Awesome Jev / CLI & Pipelines
CLI & Pipelines
CLI utilities, Git gates, CI/CD pipeline checks, and DevOps automations.
sharziki
SemDecide
A Python CLI for semantic predicates, routing, scoring and filtering over text or JSONL.
Sends input to Jev and applies local probability thresholds to outputs and exit codes.
↳ Adds typed decisions to Bash and CI with explicit output and failure states.
markjaquith
TypeSafe AI Playground
Rust CLI experiments for health-information screening, comment review, tone analysis and business or occupation classification.
Sends text to Jev for separate Noul probabilities, scores or category choices.
↳ Offers a terminal interface for inspecting structured judgments.
tumf
jev-cli
A CLI and stdio MCP server for typed Jev judgments over text or JSON.
Submits noul, choice and score questions and emits JSON or a primary value.
↳ Accepts files and stdin for use in shell scripts and MCP clients.
jtsang4
jev-cli
A CLI for asking Jev classification, yes/no and scoring questions over text or JSON input.
Evaluates typed questions over one input and returns choices and probabilities as JSON.
↳ Accepts standard input and supports direct TypeSafe calls or a Vercel gateway.
rhighs
jev-code
An experimental coding CLI where Jev selects AST productions for Python or Bash, with a separate command-line decision mode.
Chooses from bounded syntax and action options; local code constructs programs or invokes tools.
↳ Shows coding choices and command-line judgments in inspectable traces.
amberwhitehead
jevscript
An early language experiment whose current implementation is a Jev request-batching spike.
The script compares separate and batched answers, usage and latency; the full language engine remains a design goal.
↳ Useful for studying batching, not a completed compiler or interpreter.
yonatangross
orchestkit
OrchestKit can optionally use Jev to classify coding sessions and set their colors when confidence meets a threshold.
Classifies the first task prompt and branch state by work type; local policy accepts the result or falls back.
↳ Distinguishes sessions by work type and supports a shadow comparison mode.
Nasrallah-AL
jev-cli
The jevctl command-line tool connects verification, classification and scoring questions to text input and scripts.
Sends input and bounded answer options to Jev, then reports judgments and probabilities using local thresholds.
↳ Provides structured results for pipelines and CI, with request inspection and dry-run support.
exYze
rift
An optional TypeSafe decision client in the Rust coding terminal Rift for bounded Jev judgments.
Sends state and typed questions to System One and parses answers for terminal workflows.
↳ Adds a separate decision interface alongside generative coding models.
shiftynick
jev-axi
A CLI for Jev pick, rate, check, rank, triage, and guard tasks, with optional hooks before Agent tool calls.
Converts input state and options into structured questions, returning results or risk scores for local policy.
↳ Reuses the same decision commands in scripts and Agent workflows.
AkashPriyadarshii
jev-superpowers
Software development framework for coding agents enhanced with Jev for dependency vetting, completion gates, and debugging decisions.
Invokes Jev at workflow checkpoints to evaluate change validity, test sufficiency, and package safety before advancing agent state.
↳ Constrains coding agent trajectories using fast discrete judgments, preventing hallucinated dependencies and premature task completion.
mrnugget
jev-shell-history
Fish-style Zsh history suggestion tool ranked by Jev, ordering candidate commands from local history based on context.
Packages current command input and historical candidates into a Jev request, ranking the most plausible command for inline suggestion.
↳ Combines the safety of local shell history with Jev semantic relevance, filtering out stale or risky command candidates.
Thestral12
pr-sieve
A GitHub Action that compiles `.jev.yml` rules into Jev questions and fails, comments, or passes from the numbers.
Rules become at most twelve questions (`MAX_JEV_QUESTIONS` in src/types.ts). AKIA and private-key armor from src/redact.ts fail locally in src/pipeline.ts with no Jev call.
↳ Does not write reviews, suggest patches, or approve. Policy is read from the base-ref config.
thruwire
foreman
An independent supervisor loop that reads worker diffs, logs and tests, asks Jev Nouls about stuck / off-track / verify, then applies a Python policy.
AsyncTypeSafeClient.system_one with default jev-latest sends Noul questions for supervision.
↳ Supervision does not write the worker's code. Distinct from cataloged Shifty-Eye-Games/foreman-jev.
harshpuri84
slopcheck-jev
A prose linter that catches AI writing tells. Regex settles the 18 a pattern can settle. Jev takes the 15 that need reading, as 15 Nouls in one call, 604 ms median. It ships as a Claude Code `Stop` hook that scores Claude's own output after every turn and warns rather than blocks.
**Deleting a feature made it more accurate.** The first build made a second Jev call to pin each tell to a sentence. Removing it took precision from 0.80 to 0.95 and latency from 1,365 ms to 575 ms. Jev returns typed answers rather than text, so a quote has to come from a second round of typed questions about lines, and that round was where every defect lived. The README documents the two intermediate designs that were worse.
↳ Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.
logicrw
ask-jev
Ultra-fast, fail-open advisory decisions and verbatim extractive reading view for AI coding agents and CLI pipelines
Jev returns a structured decision for the local program; consult the source for the exact decision policy.
↳ Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.
lukstei
slop-grader
Rule-based CLI and agent skill that evaluates text and markdown files against custom rulesets for AI slop, grammar, and technical doc quality using Jev scores and line-by-line violation flags, then guides an AI agent to auto-fix violations.
Jev returns a structured decision for the local program; consult the source for the exact decision policy.
↳ Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.
LYchoon
paper-radar-jev
An automated research paper radar that fetches the latest papers from arXiv, evaluates their relevance to a configurable research profile using TypeSafe AI, and ranks them by relevance score. Designed for personalized, daily literature discovery across different research domains.
Jev returns a structured decision for the local program; consult the source for the exact decision policy.
↳ Adds structured choices or scores to the workflow; performance and cost benefits have not been independently verified.