Small decisions.
Things worth building.

Input · Task goal and DOM controls

The author reports a 7.092-second median after optimization across three paired runs of one flight task. Initial navigation is excluded; this is not a general browser benchmark.

Sources checked 2026-09-19 · Not independently run here

Input · A native accessibility tree and an interaction goal

Jev support lives in separate agent-desktop skill/scripts. Capturing snapshots also costs time; inference latency is not total task latency.

Sources checked 2026-09-19 · Not independently run here

Input · Phone state, actionable controls, and a task

The author’s Uber video reaches payment selection, not a completed booking. Dark-mode behavior has a separate demo. No real-device test was run here.

Sources checked 2026-09-19 · Not independently run here

Input · Candidate page elements and their context

Hiding a consent dialog is neither consent nor refusal. Old rules remain on invalid model output. Browser results were not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Live partial transcripts and page-element snapshots

Other components transcribe speech and control the browser. Author latency/cost figures were not reproduced here; spoken confirmation is not a safety guarantee.

Sources checked 2026-09-19 · Not independently run here

Input · Task goal and text candidates from the accessibility tree; no screenshots sent to Jev

The author shows a Mac Calendar comparison and reports a speedup. Only the post and pinned source were reviewed here; speed, token usage and cross-app success were not independently tested. Requires Codex desktop cua_repl and TypeSafe API configuration. The main loop defaults to dry-run and local policy gates execution.

Sources checked 2026-09-19 · Not independently run here

Input · Posts, replies and their surrounding context

AI-like writing scores do not establish authorship. Depends on X markup and a configured API key; content goes to the model. Classification accuracy was not tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Recent app switches, dwell times and candidate applications

App switching is implemented; tab switching remains planned. Requires Accessibility permission and API configuration, with switching history used for inference. No real-device acceptance test was performed.

Sources checked 2026-09-19 · Not independently run here

Input · Literal values in a test step and actual controls on the current page

Initial resolution or UI changes may call Jev; frozen replay does not. Low confidence stops resolution. Cross-site reliability is not guaranteed, and the author’s browser examples were not rerun here.

Sources checked 2026-09-19 · Not independently run here

Input · The page title and URL, visible interactive-element candidates and the intent of the current step

Decisions use text candidates, not pixel understanding; candidate truncation can omit targets. Replay avoids inference but still needs the target page, and execution replay repeats actions. A done claim needs a success condition. Author speed and accuracy claims were not independently tested.

Sources checked 2026-09-21 · Not independently run here

Input · Feed post snippets, user rules, and allowlist exceptions

Post snippets go to TypeSafe or a configured endpoint; the API key is stored locally. Network failures leave posts visible. Latency and UI effects were not reproduced here.

Sources checked 2026-09-24 · Not independently run here

Input · A goal, accessible screen labels, action history, and user-supplied named text

MIT licensed; requires macOS 15+ and sim-use. Physical iPhones are unsupported. Screen labels and visible values go to Jev. Action thresholds are not human approval or a safety guarantee; use an isolated test device. No installation or speed replication by this site.

Sources checked 2026-09-25 · Not independently run here

Input · The user’s recollection plus locally retrieved titles, domains, visit times and counts; the Jev payload omits full URLs and page bodies

MIT source and outbound fields were reviewed without installing the Windows app or testing retrieval quality. Enabling Jev sends the query and selected history metadata to an external service. A personal API key is required, and the public installer is unsigned; this listing is not a security certification.

Sources checked 2026-09-26 · Not independently run here

Input · Deduplicated comment text, available timestamps, and the video title and description, without video frames or a complete plot

The MIT license, pinned API calls and filtering logic were reviewed without installing the extension, watching a live target video or calling the model. Comment text and video metadata are sent to TypeSafe. Missing plot context can cause false positives and missed spoilers. Sampled warm-up cannot cover all comments; special danmaku and comment sections are outside scope. The author’s small-sample results and costs were not independently verified.

