awesome-jev-live README

The project's README from github.com/wh000wh000/awesome-jev-live. As one markdown file: README.md.

Awesome Jev Live

Awesome Jev Live

The evidence-graded Jev index that rebuilds itself every two hours.

Awesome entries languages refresh MIT site

English · 简体中文 · 繁體中文 · 日本語 · 한국어 · Español · Français · Deutsch · Português (Brasil) · Русский · Italiano · العربية · हिन्दी · Türkçe · Tiếng Việt · ไทย · Bahasa Indonesia · Polski · Nederlands · Українська

[!NOTE] Live index · Last sync: 2026-10-05T07:44:47+08:00 (UTC+8) · Entries: 836 · Added in the latest update: 17 · Implementation languages: 23

Every entry below was collected, filtered and re-checked by the pipeline in this repository. Numbers and timestamps come from the sources, not from a hand-written snapshot.

🔥 Picks of the moment — the top of each category

One entry per category, ranked by evidence grade and stars, recomputed on every update. A ranking, not an endorsement; every pick links through to its full card below. Projects that published a screenshot or a recording are preferred, so the strip stays visual.

🏛️ typesafe-ai/skills ⭐2576 · ✅ official Agent skills for building with TypeSafe's System One API typesafe-ai/skills 🧰 john-rocky/coreai-kit ⭐117 · Swift · 👁️ observed Swift SDK for running chat, vision and speech models on iPhone and Mac with Apple's Core AI. Model download and caching, FoundationModels integration, and runnable…
john-rocky/coreai-kit 🤖 gargpratyush/jev-router ⭐534 · JavaScript · 🔎 inferred Route to the cheapest model in claude code for your task using jev-router gargpratyush/jev-router 🛡️ NandhaKishorM/laya ⭐30703 · Python · 👁️ observed Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that…
NandhaKishorM/laya 🧪 ikermoel/open-alternative-jev ⭐62 · Python · 👁️ observed Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF +… ikermoel/open-alternative-jev 🔬 TianyuCodings/NanoJev ⭐2491 · Python · 🔎 inferred A nano replica of Jev: parallel decisions, dynamic candidates, and an end-to-end training pipeline.
TianyuCodings/NanoJev 🎮 zadescoxp/Jev-Trades ⭐43 · Python · 👁️ observed Trading bot with the all new TypeSafe AI's first system one model named as Jev 📰 9 known defects (jaggedness) ⭐0 · ✅ official 字面理解、**计数不可靠**、日期比较、多级间接、无关细节大 state、对抗内容、指令与 criteria 矛盾、结构性不变量、生成。官方建议"拆成原子问题在代码里组合"。

Contents

What is Jev

Jev is TypeSafe AI's first System One model. It does not write prose. It takes a state plus questions whose answer space you define in advance, and returns typed values with probability distributions your code can branch on.

Shape state + typed questions → constrained answers + probabilities → your code
Primitives Choice (pick one of ≤255 options), Score (a rubric 2–10), Noul (a probabilistic yes/no)
Endpoint POST https://api.typesafe.ai/v1/systemone, model jev-1.13.0 / alias jev-latest
Good fits routing, triage, scoring, moderation, verification and low-latency gates inside a bounded workflow
Known limits counting is unreliable, multi-level indirection is weak, and official material names nine classes of jaggedness. Schema-valid output is not the same as a correct decision — calibrate on your own data.

How entries are graded

Most lists in this space assert inclusion. This one says how much it actually verified, then lets you filter accordingly.

Grade What it means
official Published by TypeSafe AI itself.
observed A public artifact that can be opened and read — real source, real configuration, or an explicit TypeSafe/Jev declaration in the repository name or topic.
inferred Matched on an ambiguous signal plus corroborating vocabulary, but not yet read line by line.
unverified Looks related, nothing independently confirmed. Listed for discovery only.

Official SDKs and developer tools

Everything published by TypeSafe itself. Start here.

🏛️ typesafe-ai/skills · ⭐2576 · ✅ official · 22d · ⭐+2
📝 Summary

Agent skills for building with TypeSafe's System One API

💡 The vendor's own agent skills. Because it is updated continuously, it is the closest thing to a specification of how TypeSafe intends Jev to be driven from an agent.

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
📊 Data
Metric Value
Stars 2576 (+2)
Last push 2026-09-12
First listed 2026-09-18
🏛️ typesafe-ai/system-one-adapter-python · ⭐379 · Python · ✅ official · 12d
📝 Summary

Drop-in TypeSafeClient replacement backed by LLM APIs

💡 Drop-in replacement that backs the same interface with an ordinary LLM provider. This is the honest way to A/B a typed decision against a prompt, on your own data, before committing to either.

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
Language Python
📊 Data
Metric Value
Stars 379
Last push 2026-09-22
First listed 2026-09-18
🏛️ typesafe-ai/typesafe-sdk-js · ⭐268 · TypeScript · ✅ official · 19d
📝 Summary

The official TypeScript/JavaScript library for the TypeSafe API

💡 TypeScript client where the answer type is inferred from the question you asked, so a mismatched return type is a compile error rather than a runtime surprise.

