aaionedge.
Independent Jev project index / aionedge.org

Open source Jev projects.
The Jev ecosystem, indexed.

Browse the latest Jev projects, integrations and experiments across the open source Jev ecosystem — plus the tools, agents and experiments taking AI into the real world. Organized by model. Linked to source. Built for discovery.

A growing index, not a popularity contest.GitHub stars belong to the entire repository—not its Jev integration. Listings are discovery leads, not endorsements.

Agent tooling 158

claude-code-templates

davila7/claude-code-templates

A community Claude Code Templates mod that uses Jev to suggest subagent models and reasoning levels.

★ 31,082

openwork

different-ai/openwork

Open-source Claude Cowork alternative whose eval testkit can use Jev as a typed verification judge for agent-produced work.

★ 23,696

fast-jev-compaction

tamaratran/fast-jev-compaction

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.

★ 6,295

jev-review (devagrawal09)

devagrawal09/jev-review

Reviews a Git diff or a codebase in stages and displays review leads in a local dashboard.

★ 544
Explore all 158 in Agent tooling →

Community additions 156

Laya

NandhaKishorM/laya

Open alternative: non-autoregressive decision model that answers `choice`, `score`, and `noul` questions with RLCD-trained calibrated probabilities in a single ~35 ms forward pass, published on PyPI and Hugging Face.

★ 16,260

DeepSearcher stopping-policy experiment

zilliztech/deep-searcher

Agentic search: a standalone evaluation uses Jev Noul judgments on accumulated evidence to decide whether to stop or continue within a search-round budget, comparing stopping behavior, evidence recall, and decision cost.

★ 8,278

laya-mlx

mizorewww/laya-mlx

Local runtime: independent MLX port of the Laya checkpoints that runs typed decisions natively on Apple Silicon — 13.4 ms median end-to-end per short English decision, 7.4 ms with the multilingual checkpoint, and zero output tokens, with no PyTorch, Transformers runtime, or cloud API.

★ 5,389

fx

vercel-labs/fx

Coding agent: ships a `typesafe_permission_reviewer` builtin so the agent's permission decisions run through Jev rather than an LLM call.

★ 3,126
Explore all 156 in Community additions →

Benchmarks & research 99

NanoJev

TianyuCodings/NanoJev

Open 0.6B Jev replica with parallel decisions, complete probability distributions, training pipeline, weights, dataset, and live demos.

★ 1,988

jevlike

vinnylarouge/jevlike

Train a small model that chooses among a changing list of text options, one probability per option in a single pass. Includes Doom, chess, and Wikispeedia demos.

★ 1,231

decider

Mapika/decider

One-pass typed decisions with calibrated probabilities (System One style model), fine-tuned from Qwen3.5-2B.

★ 311

jev-visual

hr98w/jev-visual

An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.

★ 240
Explore all 99 in Benchmarks & research →

Browser & computer use 72

cua

trycua/cua

Cua’s preview jev-use example pairs Driver observation and execution with bounded Jev browser-action choices.

★ 25,977

Jev Ultrafast

browser-use/jev-ultrafast

A browser Agent that uses Jev to choose actions and page controls, calling a text model only when input is needed.

★ 17,985

agent-desktop

lahfir/agent-desktop

An optional Jev skill for agent-desktop that chooses controls and actions from native accessibility data.

★ 1,506

celesto

CelestoAI/celesto

Agent-computer platform with a runnable pull-request review lab where Jev judges whether findings are introduced, supported, and actionable.

★ 966
Explore all 72 in Browser & computer use →

Applications 72

jev-chat-jarvis

jev-chat/jev-chat-jarvis

Android conversation copilot where Jev interprets chat context and helps rank candidate replies before the user inserts one.

★ 3,660

jev-trader

jarrodwatts/jev-trader

A market-making experiment on Kuru’s MON-USDC book on Monad, with optional per-block Jev buy/sell decisions.

★ 2,050

tax-doc-classifier

kyotofin/tax-doc-classifier

A tax-document page classifier that uses Jev to choose from predefined IRS form and page categories.

