Skip to content

Grev

grep, sort, cut and uniq that match by meaning: each line whose Jev Noul clears the threshold survives grev, sibling filters route by Choice and rank by Score, and the output is always your own input, never generated text.

Stars
56
Language
Go
License
APACHE-2.0
Published by
Community
Last verified
Oct 2026

About this project

Unix filters that ask questions instead of matching patterns. The tools run on TypeSafe's Jev models, which answer typed questions with calibrated probabilities instead of generating text. That's why these tools behave like grep, sort or cut: output is always your input. Labels and scores appear only as explicit columns. A few thousand lines cost fractions of a cent and take seconds. Every tool has --help and a man page. The common flags:

Quoted from the project's README. Read the full README.

Highlights

  • Ships roughly 16 tools including grev, isv, tagv, sortv, rank, uniqv, cutv, seek, trv, lookv and probev.
  • Documented costs: Jev at $0.042 per million input tokens; grepping a 4,000-line source file is about $0.008.
  • Spend guards include confirmAbove prompts, daily and monthly caps, and a per-run --max-cost flag.
  • An Agent Skill installs to ~/.claude/skills and ~/.agents/skills via grev-settings skill install.

Watch out

Requires a TypeSafe API key by default, with OpenRouter and Fastino GLiDE endpoints configurable; relative cost depends on provider pricing. Dual licensed Apache-2.0/MIT.

Questions about this entry

Short answers drawn from the linked project or page.

More Jev resources like this

3GitHub stars
Go CLI for Jev with noul, choice, score, eval, rank, and models commands: rank sends one Score question per item per weighted YAML dimension in a single request and sums weight times score in code, while threshold flags turn a failed gate into exit code 10 for scripts and CI.
Jev Tools & CLIs#community#cli#go
2GitHub stars
Zero-dependency Python CLI that routes small semantic judgments to Jev for agents and CLI pipelines: choose (Choice), check (Noul), score (ordered ratings), batch (1-32 questions in one request) and purify (verbatim passage extraction). GPL-3.0 licensed.
Jev Tools & CLIs#community#cli#decision-routing
1GitHub stars
Go linter whose rules are plain-English questions: AST matchers select nodes and Jev answers one Noul per fragment above the rule's threshold. It runs standalone, under go vet, and as a golangci-lint plugin, with cached answers so runs only ask about changed code.
Jev Tools & CLIs#community#linter#go
20.4kGitHub stars
Rust coding-agent harness (MIT, ~20k stars) whose crates/jcode-base/src/jev.rs is a typed TypeSafe Jev decision transport, used for memory pruning (memory_jev.rs), browser navigation (browser_jev.rs), and voice routing (voice_intent.rs) with separate provider selectors per purpose.
Jev Tools & CLIs#community#rust#coding-agent
9.2kGitHub stars
An open-source AI office suite whose local file search reranks the top 20 FTS hits with TypeSafe Jev relevance scores before showing results.
Jev Tools & CLIs#community#typescript#desktop
3.4kGitHub stars
Vercel Labs' Unix-like coding agent CLI written in Zig, shipping a typesafe_permission_reviewer builtin that runs the agent's permission decisions through Jev rather than an LLM call. Model-agnostic and embeddable via libfx and ACP.
Jev Tools & CLIs#community#coding-agents#cli

From the Jev guides

Original write-ups on what this entry is for.

The request shape barely changes across surfaces; the surrounding contract does. When to call the API directly and when a gateway, a Worker binding, or a router entry earns its extra hop.
Jev Tools & CLIs#gateway#vercel#cloudflare
Read article
Taking a decision checkpoint out of Python: what the GGUF and browser WebGPU exports preserve, what they change, and the parity evidence the model cards publish.
Jev Tools & CLIs#open-models#local#onnx
Read article
Jev labels a record that already exists. Code moves, flags, or holds it. How the document, mail, and transfer tools keep the action out of the model.
Jev Tools & CLIs#classification#email#security
Read article
Back to all resources

From the Jev community

Posts from builders shipping with Jev right now.

Follow @typesafeai