Sources checked 2026-10-07 · Not independently run here

Input · Candidate text, ad markers, outbound hostnames, placement and overlay geometry

The GPL-3.0 license, request and fallback code were reviewed without installing the extension or measuring accuracy, latency or cost. Enabling the API sends candidate text and features to TypeSafe; text can still contain personal information and main content can be misclassified. Some CSS hiding requires a refresh to restore. Rule-based blocking and Jev judgments are separate.

Sources checked 2026-10-12 · Not independently run here

Input · The goal, page title and URL, segmented text, link labels, and passages already retained

Apache-2.0 license and pinned 0.2.0 request/fallback code reviewed; not run. Defaults to jev-1.13.0. Goals, page text and links go to TypeSafe. Author benchmarks use small samples and were not reproduced. Verbatim output does not establish complete evidence, correct scores or immunity to prompt injection.

Sources checked 2026-10-15 · Not independently run here

Input · The current task and earlier conversation

The roughly 60% saving is a list-price recalculation over 237 historical turns, holding token usage fixed and excluding cross-model cache loss. It is not a measured bill reduction.

Sources checked 2026-09-19 · Not independently run here

Input · Business state, questions, and policy configuration

A workflow-pattern library: the host executes side effects. Example thresholds need validation for each task.

Sources checked 2026-09-19 · Not independently run here

Input · A customer message and predefined routing tree

Querying the whole tree in parallel is an implementation strategy. The example does not establish equivalent results across all support scenarios.

Sources checked 2026-09-19 · Not independently run here

Input · Sender, subject and body of a mocked email

Emails are mocked; handlers only update state and do not send mail or make payments. Ten examples are not an accuracy benchmark. Low confidence has no separate human branch; no runtime test was performed.

Sources checked 2026-09-19 · Not independently run here

Input · Recent text messages from a selected group and the user’s role and responsibilities

Selected messages go to TypeSafe only after classification confirmation. Images, files and voice are unsupported; it neither replies nor executes tasks. Default thresholds need domain calibration, and we did not test the live Feishu or model flow.

Sources checked 2026-09-20 · Not independently run here

Input · Selected workflow fields, text or JSON, plus choice, score and yes/no questions

A community node, not an official TypeSafe product; the author says it is not n8n Cloud verified. API errors fail the node unless Continue On Fail routes them to review. Small author test sets do not establish accuracy on business data. Not independently run here.

Sources checked 2026-09-23 · Not independently run here

Input · Current task, selected recent context, and effort levels supported by the current model

Jev is optional; the extension does not switch models. When enabled it sends selected conversation context to TypeSafe without automatic redaction. Savings and task results were not verified here.

Sources checked 2026-09-24 · Not independently run here

Input · Locally classified task category, domain and role, plus reviewed candidate capability metadata

Apache-2.0 licensed. Jev ranking is optional; local fallback is not a model selection. Remote requests use coarse metadata. Advice does not execute tools or grant permissions. Hook delivery depends on host, trust settings and a fresh session; repeatable productivity gains are unproven. Not run by this site.

Sources checked 2026-09-25 · Not independently run here

Input · Workflow text or JSON, a yes/no question, candidate options or described rating levels

Apache-2.0 licensing, SDK calls and all three routing nodes were reviewed without installing Griptape or testing models. Inputs are text-only; another node must describe images first. Score routing rounds to a level, and low confidence does not automatically trigger human review. Both Yes/No data inputs run beforehand; costly work belongs after the branch.

Sources checked 2026-09-30 · Not independently run here

Input · Chat events with host-validated identity and permissions, an agent capability profile, and up to 12 recent text-filtered messages

MIT licensing, the HTTP adapter, thresholds and send-permit lifecycle were reviewed without real chat integration or model calls. Direct requests can bypass Jev; ambient evaluation errors or timeouts are ignored. Default thresholds are not universal quality guarantees and redaction is best effort. File-backed state is single-process; permits neither ensure exactly-once delivery nor replace host authorization.

Sources checked 2026-10-01 · Not independently run here

Input · Sender, subject, body, message age and reply status; the second stage also receives the first classification and urgency

The MIT license, jevlang question definitions, Python branches and original author thread were reviewed without inference. This code does not connect to a mailbox, archive or send mail, or generate reply prose; auto_draft is a result label. Email text enters remote judgments without secret redaction. The human-judgment flag blocks automatic-handling advice only after the second stage.

Sources checked 2026-10-12 · Not independently run here

Input · The latest request, bounded recent conversation and textual tool results, eligible agent descriptions and any existing summary

MIT license and pinned 0.1.0 implementation reviewed; OpenCode and Jev were not run. Requires OpenCode V2. Conversation and textual tool results go to TypeSafe; length caps are not sensitive-data redaction. Handoff and cycle limits do not prove completion. Its older SDK dependency does not establish support for the new Box primitive.

Sources checked 2026-10-15 · Not independently run here

Input · Read, Bash, and Grep output blocks

Original output is retained when errors are detected. Other evaluation backends are supported. Results depend on the task and thresholds; not independently tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Conversation, tool calls, and result references

Avoiding rewrites does not make filtering lossless. Important context may still be removed; inspect results in real conversations.

Sources checked 2026-09-19 · Not independently run here

Input · Project context and installed skills

The repository includes author evaluations. Saving context must not hide essential skills. Not independently tested here.

Sources checked 2026-09-19 · Not independently run here

Input · OpenTelemetry log records

The project is in preview. Reducing large-model analysis does not reduce raw archives. Business impact has not been tested here.

Sources checked 2026-09-19 · Not independently run here

Input · A custom memory system; exact inputs are undisclosed

The author claims 94% fewer tokens and 2–3× faster retrieval, while calling it a quick test. Public implementation and comparable test conditions are missing.

Sources checked 2026-09-19 · Not independently run here

Input · Stored memories, source metadata and a new event

This manages memory validity rather than replacing a memory store. Adapter validation varies, and the author’s evaluation results were not independently reproduced.

Sources checked 2026-09-19 · Not independently run here

Input · A task goal, selected pane metadata and recent terminal output

Captured terminal text is sent to TypeSafe. A judgment neither authorizes actions nor verifies completion. Anonymous success counters can be mistaken for completion, so current-task evidence needs separate checks. Not independently run here.

Sources checked 2026-09-23 · Not independently run here

Input · The current task, recent context, and metadata plus bounded excerpts from one configured skill collection

The MIT license, collection search, judgment questions, bounded loading and dependency declaration were reviewed without installation or inference. Jev mode sends task text, metadata and bounded excerpts externally. Selection does not authorize execution; the host decides whether to invoke a skill. Context savings were not measured. Private skill backup tools are a separate optional feature.

Sources checked 2026-10-12 · Not independently run here

Input · A Git diff or an entire repository

The author describes it as experimental. Findings are review leads, not proof of defects; compiler and static-analysis integration is not yet included.

Sources checked 2026-09-19 · Not independently run here

Input · Tasks, code changes, test logs, or review comments

It supplies judgments rather than taking over coding. The main agent must check reports. Test suites were not run here.

Sources checked 2026-09-19 · Not independently run here

Input · Codex work state and verification evidence

Programmer-defined acceptance commands must pass. Optimistic scores or a successful process exit are not substitutes for verification.

Sources checked 2026-09-19 · Not independently run here

Input · Commit messages and code diffs

Classification helps triage commits and is not a security audit. Requires TypeSafe API access; accuracy and running cost were not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Pull request descriptions, diffs and contextual evidence

Uses a fixed taxonomy; scope is not measured by changed line count. Dry-run avoids GitHub writes but still calls paid Jev. Labels should not authorize merges; no real PR was processed here.