★ 396

notra

usenotra/notra

Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.

★ 213
Explore all 72 in Applications →

Games & simulations 70

typesafe-mario

fhshaik/typesafe-mario

An experimental NES Mario controller that gives Jev structured emulator RAM and telemetry instead of screenshots.

★ 352

embodied-jev

FBddcz/embodied-jev

EmbodiedJev: MuJoCo robot decision workbench with MiniCPM5-2B, Jev and compatible model APIs

★ 186

jevpilot

standardagents/jevpilot

A browser driving simulator where Jev chooses among locally generated paths and speeds.

★ 168

jev-drone

RomanSlack/jev-drone

A MuJoCo drone experiment deriving scene features from camera buffers for Jev tactical advice.

★ 131
Explore all 70 in Games & simulations →

Routing & Cost Optimization 58

litellm

BerriAI/litellm

AI gateway with a TypeSafe guardrail and Jev classifier for policy judgments and complexity-based request routing.

★ 59,424

oh-my-pi

can1357/oh-my-pi

Coding agent with a TypeSafe judgment provider that uses Jev for typed checks, routing, and workflow decisions.

★ 32,765

openchamber

openchamber/openchamber

OpenChamber’s optional automatic model router uses Jev to classify a message before selecting a configured model and reasoning level.

★ 10,318

firstmate

kunchenguid/firstmate

Firstmate can optionally use Jev to match task briefs to dispatch rules before local policy chooses an Agent configuration.

★ 7,002
Explore all 58 in Routing & Cost Optimization →

Frameworks & integrations 53

litellm

BerriAI/litellm

AI gateway with a TypeSafe guardrail and Jev classifier for policy judgments and complexity-based request routing.

★ 59,424

oh-my-pi

can1357/oh-my-pi

Coding agent with a TypeSafe judgment provider that uses Jev for typed checks, routing, and workflow decisions.

★ 32,765

json-render

vercel-labs/json-render

A Jev UI-composition experiment inside the json-render website that selects from predefined component and property options.

★ 18,086

eve

vercel/eve

Vercel's open agent framework, which ships Jev as the default evaluation model in its experimental evaluate path.

★ 5,316
Explore all 53 in Frameworks & integrations →

SDKs & clients 50

advocaat

pithings/advocaat

A small TypeScript client for asking Jev multiple typed questions about the same data.

★ 89

ruby_decision_model

obie/ruby_decision_model

A Ruby decision-model client for Jev through TypeSafe’s native API or OpenRouter.

★ 50

pi-typesafe

DevMortimer/pi-typesafe

A Pi Jev extension providing a decision tool, terminal playground commands and an API for other extensions.

★ 41

jev (dannote)

dannote/jev

TypeSafe Jev for OTP: reply to Jev from a GenServer and pattern match on its answer.

★ 30
Explore all 50 in SDKs & clients →

MCP & Integrations 49

vellum-assistant

vellum-ai/vellum-assistant

An optional Jev provider in Vellum Assistant sends conversation state and explicit questions to TypeSafe.

★ 1,303

jev-mcp (jkudish)

jkudish/jev-mcp

Eight MCP tools for evidence checks, content screening, search, reranking, classification, comparison and extraction.

★ 282

typesafe-mcp

itsmostafa/typesafe-mcp

An MCP server that lets Claude Code, Claude Desktop, Codex and Pi ask Jev typed questions.

★ 258

jev-review (NiazMorshed2007)

NiazMorshed2007/jev-review

A local MCP code-quality reviewer returning structured scores to coding Agents.

★ 203
Explore all 49 in MCP & Integrations →

Demos & playgrounds 46

killmyidea

monteduro/killmyidea

A startup-idea evaluation demo assigning KILL, FIX or SHIP labels from Jev scores.

★ 97

typesafe-ai-playground (BunsDev)

TypeSafeAI/typesafe-playground

Community TypeSafe AI playground: 110 use cases, games, dilemmas and model challenges, with editable prompts, A/B comparisons and a mobile-friendly UI.

