@awlevin — Creator post preview when accessible. Screen content may be private; real use needs screen-recording and accessibility permissions.

An independent agent supervisor

Jev assesses worker progress and verification needs; code decides interventions.

▶ Watch on X · Code · Source

Josh Rosen · @JoshARosen — Architectural experiment. Not a replacement for tests, review, or permission checks.

No reliable preview image was returned. The original watch link is retained.

An order-book decision loop — creator preview; click to watch or inspect

An order-book decision loop

Typed buy/sell judgments inside a bounded quoting and execution loop.

▶ Watch on X · Code · Source

Jarrod Watts · @jarrodwatts — The documented default is mock/dry-run. A dashboard does not prove live inference, profitability, or safe custody.

The community roundup — creator preview; click to watch or inspect

The discovery thread that seeded this collection; follow the original creators.

▶ Watch on X · Source

Moritz Kremb · @moritzkremb — Roundup image, not a separate working project. This directory does not claim to capture every reply.

OpenRouter winner: JevAI for XMage — creator preview; click to watch or inspect

OpenRouter winner: JevAI for XMage

Legal game actions become Jev choices; the hybrid combines XMage search with model judgment.

▶ Watch on X · Code · Source

ShiftSad · screenshot published by OpenRouter — Publisher screenshot, not a recording or our test. The reported 11-6-3 result belongs to the hybrid; pruning is off by default. Award announced 2026-09-21.

OpenRouter winner: Jev Chess — creator preview; click to watch or inspect

OpenRouter winner: Jev Chess

A shared chess game displays Jev probabilities over legal move candidates.

▶ Watch on X · Source

sliday · screenshot published by OpenRouter — Publisher screenshot; Source opens the project page. No public repository or code license verified. We did not play a move or reproduce the results. Award announced 2026-09-21.

OpenRouter winner: tisco — creator preview; click to watch or inspect

Search spoken content, review transcript matches, and approve clip organization in a terminal.

▶ Watch on X · Code · Source

cairodavila · screenshot published by OpenRouter — Publisher screenshot. Jev judges transcripts, not video pixels. Audio uploads, live model calls, and file changes have separate data and approval implications. Award announced 2026-09-21.

OpenRouter winner: Vibe Domain — creator preview; click to watch or inspect

OpenRouter winner: Vibe Domain

Separate candidate availability checks from ranking names against a requested vibe.

▶ Watch on X · Source

OB Studio / Oliver · screenshot published by OpenRouter — Publisher screenshot; Source opens the project. The page documents a no-key heuristic mode distinct from live Jev. No public repo verified; recheck availability at a registrar. Award announced 2026-09-21.

OpenRouter winner: jev_search — creator preview; click to watch or inspect

OpenRouter winner: jev_search

Keyword-density code prioritizes files; Jev evaluates passages in two passes.

▶ Watch on X · Code · Source

caio0452 · screenshot published by OpenRouter — Publisher screenshot. The author labels the project AI-generated and not for production. Selected source text reaches OpenRouter; no project code was executed here. Award announced 2026-09-21.

Screenshots, animated demos, and implementation diagrams

Jev Tetris: see the decision — creator preview; click to watch or inspect

Jev Tetris: see the decision

Code enumerates reachable placements; Jev chooses and the board visualizes its preferences.

Open demo / recording · Code · Source

thelau — Author UI still. A mock mode also exists; the screenshot alone does not establish live inference.

A structured code-review dashboard — creator preview; click to watch or inspect

A structured code-review dashboard

Follow staged risk checks, evidence selection, and severity judgments in a local UI.

Open demo / recording · Code · Source

devagrawal09 — Author dashboard screenshot. Findings are review prompts, not proof of a defect or a security certification.

Needle: find by meaning — creator preview; click to watch or inspect

Score source passages and select the relevant sentence without generating a new answer.

Open demo / recording · Code · Source

Shubhamsaboo / awesome-llm-apps — Author screenshot of the semantic-find interface. Live requests use Vercel AI Gateway and send selected text.

How Jevthoven composes — creator preview; click to watch or inspect

A prompt becomes a musical plan, bounded choices, editable notes, and MIDI.

Open demo / recording · Code · Source

cocktailpeanut — Author architecture illustration, not a screenshot or an audio-model result. The full recording appears below.

Three primitives, made visible — creator preview; click to watch or inspect

Three primitives, made visible

Explore Noul, Choice, and Score through an interactive decision playground.

Open demo / recording · Code · Source

davila7 — Explanatory illustration, not an actual response or timing result. Hosted live examples require a key.

A meaning-based Mac launcher — creator preview; click to watch or inspect

A meaning-based Mac launcher

Local search proposes files and history items; Jev ranks the intended targets.