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
Language TypeScript
📊 Data
Metric Value
Stars 268
Last push 2026-09-15
First listed 2026-09-18
🏛️ typesafe-ai/typesafe-sdk-python · ⭐266 · Python · ✅ official · 8d
📝 Summary

The official Python library for the TypeSafe API

💡 Synchronous and asynchronous clients. The fastest path from an API key to a typed decision, and the reference the community clients are compared against.

🔧 Found used in code: src/typesafe_sdk/__init__.py

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
Language Python
📊 Data
Metric Value
Stars 266
Last push 2026-09-26
First listed 2026-09-18
🏛️ typesafe-ai/WorkflowEvals · ⭐14 · Python · ✅ official · 5d
📝 Summary

evals.typesafe.ai workflow code published

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
Language Python
📊 Data
Metric Value
Stars 14
Last push 2026-09-29
First listed 2026-09-30
🏛️ typesafe-ai/typesafe-ai.github.io · ⭐2 · HTML · ✅ official · 122d
📝 Summary

No upstream description was published.

📌 Basic facts
Field Value
Category Official SDKs and developer tools
Evidence official
Language HTML
📊 Data
Metric Value
Stars 2
Last push 2026-06-04
First listed 2026-09-18

Community clients, SDKs and adapters

Typed clients for the System One endpoint, across as many languages as the community has got round to.

🧰 jexp/neo4jev · ⭐162 · Jupyter · 👁️ observed · 16d
📝 Summary

Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Jupyter
📊 Data
Metric Value
Stars 162
Last push 2026-09-18
First listed 2026-09-18
🧰 john-rocky/coreai-kit · ⭐117 · Swift · 👁️ observed · 0d
📝 Summary

Swift SDK for running chat, vision and speech models on iPhone and Mac with Apple's Core AI. Model download and caching, FoundationModels integration, and runnable examples with documented OS, SDK and model requirements.

🔧 Found used in code: Sources/CoreAIOps/CoreAI+SystemOne.swift

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Swift
📊 Data
Metric Value
Stars 117
Last push 2026-10-04
First listed 2026-10-02

🏷 apple · apple-core-ai · asr · core-ai · coreai · foundation-models · ios · ios-27


🖼 Image🎬 Video
john-rocky/coreai-kit screenshot john-rocky/coreai-kit animation
animated recording
🧰 bodepudimuneendra-netizen/laya-jev-GraphRAG · ⭐49 · Python · 👁️ observed · 5d
📝 Summary

A database-agnostic Agentic GraphRAG framework using swappable System One models (local Laya / cloud Jev). A plug-and-play intelligence layer featuring a complete 4-phase pipeline, continuous evaluation and custom A* traversal for any graph database.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 49
Last push 2026-09-29
First listed 2026-09-25

🏷 astar-algorithm · eval-harness · fine-tuning · graphdatabase · graprag · jev · laya · neo4j

🧰 ckaraca/awesome-jev · ⭐16 · Python · 👁️ observed · 0d
📝 Summary

A curated list of tools, integrations, and experiments built on Jev, TypeSafe AI's System One model for fast, typed decisions.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 16
Last push 2026-10-04
First listed 2026-09-19

🏷 ai-agents · awesome · awesome-list · computer-use · jev · llm · system-one · typesafe

🧰 MrJev/awesome-jev · ⭐15 · Python · 👁️ observed · 0d
📝 Summary

A curated list of projects, integrations, and resources for Jev, TypeSafe AI's System One model.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 15
Last push 2026-10-04
First listed 2026-09-18

🏷 ai-agents · awesome · awesome-list · jev · mcp · typesafe

🧰 Premo-Cloud/typesafe-sdk-java · ⭐11 · Java · 👁️ observed · 9d
📝 Summary

Community Java SDK for Jev, TypeSafe's System One model: typed questions in, typed answers with calibrated probabilities out. Java 17+, Spring Boot starter (unofficial)

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Java
📊 Data
Metric Value
Stars 11
Last push 2026-09-25
First listed 2026-09-18

🏷 java · jev · sdk · spring-boot · system-one · system-one-models · typesafe

🧰 PromtEngineer/jev-harness · ⭐7 · Python · 👁️ observed · 10d
📝 Summary

A Pi agent harness built around TypeSafe's Jev (System One model): router, context picker, gate, verifier. Tested on Neon Postgres branches.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 7
Last push 2026-09-24
First listed 2026-09-30
🧰 clouatre-labs/decisions-judge-mcp · ⭐5 · JavaScript · 👁️ observed · 1d
📝 Summary

Typed decisions for AI agents as an MCP tool: yes/no probability (noul), choice, and score in one fast request. Backed by the TypeSafe System One model.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 5
Last push 2026-10-03
First listed 2026-09-21

🏷 agent · ai · cli · decision-making · decisions · judge · llm · mcp


🖼 Image🎬 Video
clouatre-labs/decisions-judge-mcp screenshot clouatre-labs/decisions-judge-mcp animation
animated recording
🧰 Sur-Cai/macos-computer-use-kit · ⭐5 · Python · 👁️ observed · 1d
📝 Summary

AX-first computer use for AI agents on macOS with optional Jev (TypeSafe System One) semantic guards: calibrated target/input judgments before an irreversible action, decisions kept in code. Accessibility-tree targeting, window-scoped input, clipboard-safe paste, read-back verification. Ships a pip CLI, a pi package and a DeepSeek Harness plugin.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 5
Last push 2026-10-03
First listed 2026-10-03

🏷 accessibility · agent-skills · ai-agents · claude-code · computer-use · decision-intelligence · desktop-automation · dsh-plugin

🧰 xingwudao/OpenJev · ⭐5 · Python · 👁️ observed · 16d
📝 Summary

OpenJev: an independent Jev-inspired System One decision API based on TypeSafe.ai concepts. Choice, score and noul primitives, local mock server, Python and TypeScript SDKs. Real inference planned; not affiliated with TypeSafe AI.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 5
Last push 2026-09-18
First listed 2026-09-18

🏷 ai-guardrails · classification · decision-api · jev · mock-server · openjev · probabilistic-inference · python-sdk

🧰 frodi-karlsson/onesie · ⭐2 · Go · 👁️ observed · 5d
📝 Summary

An expressive Unix-pipeable CLI for System One models like Jev

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Go
📊 Data
Metric Value
Stars 2
Last push 2026-09-29
First listed 2026-09-28

🏷 cli · go · golang · jev · systemone

🧰 ziyu/system-one-sdk · ⭐2 · JavaScript · 👁️ observed · 0d
📝 Summary

Unified interface wrapper for system one models

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 2
Last push 2026-10-04
First listed 2026-10-05
🧰 diffpal/lintpal · ⭐1 · Go · 👁️ observed · 0d
📝 Summary

Turn your freeform engineering rules into PR checks. Use System One models like Jev through compatible Decisions APIs.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Go
📊 Data
Metric Value
Stars 1
Last push 2026-10-04
First listed 2026-10-05

🏷 ai · cli · code-review · continuous-integration · developer-tools · diffpal · git-diff · github-actions


🖼 Image🎬 Video
diffpal/lintpal screenshot no media published
🧰 agent-ix/sapho · Rust · 👁️ observed · 0d
📝 Summary

Compound decisions with System One models like Jev: ask small questions, combine the answers with rules you write in a decision graph. Rust library and CLI.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Rust
📊 Data
Metric Value
Stars 0
Last push 2026-10-04
First listed 2026-10-04

🏷 ai · cli · clm · code-review · dag · decision-engine · decision-graph · fuzzy-logic


🖼 Image🎬 Video
agent-ix/sapho screenshot no media published
🧰 Bonzokoles/36_chambers · Python · 👁️ observed · 0d
📝 Summary

Federated knowledge retrieval engine for AI agents. Routes queries across specialized backends (FTS5, ChromaDB, graph) via a registry-first orchestrator with TypeSafe/Jev AI routing and evidence re-ranking. Read-only by default, security-gated by design.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-10-04
First listed 2026-09-25

🏷 ai-agents · ai-infrastructure · chromadb · embeddings · federated-search · fts5 · information-retrieval · jev


🖼 Image🎬 Video
Bonzokoles/36_chambers screenshot no media published

Asset hot-linked from the upstream repository because no redistribution licence was declared.

🧰 OpenByteInc/QuantDinger · ⭐12442 · Python · 🔎 inferred · 2d
📝 Summary

Open-source AI Trading OS, agent trading, and vibe trading, with Jev System One integration. Research, build Python strategies, backtest, and paper/live trade across crypto, stocks, and forex. Launch your own multi-tenant trading SaaS with built-in user management, billing, payments, and settlement.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 12442
Last push 2026-10-02
First listed 2026-09-20

🏷 agent · alpaca · backtesting · binance · crypto · exchange · finance · fintech


🖼 Image🎬 Video
OpenByteInc/QuantDinger screenshot no media published
🧰 supercorp-ai/supercov · ⭐147 · Rust · 🔎 inferred · 0d
📝 Summary

Coverage, security and code quality for coding agents

💡 Code quality and coverage verdicts produced as typed decisions rather than prose, so the result can gate a pipeline directly.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence inferred
Language Rust
📊 Data
Metric Value
Stars 147
Last push 2026-10-04
First listed 2026-09-18

🏷 agent-skills · claude-code · code-coverage · code-quality · codex · coding-agents · coverage · gemini-cli-extension


🖼 Image🎬 Video
supercorp-ai/supercov screenshot no media published
🧰 AkashPriyadarshii/jev-seo · ⭐95 · Rust · 🔎 inferred · 0d
📝 Summary

Free Rust SEO and GEO toolkit powered by TypeSafe Jev: 58-rule audits, site crawls, AI citation checks, rank drift, CI gates, 15-tool MCP. Zero cost.

📌 Basic facts
Field Value
Category Community clients, SDKs and adapters
Evidence inferred
Language Rust
📊 Data
Metric Value
Stars 95
Last push 2026-10-04
First listed 2026-09-18

🏷 ahrefs-alternative · answer-engine-optimization · claude-code · cli · coding-agents · generative-engine-optimization · geo · jev


🖼 Image🎬 Video
AkashPriyadarshii/jev-seo screenshot no media published
More in this category · 113

Agent tooling: MCP, hooks, gates and coding agents

The fastest-growing category: hooks, MCP servers and gates that put a typed decision in front of an agent's next action.

🤖 tamaratran/fast-jev-compaction · ⭐7380 · TypeScript · 🔎 inferred · 16d · ⭐+2
📝 Summary

Claude Code plugin that replaces the compaction summary with Jev decisions: every tool call and result is scored in one fast request, stale ones are dropped or truncated, everything kept stays verbatim.

💡 Replaces a coding agent's context-compaction summary with a typed decision. A clean example of swapping one LLM call in an existing pipeline rather than rebuilding the pipeline.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence inferred
Language TypeScript
📊 Data
Metric Value
Stars 7380 (+2)
Last push 2026-09-18
First listed 2026-09-18
🤖 gargpratyush/jev-router · ⭐534 · JavaScript · 🔎 inferred · 15d
📝 Summary

Route to the cheapest model in claude code for your task using jev-router

💡 Routes each turn to the cheapest model that can handle it. The canonical cost-reduction use case for a System One model.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence inferred
Language JavaScript
📊 Data
Metric Value
Stars 534
Last push 2026-09-19
First listed 2026-09-18

🖼 Image🎬 Video
gargpratyush/jev-router screenshot no media published
🤖 0xNatoshi/jev-codex-router · ⭐273 · JavaScript · 🔎 inferred · 12d
📝 Summary

Per-turn model & reasoning routing for Codex, driven by Jev (TypeSafe System One): picks the model, thinking depth and speed mode for every turn.

💡 Per-turn model and reasoning-effort routing for a coding agent, driven by typed decisions.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence inferred
Language JavaScript
📊 Data
Metric Value
Stars 273
Last push 2026-09-22
First listed 2026-09-18

🏷 ai · codex · jev · llm · macos · routing · typesafe

🤖 AbdelStark/awesome-typesafe-jev · ⭐561 · HTML · 👁️ observed · 2d
📝 Summary

Awesome Jev: a source-backed field guide to TypeSafe's System One model, with SDKs, live demos, agent tools, and independent evaluations.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language HTML
📊 Data
Metric Value
Stars 561
Last push 2026-10-02
First listed 2026-09-21

🏷 agent-skills · ai-agents · awesome · awesome-jev · awesome-list · awesome-lists · curated-list · developer-tools

🤖 strands-labs/strands-decider · ⭐339 · Python · 👁️ observed · 0d · ⭐+3
📝 Summary

A small, fast decision model, or system one model, for agentic workflows. Pick between options or rate on a scale faster than an LLM, with a calibrated confidence on every decision.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 339 (+3)
Last push 2026-10-04
First listed 2026-10-02

🏷 ai · machine-learning · natural-language-understanding · python · strands-agents · strands-labs · system-one · system-one-models

🤖 fatwang2/awesome-jev · ⭐220 · JavaScript · 👁️ observed · 1d
📝 Summary

A source-backed Jev project directory with a reusable Jev-only GitHub review workflow.

🔧 Found used in code: entries/nshkrdotcom--typesafe_sdk.json

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 220
Last push 2026-10-03
First listed 2026-09-18

🏷 awesome · awesome-list · github-actions · jev · open-source · typesafe

🤖 valentynkit/awesome-jev-typesafe · ⭐190 · JavaScript · 👁️ observed · 0d
📝 Summary

Typed decisions with TypeSafe's Jev, the first System One model

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 190
Last push 2026-10-04
First listed 2026-09-19

🏷 ai-agents · awesome · awesome-list · claude-code · directory · jev · llm-agents · system-one

🤖 kraayenjon/awesome-jev · ⭐171 · 👁️ observed · 7d
📝 Summary

A curated list of Jev use cases, projects, SDKs, and resources. Jev is TypeSafe AI's System One model for fast, typed decisions in software — Choice, Score, and Noul with calibrated probabilities.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
📊 Data
Metric Value
Stars 171
Last push 2026-09-27
First listed 2026-09-19

🏷 agents · ai · ai-agents · api · artificial-intelligence · automation · awesome · awesome-list

🤖 dbreunig/building-with-jev-skill · ⭐151 · 👁️ observed · 17d
📝 Summary

A skill for writing and improving programs that call Jev, TypeSafe's System One model

💡 A skill for writing programs that call Jev, rather than a program that calls Jev. The distinction matters: it encodes the design rules, not one implementation of them.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
📊 Data
Metric Value
Stars 151
Last push 2026-09-17
First listed 2026-09-18
🤖 GhalebDweikat/winnow · ⭐101 · Python · 👁️ observed · 4d
📝 Summary

A calibrated context sieve for Claude Code: every tool result is judged by a System One model before it enters context.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 101
Last push 2026-09-30
First listed 2026-09-18

🏷 claude-code · claude-code-plugin · context-management · jev · llm-agents · typesafe

🤖 Li-Evan/awesome-jev · ⭐25 · HTML · 👁️ observed · 5d
📝 Summary

The most complete gallery of what people build with Jev, TypeSafe's System One model: 3,400+ projects, demos, and write-ups by scenario, each with its original link, image, and description.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language HTML
📊 Data
Metric Value
Stars 25
Last push 2026-09-29
First listed 2026-09-27

🏷 ai · ai-agents · awesome · awesome-list · awesome-lists · bilingual · classification · decision-models

🤖 ChenneyZhuang/laya-browser-agent · ⭐18 · Python · 👁️ observed · 3d
📝 Summary

Local, open-source Jev alternative: browser agent decisions with Laya (System One model) on your own machine. No cloud, no API key. Playwright/CDP, MCP-friendly.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 18
Last push 2026-10-01
First listed 2026-09-21

🏷 agent · ai-agents · apple-silicon · browser-agent · browser-automation · computer-use · decision-model · jev

🤖 yohanargentina-oss/Foq · ⭐10 · Python · 👁️ observed · 14d
📝 Summary

⚡ Foq — the FREE, local, open-source alternative to Jev. Typed System 1 decisions in ~25 ms — no waitlist, no cloud, no per-token cost. foq.fr

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 10
Last push 2026-09-20
First listed 2026-09-20

🏷 agentic-ai · ai · decision-engine · foq · gguf · inference · jev · jev-alternative


🖼 Image🎬 Video
yohanargentina-oss/Foq screenshot no media published
🤖 caijinchun/nanojev-arena · ⭐7 · HTML · 👁️ observed · 15d
📝 Summary

NanoJev Snake Arena: 1v4 human-vs-AI battleship + 100-agent swarm simulator. Local demo of Jev System-One model (open-source mini replica).

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language HTML
📊 Data
Metric Value
Stars 7
Last push 2026-09-19
First listed 2026-09-20

🖼 Image🎬 Video
caijinchun/nanojev-arena screenshot no media published
🤖 dfranco-projects/jev-guardbench · ⭐2 · Python · 👁️ observed · 0d · ⭐+1
📝 Summary

Can a System One model (TypeSafe Jev, open-source Kev) replace an LLM-as-judge in agent guardrail callbacks?

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 2 (+1)
Last push 2026-10-04
First listed 2026-09-23

🖼 Image🎬 Video
dfranco-projects/jev-guardbench screenshot no media published

Asset hot-linked from the upstream repository because no redistribution licence was declared.

🤖 dante01yoon/ComfyUI-SystemOne · ⭐1 · Python · 👁️ observed · 1d
📝 Summary

ComfyUI nodes that branch workflows on natural-language judgments from System One models (local Laya or hosted Jev)

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 1
Last push 2026-10-03
First listed 2026-10-03

🏷 comfyui · comfyui-custom-nodes · jev · laya · typesafe


🖼 Image🎬 Video
dante01yoon/ComfyUI-SystemOne screenshot dante01yoon/ComfyUI-SystemOne animation
animated recording · Open video
🤖 jev-ai-desktop/Jev-AI-Desktop · ⭐1 · C++ · 👁️ observed · 6d
📝 Summary

Jev AI Model is TypeSafe 1.13: jev ai model, jev typesafe, jev api, jev github, jev pricing. noul, choice, score. 32K. Decisions not chat. Windows zip, extract and run. Official free download. Download:🡇

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language C++
📊 Data
Metric Value
Stars 1
Last push 2026-09-28
First listed 2026-09-29

🏷 calibrated-decisions · jev-agent · jev-ai-model · jev-api · jev-choice · jev-console · jev-docs · jev-github


🖼 Image🎬 Video
jev-ai-desktop/Jev-AI-Desktop screenshot no media published
🤖 brookcs3/jev--system-one-for-claude · Python · 👁️ observed · 2d
📝 Summary

Jev: TypeSafe's System One model as a Claude Code tool. Evidence-backed calibrated odds, typed judgments at scale (classify, search, rerank, score, guard, cite, route, extract), and a corpus → set → run → eval → train loop around fixed weights. Unofficial.

📌 Basic facts
Field Value
Category Agent tooling: MCP, hooks, gates and coding agents
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-10-02
First listed 2026-10-02

🏷 agent-skills · calibration · claude-code · claude-code-plugin · claude-plugin · jev · llm-evaluation · typesafe


🖼 Image🎬 Video
brookcs3/jev--system-one-for-claude screenshot no media published
More in this category · 232

Routing, guardrails and approvals

The production-shaped use case — send each request to the cheapest model that can actually handle it, and keep a deterministic check on the outcome.

🛡️ NandhaKishorM/laya · ⭐30703 · Python · 👁️ observed · 0d · ⭐+15
📝 Summary

Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.

🔧 Found used in code: research/benchmarks/feishu_zh/run.py

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Python
📊 Data
Metric Value
Stars 30703 (+15)
Last push 2026-10-04
First listed 2026-09-23

🏷 calibration · classification · decision-model · huggingface · jev · modernbert · multilingual · nlp


🖼 Image🎬 Video
NandhaKishorM/laya screenshot no media published
🛡️ HarnessRouter/SystemOneHarness · ⭐199 · Python · 👁️ observed · 13d
📝 Summary

The System One harness for System One models. Run Jev and other System One models locally or directly on HarnessRouter.ai.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Python
📊 Data
Metric Value
Stars 199
Last push 2026-09-21
First listed 2026-09-20

🏷 harness · harness-engineering · system-one-harness · system-one-models

🛡️ Dicklesworthstone/skillranker · ⭐127 · Rust · 👁️ observed · 0d
📝 Summary

Rust CLI powered by Jev from TypeSafe.ai that ranks agent skills for the next step using live session context. Includes Claude Code hooks, structured JSON, abstention, and local feedback. Requires a TypeSafe API key.

💡 Ranks agent skills with a typed decision. A useful model for any 'choose among N candidates' problem that was previously a prompt.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Rust
📊 Data
Metric Value
Stars 127
Last push 2026-10-04
First listed 2026-09-18

🏷 agent-skills · ai-agents · asupersync · claude-code · cli · developer-tools · frankentui · jev

🛡️ choxos/jevchess · ⭐6 · JavaScript · 👁️ observed · 14d
📝 Summary

Jev, TypeSafe's System One model, plays chess against any OpenRouter LLM, Stockfish and you. One-page web app with live moves, Jev's move probabilities, saved games and win rates.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 6
Last push 2026-09-20
First listed 2026-09-30

🏷 ai-benchmark · chess · chess-ai · javascript · jev · llm · openrouter · stockfish


🖼 Image🎬 Video
choxos/jevchess screenshot choxos/jevchess animation
animated recording · Open video
🛡️ Sarim-MBZUAI/awesome-jev-security · ⭐6 · 👁️ observed · 3d
📝 Summary

Curated list of papers on the security, robustness, and safety of TypeSafe Jev / System One models

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
📊 Data
Metric Value
Stars 6
Last push 2026-10-01
First listed 2026-10-01
🛡️ dharmeshgurnani/CodeOtter · ⭐3 · TypeScript · 👁️ observed · 0d
📝 Summary

Autonomous, self-hosted AI code reviews, calibrated scoring gauges, and merge gates from any open model.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language TypeScript
📊 Data
Metric Value
Stars 3
Last push 2026-10-04
First listed 2026-09-28

🏷 ai-code-review · code-review · coderabbit · developer-tools · devops · forgejo · gguf · gitea


🖼 Image🎬 Video
dharmeshgurnani/CodeOtter screenshot no media published

Asset hot-linked from the upstream repository because no redistribution licence was declared.

🛡️ alperenerol/jev-1.13-mini-benchmark · ⭐1 · Python · 👁️ observed · 5d
📝 Summary

Mini benchmark of TypeSafe's jev-1.13 structured decision model (OpenRouter Decisions API) on labeled support-triage: noul/choice/score, consistency, cost, lessons learned

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Python
📊 Data
Metric Value
Stars 1
Last push 2026-09-29
First listed 2026-09-20
🛡️ YYTbit/metajev · ⭐1 · Python · 👁️ observed · 1d
📝 Summary

Cache the decision, compute the policy. Record typed decisions from Jev-class System One models under a key built from state, question, and model, then change thresholds, review bands, routing, and budgets without re-running anything.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Python
📊 Data
Metric Value
Stars 1
Last push 2026-10-03
First listed 2026-10-03

🏷 calibration · decision-model · jev · llm · policy · python · system-one · typed-decisions

🛡️ ryok/jev-calibration-lab · Python · 👁️ observed · 6d
📝 Summary

Measuring calibration of TypeSafe Jev (jev-1.13) via OpenRouter

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-09-28
First listed 2026-09-28
🛡️ SuperInstance/typesafe-quilts · JavaScript · 👁️ observed · 4d
📝 Summary

System One as judge: calibration battery + routing judgments + the judge protocol for quilt lanes. Live jev-1.13.0.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 0
Last push 2026-09-30
First listed 2026-09-30
🛡️ wjdjdakf17/jev-study · TypeScript · 👁️ observed · 3d
📝 Summary

Jev(TypeSafe AI System One Model) 스터디 — 타입화된 결정·RLCD·confidence-gated routing을 한국어 노트와 TypeScript 목업으로 정리

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence observed
Language TypeScript
📊 Data
Metric Value
Stars 0
Last push 2026-10-01
First listed 2026-09-29

🏷 ai · decision-model · jev · jevlike · llm · study-notes · system-one-model · typesafe

🛡️ ollaya-dev/ollaya · ⭐1189 · Rust · 🔎 inferred · 1d · ⭐+2
📝 Summary

Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language Rust
📊 Data
Metric Value
Stars 1189 (+2)
Last push 2026-10-03
First listed 2026-09-25

🏷 calibration · classification · decision-models · gliclass · jev · laya · llm-routing · local-inference

🛡️ kenhuangus/jev-usecases · ⭐20 · Python · 🔎 inferred · 13d
📝 Summary

Production TypeSafe Jev (System One) use-case harnesses with confidence-gated decision logic

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 20
Last push 2026-09-21
First listed 2026-09-20

🖼 Image🎬 Video
kenhuangus/jev-usecases screenshot no media published
🛡️ gaborishka/jev-canvas · ⭐13 · JavaScript · 🔎 inferred · 15d
📝 Summary

Draw on a tldraw canvas with your voice and a pointing finger. Jev (TypeSafe System One) decides action, target and place in ~350 ms per spoken word.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language JavaScript
📊 Data
Metric Value
Stars 13
Last push 2026-09-19
First listed 2026-09-23

🏷 hand-tracking · jev · mediapipe · openrouter · tldraw · typesafe · voice-control · web-speech-api


🖼 Image🎬 Video
gaborishka/jev-canvas screenshot gaborishka/jev-canvas animation
animated recording
🛡️ da-vinci-noob/pi-jev-model-router · ⭐11 · TypeScript · 🔎 inferred · 0d
📝 Summary

Route pi prompts to task-appropriate model tiers with TypeSafe Jev typed judgments. Budget-aware, with automatic fallback.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language TypeScript
📊 Data
Metric Value
Stars 11
Last push 2026-10-04
First listed 2026-10-03

🖼 Image🎬 Video
da-vinci-noob/pi-jev-model-router screenshot no media published
🛡️ rupeshpoojary9/poorjev · ⭐10 · Python · 🔎 inferred · 13d
📝 Summary

Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071). Typed decisions, runs offline, no API key, no waitlist.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 10
Last push 2026-09-21
First listed 2026-09-21

🏷 calibration · classification · conformal-prediction · jev · jev-alternative · llm · llm-guardrails · local-llm


🖼 Image🎬 Video
rupeshpoojary9/poorjev screenshot no media published
🛡️ eulogik/nirnay · ⭐8 · Python · 🔎 inferred · 3d
📝 Summary

NIRNAY 450M: open-weight calibrated decision model (Apache-2.0). Banking77 intent classification 87.9%, fitted ECE 0.045. Laya fork plus concept bottleneck, coarse-to-fine pointer and RLCD. Built by Eulogik.

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 8
Last push 2026-10-01
First listed 2026-10-01

🏷 apache-2-0 · banking77 · calibration · concept-bottleneck · decision-model · edge-ai · eulogik · guardrails


🖼 Image🎬 Video
eulogik/nirnay screenshot no media published
🛡️ tomek7667/cbjev · ⭐3 · Python · 🔎 inferred · 10d
📝 Summary

Typed decisions (choice/score/noul) from one encoder pass - faster, better-calibrated successor to Laya, Jev wire compatible

📌 Basic facts
Field Value
Category Routing, guardrails and approvals
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 3
Last push 2026-09-24
First listed 2026-09-29

🏷 calibration · classification · decision-model · jev · laya · llm-guardrails · modernbert


🖼 Image🎬 Video
tomek7667/cbjev screenshot no media published
More in this category · 49

Evaluation, calibration and benchmarks

How anyone knows the decisions are any good. Calibration is the open question in this ecosystem, and these are the projects measuring it.

🧪 v-modal/awesome-jev-tools · ⭐746 · 👁️ observed · 0d
📝 Summary

A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
📊 Data
Metric Value
Stars 746
Last push 2026-10-04
First listed 2026-09-20

🏷 awesome · awesome-ai · awesome-jev · awesome-list · awesome-lists · awesome-readme · awesome-resources · calibrated-probabilities

🧪 OmniJev/awesome-jev-gallery · ⭐490 · JavaScript · 👁️ observed · 0d
📝 Summary

🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language JavaScript
📊 Data
Metric Value
Stars 490
Last push 2026-10-04
First listed 2026-09-20

🏷 awesome · awesome-jev · awesome-list · calibrated-probabilities · calibration · decision-models · jev · jev-ai

🧪 ikermoel/open-alternative-jev · ⭐62 · Python · 👁️ observed · 9d
📝 Summary

Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 62
Last push 2026-09-25
First listed 2026-09-18

🏷 calibration · classification · jev · jev-alternative · llm · logprobs · open-jev · open-source-jev


🖼 Image🎬 Video
ikermoel/open-alternative-jev screenshot no media published
🧪 hev/reranker · ⭐14 · Python · 👁️ observed · 17d
📝 Summary

Use Jev (TypeSafe's System One model) as a calibrated reranker: one call, up to 30 documents, a probability per document. Apache-2.0.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 14
Last push 2026-09-17
First listed 2026-09-18
🧪 akash-kamat/system-one-gemma · ⭐6 · Python · 👁️ observed · 16d
📝 Summary

Open-source Jev-style System One decision model. Gemma 3 270M with a scoring head — fast, calibrated decisions in a single forward pass. No text generation. Inspired by TypeSafe.ai's Jev.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 6
Last push 2026-09-18
First listed 2026-09-18

🏷 calibration · decision-model · gemma · jev · lora · machine-learning · scoring-model · system-one

🧪 brida-ai/reflexbench · ⭐6 · Python · 👁️ observed · 10d
📝 Summary

ReflexBench — open benchmark and evaluation harness for System One models and typed decision engines

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 6
Last push 2026-09-24
First listed 2026-09-25

🏷 ai-benchmark · ai-evaluation · benchmark · calibration · choice · decision-models · jev · laya

🧪 OmniJev/awesome-jev-papers · ⭐3 · Python · 👁️ observed · 0d
📝 Summary

📄 Research papers on Jev, TypeSafe's System One model, and the open models built in its shape.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 3
Last push 2026-10-04
First listed 2026-09-28

🏷 arxiv · awesome · awesome-list · calibration · decision-model · jev · llm · paper-list

🧪 aarora79/jev-samples · 👁️ observed · 3d
📝 Summary

Runnable samples for Jev, TypeSafe AI's System One model. Send state and questions carrying their own answer options, then branch on the typed value that comes back.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
📊 Data
Metric Value
Stars 0
Last push 2026-10-01
First listed 2026-09-19

🏷 calibration · classification · code-samples · confidence-thresholds · decision-making · examples · jev · llm


🖼 Image🎬 Video
aarora79/jev-samples screenshot no media published

Asset hot-linked from the upstream repository because no redistribution licence was declared.

🧪 aishwary-dongre/jev-xray · Python · 👁️ observed · 0d
📝 Summary

Decision forensics for System One models. Jev returns a calibrated probability and cannot explain it — jev-xray measures which part of the input caused it, by ablation.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-10-04
First listed 2026-10-04
🧪 jburns24/jev-demo · 👁️ observed · 15d
📝 Summary

playing with jev-latest evaluation model

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
📊 Data
Metric Value
Stars 0
Last push 2026-09-19
First listed 2026-09-19
🧪 patryckalves/jev-no-enem · Python · 👁️ observed · 13d
📝 Summary

Reproducible benchmark evaluating TypeSafe AI's Jev (System One paradigm) on Brazil's ENEM 2025 standardized exam. Evaluates typed decision-making, domain-specific accuracy, and RLCD uncertainty calibration against open LLM baselines with an interactive GitHub Pages dashboard.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-09-21
First listed 2026-09-21

🏷 benchmark · brasil · enem · jev · llm · rlcd · system-one-models

🧪 rahulbansalc6414/jev-imdb-benchmark · Python · 👁️ observed · 1d
📝 Summary

Benchmarking TypeSafe's Jev (System One model) on real IMDB reviews — sentiment, spoilers, and quality in one API call

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence observed
Language Python
📊 Data
Metric Value
Stars 0
Last push 2026-10-03
First listed 2026-10-03

🏷 ai · benchmark · imdb · jev · python · sentiment-analysis · system-one · typesafe


🖼 Image🎬 Video
rahulbansalc6414/jev-imdb-benchmark screenshot no media published
🧪 nokia-applied-research/AnyJev · ⭐1035 · Python · 🔎 inferred · 2d · ⭐+1
📝 Summary

Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 1035 (+1)
Last push 2026-10-02
First listed 2026-09-22

🏷 calibration · decision-model · jev · jev-model · llm · system-one · transformers · vllm


🖼 Image🎬 Video
nokia-applied-research/AnyJev screenshot nokia-applied-research/AnyJev animation
animated recording
🧪 fstandhartinger/jevbench · ⭐214 · Python · 🔎 inferred · 5d
📝 Summary

JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 214
Last push 2026-09-29
First listed 2026-09-29

🏷 decisionmodels · jev · systemone


🖼 Image🎬 Video
fstandhartinger/jevbench screenshot no media published
🧪 allebee/jevk5 · ⭐137 · Python · 🔎 inferred · 6d
📝 Summary

JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.

📌 Basic facts
Field Value
Category Evaluation, calibration and benchmarks
Evidence inferred
Language Python
📊 Data
Metric Value
Stars 137
Last push 2026-09-28
First listed 2026-09-25

🏷 calibration · decision-model · jev · jev-alternative · jevbench · lora · qwen · system-one


🖼 Image🎬 Video
allebee/jevk5 screenshot allebee/jevk5 animation
animated recording · Open video
🧪 cobusgreyling/Jev · ⭐132 · Python · 🔎 inferred · 14d
📝 Summary

Unofficial TypeSafe Jev showcase — System One decisions, not chat.

📌 Basic facts

| Field | Value

awesome-jev-live (wh000wh000/awesome-jev-live)

Searching Database…

Что это такое?Awesome Jev Live — это индекс проектов с оценкой по уровню проверенности, собранный вокруг Jev, модели System One от TypeSafe AI: 836 записей, охватывающих SDK, MCP-инструменты, агентов, приложения и открытые модели, опубликован на 20 языках.
Это приложение, которое нужно устанавливать, или просто список, который читаешь?Это отобранный список в стиле README, а не приложение: Python-конвейер в этом репозитории собирает, фильтрует и перепроверяет каждую запись, так что цифры и отметки времени берутся из живых источников, а не из рукописного снимка.
С чего начать, если я хочу разрабатывать с Jev?Начните с раздела Official SDKs and developer tools — шесть записей, опубликованных TypeSafe, во главе с агентскими навыками вендора (2 576 звёзд), плюс официальные клиенты для Python и TypeScript.
Что Jev вообще может возвращать?Три примитива: Choice (выбор одного варианта из 255 возможных), Score (значение по шкале 2–10) и Noul (вероятностное да/нет); всё отдаётся через POST-эндпоинт (модель jev-1.13.0 или алиас jev-latest). Это подходит для маршрутизации, триажа, оценки, модерации и быстрых проверок внутри ограниченного рабочего процесса.
Какие у Jev известные слабые места?В README среди ограничений названы ненадёжный подсчёт и слабая многоуровневая косвенность, а в официальных материалах перечислено девять классов «зубчатости». Валидная по схеме выдача — ещё не правильное решение, поэтому калибруйтесь на собственных данных.
Зачем выставлять записям оценки, а не просто перечислять их?Потому что большинство похожих списков лишь утверждает, что проекты относятся к теме. Этот индекс показывает, сколько именно было проверено по каждой записи: для серьёзной работы можно фильтровать официальные и проверенные на практике записи, а остальные оставить для поиска идей.
Creator
wh000wh000
Size
516.8 MB
Stars
338
Age
29d
Commits · 90 Days