LA An optional Jev classifier integration for Python LangChain workflows.
Submits binary, categorical and ordered-score questions and returns typed answers with probabilities.
Adds a classification step that can participate in existing LangChain pipelines.
Multi-Language SDK Classification & Ranking
VI An educational AI hedge-fund prototype with an optional Jev adapter for structured judgments in fund decision workflows.
Converts strategy questions to System One requests and normalizes native answers to the project’s result format.
Allows Jev or other model backends to be used in the same research workflow.
Finance & Quant Typed Decisions
BE LiteLLM can use Jev to classify requests for its complexity-based model router.
Maps requests to configured complexity classes that drive backend routing.
Makes the complexity judgment behind routing inspectable.
LLM Routing & Cost Multi-Language SDK
CA Oh My Pi includes an optional TypeSafe judgment provider for bounded decisions in coding-agent workflows.
Sends agent state and typed questions to Jev and parses structured answers.
Adds a replaceable judgment provider to existing agent workflows.
Coding Agents Multi-Language SDK Typed Decisions
DA A community Claude Code Templates mod that uses Jev to suggest subagent models and reasoning levels.
Evaluates task tier, reasoning needs and production risk; local policy maps results to invocation settings.
Makes routing rules and per-request choices explicit and configurable.
LLM Routing & Cost Coding Agents
CO SDK & Decision Frameworks
MIT An optional TypeSafe provider for Composio that uses Jev to choose among tools and bounded argument options.
Turns tool or action conditions into structured questions and passes Jev answers to local invocation logic.
Adds structured judgments to existing tool interfaces.
Multi-Language SDK LLM Routing & Cost Typed Decisions
VE SDK & Decision Frameworks
Apache-2.0 The TypeSafe provider in AI SDK lets TypeScript applications call Jev through the shared evaluate interface.
Maps choice, score, and yes/no questions to TypeSafe System One requests and parses typed results.
Reuses a common evaluation interface within AI SDK applications.
Multi-Language SDK Typed Decisions
TR Cua’s preview jev-use example pairs Driver observation and execution with bounded Jev browser-action choices.
Reads DOM or supported visual-region descriptions and returns a supplied candidate action ID.
Provides Python and TypeScript loops with separate offline and live checks.
Browser Automation Typed Decisions
PY An optional TypeSafe provider and Jev model integration for Pydantic AI.
Converts supported structured output fields into typed Jev questions and maps answers back to the output model.
Lets supported classification outputs use the existing Pydantic AI interface.
Multi-Language SDK Typed Decisions
EL SDK & Decision Frameworks
MIT An optional TypeSafe HTTP adapter in Eliza’s source, not registered with the Agent runtime by default.
Only an explicit systemOne call sends state and questions, returning validated typed answers.
Provides a reusable server-side module; its presence is not evidence of deployed Jev adoption.
Multi-Language SDK Typed Decisions
LA SDK & Decision Frameworks
MIT An optional LangChain.js TypeSafeClassifier integration for sending state and predefined questions to Jev.
Uses invoke to call TypeSafe and parse choice, noul, score and probability fields.
Adds typed decisions to LangChain workflows without treating Jev as a chat generator.
Multi-Language SDK Classification & Ranking
VE A Jev UI-composition experiment inside the json-render website that selects from predefined component and property options.
Evaluates component configurations through Vercel AI Gateway, then composeSpec assembles the UI specification.
Provides an inspectable composition path alongside token-by-token JSON generation.
Creative & Multimedia Typed Decisions
OP OpenChamber’s optional automatic model router uses Jev to classify a message before selecting a configured model and reasoning level.
Jev selects a task category; local category mappings determine the model configuration.
Keeps routing categories and their model assignments explicit.
LLM Routing & Cost Coding Agents
0X SDK & Decision Frameworks
MIT An experimental TypeSafe crate in Rig for expressing Jev questions and answers with Rust types.
Sends application state and questions to Jev and parses Choice, Score or Noul answers.
Reuses field layouts between questions and answers and validates answers against questions.
Multi-Language SDK Typed Decisions
KU Firstmate can optionally use Jev to match task briefs to dispatch rules before local policy chooses an Agent configuration.
Sends the task brief and candidate rules to Jev, then resolves execution profiles with confidence and local conditions.
Separates semantic matching from the final dispatch policy.
LLM Routing & Cost Coding Agents
BR A browser Agent that uses Jev to choose actions and page controls, calling a text model only when input is needed.
Chooses an action and its matching DOM element in one request; a text model generates input text.
Separates UI choices, text generation, and browser execution so each step can be inspected.
Browser Automation Typed Decisions
AG Security & Guardrails
Apache-2.0 A Jev guardrail example in Agentgateway using a webhook to inspect model requests and responses.
Jev scores jailbreaks, harmful content and secret disclosure; thresholds or evaluation errors reject requests.
Demonstrates gateway integration, not guaranteed prevention of all attacks.
Security & Guardrails Multi-Language SDK
LA Evaluation & ObservabilityMIT
Latitude includes an optional Jev preclassifier for conversation checks and their selection records.
Judges which checks apply and can add checks when thresholds and rate limits permit.
Records models, thresholds, latency and selection reasons alongside the baseline.
Evaluation & Benchmarks Voice & Conversation
TA Prunes old tool calls and outputs for Claude Code while retaining surviving text verbatim.
Separately judges whether a tool call and its full output are still needed; code keeps, truncates or drops them.
Avoids rewriting paths, commands and errors into a new summary.
Context Compaction Coding Agents
AX SDK Integrations
Apache-2.0 Ax provides a TypeSafe integration for boolean or finite-class signatures and native Jev answers.
Maps supported signatures to Jev questions or sends native System One requests.
Reuses structured signatures and Jev probabilities within Ax workflows.
Multi-Language SDK Typed Decisions
VE An optional Jev provider in Vellum Assistant sends conversation state and explicit questions to TypeSafe.
Submits state and question bundles to System One and returns structured answers to the Assistant.
Adds choices, probabilities, and scoring to an existing assistant.
MCP & Integrations Typed Decisions
LA Browser & OS Action
Apache-2.0 An optional Jev skill for agent-desktop that chooses controls and actions from native accessibility data.
Jev selects a target and action and estimates presence and risk; local policy decides whether to execute.
Keeps the full UI tree out of the main Agent context while exposing the selected action.
Desktop & Mobile Typed Decisions
CE Code Navigation
Apache-2.0 A Celesto PR-review example prepares sandbox checks and compares a general model with Jev on candidate findings.
Judges whether a finding was introduced by the change, is supported and merits a fix.
Shows execution records and reviewer judgments together.
Coding Agents Evaluation & Benchmarks
JA A market-making experiment on Kuru’s MON-USDC book on Monad, with optional per-block Jev buy/sell decisions.
In Jev mode, order-book judgments feed code that simulates fills or submits configured post-only limit orders.
Defaults to a mock model and dry-runs without a private key; simulated results do not establish profitability.
Finance & Quant Typed Decisions