Sources checked 2026-09-19 · Not independently run here

Input · Captured JSON or Playwright page state and plain-language assertions

Key-free examples use scripted FakeProvider answers rather than language evaluation. Captured state is sent to the configured service; keep ordinary assertions for exact strings and counts. We did not assess live-model assertion accuracy.

Sources checked 2026-09-20 · Not independently run here

Input · Changed file paths, known test files and dependency relationships; the current Jev prompt carries path and relationship metadata

MIT source, candidate-ID validation and fallback rules were reviewed without testing missed regressions, speed or model calls. This experimental selection cannot guarantee complete regression coverage. A missing candidate score is not proof of irrelevance; retain a full-test release strategy.

Sources checked 2026-09-26 · Not independently run here

Input · GitHub PR titles, descriptions, changed paths and a usage profile, followed by shortlisted diffs and CI status

MIT source, both decision stages and verdict rules were reviewed without test-merging or calling the model. The board supports human review; a clean merge does not prove behavioral correctness. Some CI failures are excluded from red status by name. Author speed and cost figures were not reproduced, and price comparisons include token-based estimates rather than equal-quality measurements.

Sources checked 2026-09-27 · Not independently run here

Input · A natural-language target, candidate code spans with file and line references, and static call, reference and neighboring-location facts

MIT licensing, the Jev adapter and search loop were reviewed without installation or model calls. A hit does not prove correctness, and search exhaustion does not prove no other implementation exists. Static relationships and budgets limit coverage. Hosted calls transmit code context, and evidence packs contain source; handle both according to repository sensitivity.

Sources checked 2026-09-30 · Not independently run here

Input · A natural-language question and file or directory names

It traverses the file tree with walkers, without a vector index. General retrieval accuracy or speedup has not been established here.

Sources checked 2026-09-19 · Not independently run here

Input · Current node, adjacent relations, and goal

Real inference requires a valid TypeSafe key. Examples without a key use labeled fallback results. Large-graph performance has not been verified.

Sources checked 2026-09-19 · Not independently run here

Input · Database rows and a natural-language condition

This extension calls an external model. No index does not mean no query cost. Scale and throughput have not been tested here.

Sources checked 2026-09-19 · Not independently run here

Input · A query and candidates from multiple engines

Search1API and search engines perform retrieval. Jev selection does not guarantee complete coverage or correct results.

Sources checked 2026-09-19 · Not independently run here

Input · A JSON taxonomy tree and user goal

Layered calls address candidate-set size, but early mistakes can affect the final category. Accuracy has not been tested here.

Sources checked 2026-09-19 · Not independently run here

Input · The cell being edited; specific questions are undisclosed

Only the author’s demo post was verified. Check lists, false-positive rates, and full source are unavailable; this is not a validated data-checking product.

Sources checked 2026-09-19 · Not independently run here

Input · Numbered text lines from study reports and supplements, plus extraction questions

Files are processed in the browser, but inference text still goes to the model service. Verbatim quotations can still be the wrong evidence and require human review. Systematic-review accuracy was not tested here.

Sources checked 2026-09-19 · Not independently run here

Input · A manuscript’s citing sentence and the cited paper’s full text, abstract or located passage

Some papers are available only as abstracts, so absence there does not prove absence in the full paper. Claude can help locate passages. Thresholds are not validated on a labeled set; no independent runtime test was performed.

Sources checked 2026-09-19 · Not independently run here

Input · The query and each result’s title, domain, URL and snippet

Uses snippets rather than target-page full text. Transactional queries follow different rules, and only supported Google domains are matched. Ranking quality was not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Candidate record pairs, selected fields and a user-defined same-entity rule

True matches omitted by candidate generation cannot be recovered by the model; normalized exact matches can bypass inference. Author dataset results do not establish performance on other tables. We did not reproduce matching quality or costs.

Sources checked 2026-09-20 · Not independently run here

Input · Public comments and replies, bounded parent and same-thread mention context, and video metadata

Without model configuration, limited local word rules are labeled as such; configured API failures do not silently become model results. Comments go to TypeSafe and collection depends on unofficial public endpoints. Repetition signals do not prove bot activity. Collection and classification were not independently run.

Sources checked 2026-09-21 · Not independently run here

Input · Thread context and individual comment text, capped at 400 comments per thread with top-level reactions prioritized

Jev does not generate the overview prose; templates and aggregates assemble it. Comment counts and text lengths are capped, so coverage is not the full discussion or public opinion. Batch and on-demand judging incur inference costs. Database and model workflows were not independently run.

Sources checked 2026-09-21 · Not independently run here

Input · Survey or interview responses and a researcher-defined codebook

The offline example uses synthetic responses and mock probabilities, not a live Jev benchmark. Thresholds need calibration against human labels; no paid model call was made here.

Sources checked 2026-09-24 · Not independently run here

Input · A search phrase, developer-defined fields and allowed values, plus dates and numbers parsed by code

MIT licensed. v0.1 primarily supports English, with no OR or sorting. Search text and field descriptions go to TypeSafe. It does not generate SQL; tenant isolation remains the integrator’s responsibility. Source reviewed without live inference.

Sources checked 2026-09-25 · Not independently run here

Input · JSON input plus compiled YAML questions, candidate labels, conditions and thresholds

Apache-2.0 licensing, the Jev request and executor were reviewed without installation or live model calls. This is a single-instance proof of concept. Compilation still uses a generative model, and low-confidence handling is configurable. Callers must inspect errors and missing answers; typed output does not establish classification accuracy.

Sources checked 2026-09-27 · Not independently run here

Input · X posts, TikTok search items, recent creator information or a local mail JSON export, with lane-specific scoring rubrics

MIT source, CLI calls and file delivery were reviewed without logging into third-party platforms or running model calls. Mail input is a local export, not a live Gmail connection; content is sent through external model calls. Separate jev, Grok and collection tools are required. An outbox file is not proof of a sent notification; author cost and quality figures remain unverified.

Sources checked 2026-09-27 · Not independently run here

Input · Text or structured state in SQL, natural-language predicates, candidate answers and decision thresholds

MIT licensing, remote requests and SQL interfaces were reviewed without compiling the extension or testing models. This is an early 0.1 project with remote inference disabled by default. The stub returns fixed placeholders; local Julia/Laya models are not Jev. Score is unsupported. The author’s eight-ticket smoke sample does not establish general accuracy.

Sources checked 2026-09-30 · Not independently run here

Input · Pairs of requested and candidate product names containing brand, category, formulation, size and pack-count information

The MIT license, pinned source and Jev response validation were reviewed without model calls. The default demo uses synthetic products and prices, with a limited Spanish/English rule vocabulary. Small fixed tests do not establish real retail matching accuracy. Jev receives product names, and confidence is not measured accuracy. The bundled local server is not a production gateway.

Sources checked 2026-10-05 · Not independently run here

Input · Claims and evidence, web text, or candidate lists

The README includes invocation examples. The screen tool only recommends a decision; enforcement belongs to the caller. Not independently tested here.

Sources checked 2026-09-19 · Not independently run here

Input · HTTP request bodies

The current project is a content gate, not a task-difficulty model router. Protection coverage has not been independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Commands, file changes, and tool output

The default shadow mode only observes and warns. Integration does not mean every dangerous action is actively blocked.

Sources checked 2026-09-19 · Not independently run here

Input · Data that has passed basic format checks

Probabilistic judgments can be wrong. Calibrate on business data; they do not replace deterministic format validation.

Sources checked 2026-09-19 · Not independently run here

Input · Task, tool definitions, and pending calls

Model failures fall back to ask-human. Applications still need to define and validate their permission policies.

Sources checked 2026-09-19 · Not independently run here

Input · Message text, member and channel context, and moderator-approved safe precedents

The bot can take real moderation actions. Thresholds and permissions require configuration. Documentation and moderation code were reviewed; false-positive rates and live-server behavior were not tested.

Sources checked 2026-09-19 · Not independently run here

Input · Install hooks from a package manifest or a supplied shell script

A missing API key or an API failure triggers an offline simulator; its output is not a real Jev result. Evaluating supplied scripts is not a complete supply-chain audit. Detection rates were not tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Pasted or publicly fetched policy text split into numbered clauses

This analyzes policy statements, not actual company behavior. Model-selected passages may omit exceptions and do not replace reading the policy. Text is sent to TypeSafe; we did not measure classification accuracy.

Sources checked 2026-09-20 · Not independently run here

Input · Shell command text and optional execution context

This is advisory; callers implement blocking and confirmation. The mock backend is keyword-based, not Jev or a security boundary. The source does not pass its model argument into the SDK request, so the reported value does not prove the model used. SDK integration and error rates were not tested here.

Sources checked 2026-09-23 · Not independently run here

Input · Customer requests, agent responses, and proposed tool calls

The workflow and tools are simulated; reported evaluations were not reproduced. On Jev errors some checks return no decision and are skipped, so this is not an independent hard security boundary.

Sources checked 2026-09-24 · Not independently run here

Input · Caller-supplied claims, evidence, candidates, patches or content to inspect

MIT licensed. A Python rewrite of @jkudish/jev-mcp with an added scoring tool. It judges only supplied material and cannot guarantee truth or force callers to follow advice. Remote calls cost money; HTTP transport is experimental. Accuracy, speed and security were not independently tested.

Sources checked 2026-09-25 · Not independently run here

Input · Structured game state

Roughly 9 Hz is the README-described decision tick, not independently measured throughput. A deterministic fallback handles API unavailability.

Sources checked 2026-09-19 · Not independently run here

Input · Roads, traffic state, and precomputed trajectories

A browser driving simulation, not evidence of real autonomous driving. The hosted demo requires sign-in.

Sources checked 2026-09-19 · Not independently run here

Input · Pipe positions and code-simulated trajectories

Usually one decision per pipe. Jev does not read the screen; this is not frame-by-frame visual control.

Sources checked 2026-09-19 · Not independently run here

Input · Scenes generated by a narrative model

Other models generate the story; Jev evaluates state. This is a role-playing prototype.

Sources checked 2026-09-19 · Not independently run here

Input · Fuel, routes, nearby traffic, and airport state

A toy aviation simulation. Author-reported latency was not independently measured; it says nothing about real air-traffic safety.

Sources checked 2026-09-19 · Not independently run here

Input · A musical description, recent bars, and a harmony plan

Not an audio-generation model. The project distinguishes real decisions, fixtures, and manual edits. Audio quality was not independently reviewed.

Sources checked 2026-09-19 · Not independently run here

Input · Game variables, ray checks, and structured combat state

Engine frame rate differs from model request frequency. The author’s roughly 10 Hz figure has not been independently reproduced.

Sources checked 2026-09-19 · Not independently run here

Input · A user description and finite component/configuration choices

Jev does not freely write code. Capabilities depend on the existing component choices, not arbitrary website generation.

Sources checked 2026-09-19 · Not independently run here

Input · SATB exercises or continuous piano context

The author says AI did much of the programming and execution. An engaging piano demo and a scientific evaluation should be judged separately.

Sources checked 2026-09-19 · Not independently run here

Input · RAM, telemetry, terrain, enemies, and latency information

The model reads structured JSON, not screenshots. The repository contains no ROM. Gameplay footage alone does not prove reliable completion.

Sources checked 2026-09-19 · Not independently run here

Input · Obstacle and target states from classical vision

Simulated in MuJoCo, not a real drone flight. Jev is neither the vision nor high-frequency control layer. Key author demos are listed as single runs.

Sources checked 2026-09-19 · Not independently run here

Input · Timestamped sentences, speakers, context and a chosen scoring rubric

These are judgments about rhetoric, not fact-checks. Transcription is a separate step. Author-reported cost, latency and accuracy were not reproduced here.

Sources checked 2026-09-19 · Not independently run here

Input · Draft text, reply or quote context, and optional textual media descriptions

Scores do not guarantee reach. Jev does not see images directly, and videos use only a first-frame description. Depends on X DOM; API keys are stored client-side. No runtime test was performed here.

Sources checked 2026-09-19 · Not independently run here

Input · An audio file and a separately supplied word-timestamp transcript

The reviewed implementation is an offline file prototype requiring a timestamp sidecar. Streaming ASR and live buffering are proposed extensions. The default threshold is not validated across languages; no runtime test was performed.

Sources checked 2026-09-19 · Not independently run here

Input · User-entered text and a fixed emoji vocabulary

Selects from a fixed vocabulary rather than generating emoji. Emotion labels are model judgments. Hosted-demo availability and author-reported speed and cost were not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Local NPC state or a shogi position with engine-legal candidates

The project can run in local Rules mode; Hundred requires explicit Jev opt-in. Keyless runs and replays do not establish model performance. Gameplay quality and cost were not tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Local guard observations, candidate targets and legal tactical actions

Jev supplies tactical judgments while deterministic code owns the world and win conditions. An author-recorded end-to-end run is not a general benchmark. The game was not independently run here.

Sources checked 2026-09-19 · Not independently run here

Input · A user draft, personal writing samples and candidate revisions

Jev evaluates while a separate model writes. Drafts and reference samples go to configured services. The local development extension does not automatically publish X posts; style quality was not tested here.

Sources checked 2026-09-19 · Not independently run here

Input · A viewing request, filters, candidate synopses and reference-film descriptions

Heuristic retrieval can miss films. Scores rely on supplied descriptions and are neither calibrated liking probabilities nor plot verification. The project does not stream films; we did not independently run its recommendations or reproduce the author’s checks.

Sources checked 2026-09-20 · Not independently run here

Input · Numbered text plus line-level and document-level rules defined in Markdown or JSON

This is configurable style and quality checking, not AI-authorship detection. People or other models perform rewrites; offline check mode validates rule syntax only. Language judgments and false-positive rates were not tested here.

Sources checked 2026-09-20 · Not independently run here

Input · A text board state, recent moves and legal candidates annotated with tactical features

Missing credentials, network errors, low confidence or illegal choices trigger local AI. A complete game does not prove Jev played every turn. The model does not read board images; we did not run games or evaluate playing strength.

Sources checked 2026-09-20 · Not independently run here

Input · Numbered captions or recent text returned by an external speech-recognition service

Jev reads text rather than audio. Caption retrieval may break with YouTube changes, and stepped skipping can overshoot into content. Audio modes need another service. We did not test false skips or reproduce the author’s cost reports.

Sources checked 2026-09-20 · Not independently run here

Input · Board values, legal moves, user-configured instructions and game rules

Code corrects illegal choices and falls back to the first legal move when the probability list is empty, so not every move is wholly model-determined. Distinguish personal backends from the trial proxy; the default key-sealing passphrase is public and is not confidentiality protection. Gameplay and win rate were not independently tested.

Sources checked 2026-09-21 · Not independently run here

Input · Viewer comments, current scene context and existing proposed story actions

Jev classifies comments; Hedra generates video. A labeled simulation fallback without a key is not real Jev inference. Rendering can lag playback and has no automatic spending cap; closing a viewer tab does not stop generation. No video generation or live-playback test was performed here.

Sources checked 2026-09-23 · Not independently run here

Input · English queries shown in the demo, including starters in hoenn, legendary birds, cutest and confused; the underlying Pokémon data structure is undisclosed

Based on the author’s roughly 18-second video: an inspiration for natural-language filtering and animated results. The post provides no public repository or runnable link. