Jev for Document processing
33 curated Jev resources. Recover structure, normalize values, and format documents and transcripts.
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All 33 Jev resources for Document processing
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33 resources
A localization pre-review gate that pairs source and target strings and judges meaning, terminology, tone, and placeholders as separate questions, so one failing dimension blocks a release without blending scores.
Jev Tools & CLIs#community#python#localization
Community
A podcast chaptering tool that labels transcript windows and marks boundaries as separate local judgments, classifying content, sponsor, and housekeeping segments without generating prose for the titles.
Jev Tools & CLIs#community#python#media
Community
1.5kGitHub stars
An MIT-licensed, local-first conversation memory app that transcribes meetings, calls and voice memos on-device into Markdown you own. Its live voice path runs evaluations through Jev, and 34 MCP tools plus a 58-command CLI let coding agents query the history you choose to share.
Jev Integrations & Adapters#community#mcp#transcription
Community
silverstein/minutesRust
silverstein/minutesRust7GitHub stars
Notebook benchmark that compares Jev with open models and specialised tools on five document-pipeline chores: language detection (Choice(12)), page orientation (Choice(4)), RVL-CDIP classification (Choice(16)), bundle splitting and parse-tier triage, with liteparse doing all PDF rendering and OCR work.
Jev Benchmarks & Evaluations#community#evaluation#document-processing
Community
run-llama/jev_vs_ossJupyter Notebook
run-llama/jev_vs_ossJupyter Notebook10GitHub stars
Local-first knowledge search with seven selectable pipelines: BM25 plus Jev reranking is the default vector-free path, plus agentic, embedding-hybrid, taxonomy, gate and line-search modes. Reranks up to 30 candidates in one batched set of Jev Noul relevance questions and streams cited answers from a configurable model.
Jev Integrations & Adapters#community#rag#retrieval
Community
aifabrice/jev-ragPython
aifabrice/jev-ragPython4GitHub stars
A CLI that checks new papers, repositories and feeds each morning against your open research questions, asking Jev Noul gates and Score dimensions through Pydantic AI's typesafe model; an LLM writes only the prose into Obsidian notes.
Jev Tools & CLIs#community#research#cli
224GitHub stars
A Jev harness for PostgreSQL: 41 semantic operators plus a native Rust extension evaluate row-level predicates with Noul questions and keep the returned probabilities for explicit decision thresholds, leaving joins and aggregation to SQL.
Jev Integrations & Adapters#community#postgresql#nl2sql
Community
Sheltercosmo/jev4pgPython
Sheltercosmo/jev4pgPython4GitHub stars
Loadable SQLite C extension and Python package that exposes Jev Noul, Choice, and Score judgments as SQL scalar functions and a jev_rows virtual table which batches up to 40 rows into one shared state and joins typed results back to the source by rowid.
Jev Integrations & Adapters#community#sqlite#sql
Community
mgaitan/sqlite-jevC
mgaitan/sqlite-jevC46.7kGitHub stars
Privacy-first, self-hosted personal knowledge management system with block-level references and a local-first Markdown editor; the project integrates Jev's decision model for high-speed document classification, flashcard intent categorization and automated tag routing.
Jev Integrations & Adapters#community#note-taking#knowledge-base
Community
siyuan-note/siyuanTypeScript
siyuan-note/siyuanTypeScript1GitHub stars
Grounded information extraction library: deterministic code proposes candidate spans with exact offsets and Jev answers one Choice per span plus sentence-level Nouls, so every extraction is a substring of the source. Ships a bilingual benchmark and paper.
Jev Tools & CLIs#community#information-extraction#nlp
Community
gabazureus/jevextractPython
gabazureus/jevextractPython39.6kGitHub stars
Volcengine's agent context database that unifies memory, knowledge RAG and skills under a viking:// virtual filesystem; it ships a Jev rerank client that scores candidate documents against api.typesafe.ai and treats the probability as relevance.
Jev Integrations & Adapters#community#agent-memory#rag
Community
volcengine/OpenVikingPython
volcengine/OpenVikingPython1GitHub stars
Precision-first RAG orchestrator that wires Jev as a System 1 gate around an LLM: it routes chitchat, triages retrieved chunks with relevance and answer-evidence Nouls, then verifies each claim and withholds drafts whose claims are unsupported.