Open demo / recording · Code · Source

dabit3 — Historical author screenshot from the archived experiment. Its README points to a successor; this is not the current UI.

Semantic shell suggestions — creator preview; click to watch or inspect

Semantic shell suggestions

Jev ranks a bounded set of previous commands; the user accepts a suggestion.

Open demo / recording · Code · Source

mrnugget — Animated author demo uses fabricated history. Do not send sensitive real shell history without reviewing data handling.

A browser skill you can read — creator preview; click to watch or inspect

A browser skill you can read

A recorded Hacker News walkthrough shows observed controls, typed choices, and execution.

Open demo / recording · Code · Source

zurfyx — Animated author recording, plus an MP4. A deliberately bounded reference implementation, not a complete browser agent.

Full recordings — play inline

These are the creators' original GitHub-hosted uploads, not re-encoded copies. A direct watch link is retained for clients that do not render a player.

Abide — checking project rules during an agent session — the recording could not be verified by the latest public-access check. View the creator source.

Jevthoven — from a prompt to editable music

Watch typed musical decisions turn into an editable multitrack composition.

jevthoven-cropped.mp4

Open recording · Repository · Creator source

cocktailpeanut — Code renders notes and audio. Fixture/manual modes are distinct from billable live Jev decisions.

jev-align — improve a decision with human labels

Find uncertain examples, label them, and review proposed AI-function improvements.

jev-align-3.mp4

Open recording · Repository · Creator source

Sutro — Experimental active-learning CLI. Training improvement is not held-out quality; inference and reflection models may both bill.

Longer walkthroughs on YouTube

A full Jev walkthrough — creator preview; click to watch or inspect

A longer introduction and practical demonstrations from Moritz.

▶ Watch on YouTube · Source

Moritz | AI Systems — Linked video, not an independently reproduced tutorial. Title and creator metadata are checked through YouTube oEmbed when accessible.

An email-classification walkthrough — creator preview; click to watch or inspect

An email-classification walkthrough

A creator walkthrough of applying Jev to email classification.

▶ Watch on YouTube · Source

vogel — Linked video, not an independently reproduced tutorial. Title and creator metadata are checked through YouTube oEmbed when accessible.

Practical ways to use Jev — creator preview; click to watch or inspect

Practical ways to use Jev

An overview of possible applications and implementation ideas.

▶ Watch on YouTube · Source

Mark Kashef — Linked video, not an independently reproduced tutorial. Title and creator metadata are checked through YouTube oEmbed when accessible.

Source notes: media remain hosted by their creators/platforms; this repository does not relicense them. Public X mirror metadata is used only to locate a poster, not to certify a demo. Reachable media is not proof of live inference, security, or benchmark performance. No project was executed for this gallery.

Media sources and link-check receipts · Suggest a visual demo

Curated X demos: compact source index

Sources include Moritz Kremb's roundup and OpenRouter's five community winners. The five OpenRouter winner posts are covered; Moritz's thread is not claimed complete. Full X index and access notes.

Demo What Jev does Watch / inspect
Voice-controlled browser — @moritzkremb Maps partial speech transcripts to typed intents and observed page targets; Playwright executes the selected action. X demo · repo · source
Browser Use × Jev Ultrafast — @gregpr07 Chooses an operation and compatible DOM target in one decision cycle; a separate model supplies typing text. X demo · repo · source
macOS computer use — @awlevin Selects desktop actions from OCR and accessibility-derived state, with a separate writer for free text. X demo · repo · source
Foreman coding-agent supervisor — @JoshARosen Assesses coding-worker progress and verification needs while deterministic policy decides interventions. X demo · repo · source
Jev trading-loop demonstration — @jarrodwatts Uses typed buy/sell judgments in an order-book loop, while code owns quoting, limits, and execution. X demo · repo · source
JevAI for XMage — ShiftSad · featured by @OpenRouter XMage supplies legal plays; pure and hybrid players use Jev for bounded decisions and selection among searched lines. X demo · repo · source
Jev Chess — sliday · featured by @OpenRouter A shared internet-versus-Jev chess game visualizes probabilities over legal move candidates. X demo · project · source
tisco — cairodavila · featured by @OpenRouter Jev searches transcript meaning; code previews and applies approved clip moves and renames. X demo · repo · source
Vibe Domain — OB Studio / Oliver · featured by @OpenRouter Ranks domain candidates against vibe and keyword preferences, separately from registry and availability checks. X demo · project · source
jev_search — caio0452 · featured by @OpenRouter Keyword-density code prioritizes files and chunks; Jev judges passages in a fast first pass and a broader second pass. X demo · repo · source

Star to bookmark the reviewed collection. A corrected source link or a well-explained contribution is just as valuable.

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