★ 20

jev-me

jon-devlapaz/jev-me

A grill-me style interrogation of your idea, with Jev doing the grilling.

★ 13

jev-autopilot

arielweinberger/jev-autopilot

This demo uses Jev from TypeSafe AI to autonomously fly a drone in a random city from point A to point B, avoiding obstacles along the way. A trip costs $0.01.

★ 9
Explore all 46 in Demos & playgrounds →

CLI & Pipelines 37

ai-cli

vercel-labs/ai-cli

Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.

★ 811

orchestkit

yonatangross/orchestkit

OrchestKit can optionally use Jev to classify coding sessions and set their colors when confidence meets a threshold.

★ 283

skillranker

Dicklesworthstone/skillranker

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.

★ 113

formanator

timrogers/formanator

CLI and MCP server for Forma benefit claims that can use Jev to classify receipt line items into reimbursement categories.

★ 99
Explore all 37 in CLI & Pipelines →

Jev-like models 34

kev

jaredpalmer/kev

Trainable family of small Qwen-based Jev-like decision models with typed primitives, datasets, evaluation tools, and local inference.

★ 4,081

SemIf

TheoLeeCJ/SemIf

Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.

★ 3,808

Bespoke Nimble

bespokelabsai/nimble

Open data, training recipe, and a 9B model for Jev-style choice and true/false decisions on Apple Silicon or NVIDIA GPUs.

★ 1,619

LocalJev

githubnext/localjev

Local Jev-compatible System One API that converts typed questions into DiffusionGemma classification prompts and probabilities.

★ 728
Explore all 34 in Jev-like models →

Other lists 29

awesome-jev (yibie)

yibie/awesome-jev

A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.

★ 1,294

awesome-jev-by-typesafe

Anil-matcha/awesome-jev-by-typesafe

Evidence-backed Jev use cases, patterns, prompts, and starter code.

★ 802

awesome-typesafe-jev

AbdelStark/awesome-typesafe-jev

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

★ 465

jev-skill

wuyoscar/jev-skill

An awesome collection of Jev use cases, workflows, and agent skills.

★ 425
Explore all 29 in Other lists →

SDK & Decision Frameworks 20

composio

ComposioHQ/composio

An optional TypeSafe provider for Composio that uses Jev to choose among tools and bounded argument options.

★ 30,288

ai

vercel/ai

The TypeSafe provider in AI SDK lets TypeScript applications call Jev through the shared evaluate interface.

★ 26,899

eliza

elizaOS/eliza

An optional TypeSafe HTTP adapter in Eliza’s source, not registered with the Agent runtime by default.

★ 19,409

langchainjs

langchain-ai/langchainjs

An optional LangChain.js TypeSafeClassifier integration for sending state and predefined questions to Jev.

★ 18,220
Explore all 20 in SDK & Decision Frameworks →

High-Frequency & Simulation 19

jev-trader

jarrodwatts/jev-trader

A market-making experiment on Kuru’s MON-USDC book on Monad, with optional per-block Jev buy/sell decisions.

★ 2,050

jevpilot

standardagents/jevpilot

A browser driving simulator where Jev chooses among locally generated paths and speeds.

★ 168

jev-trade

aowang-ai/jev-trade

An experimental Hyperliquid trading bot using Jev to choose long or short and whether to open, close, or hold.

★ 109

Jev-Trades

zadescoxp/Jev-Trades

A dashboard combining live crypto market data with Jev-guided paper trading; no broker or live-order API is connected.

★ 27
Explore all 19 in High-Frequency & Simulation →

Context GC & Filter 17

fast-jev-compaction

tamaratran/fast-jev-compaction

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.

★ 6,295

hermes-jev-skills

kerpopule/hermes-jev-skills

Hermes plugin and skill suite using Jev for model routing, skill selection, memory filtering, compaction, and GUI actions.

★ 518

jev-pruner

tamaratran/jev-pruner

A Claude Code output-pruning plugin filtering selected Bash output before it reaches the main model.

★ 140

NeuroLink

juspay/neurolink

Unified AI SDK whose TypeSafe decide API supplies typed judgments for model routing, compaction, tools, and retrieval planning.

★ 138
Explore all 17 in Context GC & Filter →

Security & Guardrails 16

litellm

BerriAI/litellm

AI gateway with a TypeSafe guardrail and Jev classifier for policy judgments and complexity-based request routing.

★ 59,424

agentgateway

agentgateway/agentgateway

A Jev guardrail example in Agentgateway using a webhook to inspect model requests and responses.

★ 4,986

Agent

AgentiLoop/Agent

An optional Jev command-risk advisor inside a native macOS Agent, with a TypeSafeKit client.

★ 629

jev-experiments

dabit3/jev-experiments

A collection of Jev developer-tool experiments, including Commit Sentry for semantic checks on staged diff hunks.

★ 369
Explore all 16 in Security & Guardrails →

Voice & Conversation 13

jev-chat-jarvis

jev-chat/jev-chat-jarvis

Android conversation copilot where Jev interprets chat context and helps rank candidate replies before the user inserts one.

★ 3,660

vellum-assistant

vellum-ai/vellum-assistant

An optional Jev provider in Vellum Assistant sends conversation state and explicit questions to TypeSafe.

★ 1,303

jev-voice-browser

moritzkremb/jev-voice-browser

Control a real browser by voice. Jev (TypeSafe System One) decides intent + target in ~300 ms per spoken word; Playwright acts — often before you finish the sentence.

★ 244

OpenWhisper

Knuckles92/OpenWhisper

A dictation and meeting-notes app with optional Jev checks for topic changes, note-taker instructions and sensitive text.

★ 187
Explore all 13 in Voice & Conversation →

Browser & OS Action 8

Jev-cu

Sac-Y/Jev-cu

A Codex Computer Use loop sending text candidates to Jev while desktop tools observe and act.

★ 577

omg.dev

BennyKok/omg.dev

An omg.dev mobile testing script can use Jev to read the accessibility tree and choose the next interaction.

★ 535

aside-jev

himomohi/aside-jev

An MCP server and skill adding Jev decisions to Aside browser Agents.

★ 7

jev-clerk

stas4000/jev-clerk

A macOS desktop clerk that books supplier invoices: Jev picks each click from a closed action list; a deep model only rewrites the playbook.

★ 6
Explore all 8 in Browser & OS Action →

Evaluation & Observability 8

taskuary

ldbumble/taskuary

An optional Jev judgment module in Taskuary for checking user-defined conditions on task state.

★ 118

Canny

qkal/Canny

Keeps an execution ledger for Claude Code and Codex CLI to check for passing validation after edits.

★ 42

goodwatch-monorepo

alp82/goodwatch-monorepo

A film-and-TV attribute-scoring experiment inside GoodWatch comparing Jev question designs and batch sizes.

★ 38

jev-playground

mizchi/jev-playground

A MoonBit and TypeScript Jev playground covering games, browsers, command risk and small languages.

★ 19
Explore all 8 in Evaluation & Observability →

Domain & Vertical Tools 6

ai-hedge-fund

virattt/ai-hedge-fund

An educational AI hedge-fund prototype with an optional Jev adapter for structured judgments in fund decision workflows.

★ 63,671

JevScout

hqman/JevScout

A demo job-search Skill for coding Agents that browses company careers pages in Chrome, uses Jev to screen AI and software-engineering roles, and saves the results.

★ 32

jevscan

jevbook/jevscan

An EVM Token screening tool with library, CLI and MCP interfaces for market-feature-based risk judgments.

★ 3

jevsume

unownone/jevsume

A resume-review app that checks general writing and structure or compares a resume with a specific job description.

★ 2
Explore all 6 in Domain & Vertical Tools →

Official 6

TypeSafe agent skills

typesafe-ai/skills

Official agent skill for Claude Code, Codex, and compatible agents: primitives, patterns, and how to structure evaluations.

★ 1,806

System One adapter (Python)

typesafe-ai/system-one-adapter-python

Official drop-in TypeSafeClient replacement backed by OpenAI, Anthropic, and compatible LLM APIs, for comparing Jev against chat models.

★ 263

TypeSafe JavaScript SDK

typesafe-ai/typesafe-sdk-js

The JavaScript and TypeScript SDK published by TypeSafe, with typed Jev requests and answers.

★ 226

TypeSafe Python SDK

typesafe-ai/typesafe-sdk-python

Official TypeSafe Python SDK with synchronous and asynchronous clients for Jev System One, plus question and answer types.

★ 202
Explore all 6 in Official →

SDK & Integrations 3

langchain

langchain-ai/langchain

An optional Jev classifier integration for Python LangChain workflows.

★ 146,884

pydantic-ai

pydantic/pydantic-ai

An optional TypeSafe provider and Jev model integration for Pydantic AI.

★ 20,117

jev-resilience

Vicente-MD/jev-resilience

A Spring WebFlux integration that detects error messages hidden in HTTP 200 response bodies.

★ 2
Explore all 3 in SDK & Integrations →

Creative Tools 2

jevthoven

cocktailpeanut/jevthoven

Turns a music prompt into editable multitrack MIDI by asking Jev to choose instruments, harmony, and bar patterns.

★ 12

jev-music-theory-1

adammichaelwood/jev-music-theory-1

Explores Jev on harmony exercises and music-theory questions, alongside a piano demo driven by chord choices.

★ 1
Explore all 2 in Creative Tools →

Codebase & Graph Pathfinding 2

PiJ

tonyzdev/pijev

A Pi-based terminal coding Agent whose main model handles reasoning, edits and tools while Jev provides advice.

★ 4

leanest

baronunread/leanest

Adds Jev-based selection before an existing test runner using diffs and test source.

★ 3
Explore all 2 in Codebase & Graph Pathfinding →

Decision Tools 2

jevchat

kt3k/jevchat

A chat-style Jev demo whose answers are selected from predefined or custom options rather than generated prose.

★ 1

turing-jail

bugkiwi/turing-jail

Interactive three-level AI interrogation game powered by TypeSafe Jev; write responses and pass plea, logic, and paradox verdicts to earn release.

★ 0
Explore all 2 in Decision Tools →

Community (New) 251

jev-chat-jarvis-mac

jev-chat/jev-chat-jarvis-mac

A macOS floating-window companion (documented in Chinese) for WeChat that reads the screen and uses a local small model to judge an incoming message's real intent and risk level, then drafts reply candidates — strictly read-only, with no injection into or hooking of WeChat itself.

★ 248

agent-jev

malevrigns/agent-jev

AgentJev-0.6B, a fast open 'System One' decision model for AI agents that takes unstructured state (diffs, traces, logs) plus structured questions and returns calibrated probability distributions from a single roughly 50ms forward pass, with no output tokens decoded.

★ 235

jevharness

tianyucodings/jevharness

A framework where an LLM authors a task-specific harness for Jev — turning raw observations into features, constructing Jev questions, and combining the answers into actions — which can then be run, inspected, and optionally improved using reward signals and full execution traces.

★ 147

jev-leftpad

f/jev-leftpad

A joke npm package that left-pads a string by calling TypeSafe's Jev model to do it, deliberately using a model call for a task that a single `padStart()` line could already handle.

★ 82
Explore all 251 in Community (New) →

Suggest a Jev project

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Sources, not assumptions.

This index combines repository entries from heyjunpenn / awesome-jev (jevbest.com), logicrw / awesome-jev-projects, yibie / awesome-jev, and MrJev / awesome-jev (mrjev.com).

Descriptions and evidence links are attributed catalog data, not independent execution tests by AionEdge. Presence on a source list does not prove current Jev functionality. Public discovery is not exhaustive; private projects and repositories absent from these sources are not included.

Stars are dated GitHub REST API snapshots. Unavailable lookups are shown as unknown, never zero. Repository renames are deduplicated. Large frameworks may contain only a small Jev integration; their stars reflect the whole project.

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