Jev Integrations & Adapters#community#rag#hallucination
Community
david96182/cribrixPython
david96182/cribrixPython255GitHub stars
Graph RAG framework over Milvus vector search with no graph database required: Jev Noul judgments select graph relations and rerank full source passages alongside vector-search candidates, reaching 86.07% average Recall@5 on 1,000 MuSiQue and 1,000 2Wiki queries in the two-stage evaluation.
Jev Integrations & Adapters#community#rag#retrieval
Community
zilliztech/vector-graph-ragPython
zilliztech/vector-graph-ragPython42GitHub stars
An agent skill from the ThursdAI community that teaches Choice, Noul, and Score batching, scans repos for movable LLM judgments, and ships Python helpers without extra npm deps.
Jev Agents & MCP#community#agents#cookbooks
Community
altryne/jevifyPython
altryne/jevifyPython523GitHub stars
Classifies and splits PDFs, DOCX, and PPTX with local page text from LiteParse and category decisions from Jev.
Jev Tools & CLIs#community#python#document
Community
jerryjliu/docjevPython
jerryjliu/docjevPython7.6kGitHub stars
A Claude Code plugin and npm library that replaces transcript summarization with Jev keep-or-drop judgments, deleting stale tool calls and results while kept text stays verbatim.
Jev Tools & CLIs#community#typescript#claude-code
36GitHub stars
A Claude Code Stop hook that reads the turn transcript locally and spends one four-question Jev call only when files changed with no passing check since, blocking unverified done claims.
Jev Tools & CLIs#community#javascript#claude-code
Community
valentynkit/jev-belayJavaScript
valentynkit/jev-belayJavaScript1.2kGitHub stars
A macOS computer-use loop that OCRs the screen, asks Jev for the next action with typed Choices, and clicks, at about $0.0002 per decision without sending screenshots to a frontier model.
Jev Tools & CLIs#community#python#agents
Community
awlevin/typesafe-computer-usePython
awlevin/typesafe-computer-usePython8GitHub stars
A hybrid coding harness for Pi where any LLM writes the code while Jev returns typed probabilities that deterministic policy code turns into allow, confirm, block, warn, or steer.
Jev Tools & CLIs#community#typescript#agents
Community
AbdelStark/bicameralTypeScript
AbdelStark/bicameralTypeScript15GitHub stars
A tldraw canvas controlled by voice and a webcam-tracked fingertip: every partial transcript triggers one Jev request through OpenRouter's Decisions API that decides the action, shape, colour, and place.
Jev Cookbooks#community#javascript#browser
Community
gaborishka/jev-canvasJavaScript
gaborishka/jev-canvasJavaScript10GitHub stars
A Codex plugin and npm library that wraps native session compaction: Jev scores every tool call and result, and the verbatim history it keeps is re-injected after Codex summarizes. The README does not recommend using it.
Jev Tools & CLIs#community#typescript#codex
111GitHub stars
A Chrome extension and small web app that skips YouTube sponsor reads: Jev names transcript lines or answers yes/no about what it heard, and code owns every timestamp that gets cut.
Jev Tools & CLIs#community#javascript#chrome-extension
6GitHub stars
A Stop hook that keeps coding agents from quitting early: rules written in plain language are scored by Jev in about 0.7 seconds, and a violated rule sends the agent back to work instead of letting it stop.
Jev Tools & CLIs#community#python#claude-code
Community
noplan-inc/limpetPython
noplan-inc/limpetPython7.6kGitHub stars
An Android overlay that reads visible WeChat, QQ, and X conversations through accessibility, asks Jev for intent, danger, and the best action, then drafts three replies and fills one in without ever sending it.
Jev Tools & CLIs#community#kotlin#android
Community
jev-chat/jev-chat-jarvisKotlin
jev-chat/jev-chat-jarvisKotlin8GitHub stars
Experimental Slidev addon that streams presenter voice through a Cloudflare Worker, where Jev answers four typed questions before TypeScript applies the navigation policy and advances the deck.
Jev Repos & SDKs#community#typescript#cloudflare
Community
harshil1712/slidepilotTypeScript
harshil1712/slidepilotTypeScript18.6kGitHub stars
Generative UI framework with an experimental Jev composer that selects components and layout from application-supplied candidates through Vercel AI Gateway, rendering catalog-constrained JSON specs.
Jev Repos & SDKs#community#typescript#vercel
Community
vercel-labs/json-renderTypeScript
vercel-labs/json-renderTypeScript503GitHub stars
Text-only classifier for 261 federal tax forms that sends each PDF page's text to Jev, which returns a probability over forms and page kinds behind a confidence gate; no model is trained.
Jev Repos & SDKs#community#typescript#classification
477GitHub stars
A macOS floating panel that reads visible WeChat messages through OCR, has a local decider model or TypeSafe Jev classify intent and risk from 0 to 9, then generates and reranks reply candidates without injecting anything into WeChat.
Jev Tools & CLIs#community#python#macos
Communityjev-chat/jev-chat-jarvis-macPython
jev-chat/jev-chat-jarvis-macPython80GitHub stars
A Jev-guided context compaction library for coding agents: instead of summarizing old context, Jev decides which tool calls and results still matter while user and assistant text is kept verbatim.
Jev Tools & CLIs#community#typescript#compaction
2.7kGitHub stars
A cross-platform memory layer for AI coding agents: conversations from Claude Code, Codex, DeepSeek Harness, OpenClaw, and OpenCode become Markdown memories indexed in Milvus, with optional Jev reranking through the TypeSafe API.
Jev Tools & CLIs#community#python#agents
Communityzilliztech/memsearchPython
zilliztech/memsearchPython398GitHub stars
Control a headed Chromium window by voice: one Jev request per partial transcript decides intent, target, and completeness in roughly 300 ms, while code applies thresholds and builds the action.
Jev Tools & CLIs#community#javascript#browser
107GitHub stars
Render a live Jev meter over any video: Whisper transcribes, every sentence is scored, and ffmpeg exports a 16:9 edit with flags and a scoreboard. Presets cover debates, calls, and pitches.
Jev Tools & CLIs#community#python#video
Community
ChetasLua/jevmeterPython
ChetasLua/jevmeterPythonAn open Python toolkit with question builders, confidence gates, tiered routing, a concurrent corpus evaluator, calibration tooling, a CLI, and an MCP server, with published benchmarks.
Jev Repos & SDKsArticle#community#python#mcp
Community
Start here with Jev
Featured entries for document processing.
7.6kGitHub stars
A Claude Code plugin and npm library that replaces transcript summarization with Jev keep-or-drop judgments, deleting stale tool calls and results while kept text stays verbatim.
Jev Tools & CLIs#community#typescript#claude-code
Related use cases
Use cases that overlap with Document processing.
Jev articles
Original guides that go deeper on Jev document processing.
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
Browser loops are long series of small decisions, and the expensive model does not need to make any of them. The patterns behind the fastest agents, from element tables to OCR plus accessibility trees.
Jev Tools & CLIs#browser#computer-use#agents
Read article
Watch: Jev in action
Video walkthroughs and demos from the community.
YouTube: David Ondrej explains the architecture behind Jev and how to build a business on it.
YouTube: Maximilian Schwarzmüller on the new kind of model that beats LLMs in the areas it was built for.
YouTube: Albert Olgaard tests Jev and explains why System One models matter.
Discussions about Jev
Threads from Reddit and Hacker News about building with Jev.
Hacker News: SafeDep Gryph plus Jev checks for compromised coding-agent behavior.
2 pointsDetecting Compromised AI Coding Agents with Jev and GryphRead the thread on Hacker NewsHacker News: Thread on Selmar's Jev code-review calibration notes and ordering.py comparisons.
Lectem2 pointsCalibrating Jev as a Code ReviewerRead the thread on Hacker NewsHacker News: Qualitative researchers classifying participant free text with Jev at negligible cost.
effisfor13 pointsI was impressed by Jev, please explain why I shouldn't beRead the thread on Hacker NewsHacker News: Show HN for public Minecraft PvP where a diffusion LM picks moves from structured state.
2 pointsShow HN: Minecraft PvP against DiffusionGemma-as-Jev, 24 ms per decisionRead the thread on Hacker NewsFrom the Jev community
Posts from builders shipping with Jev right now.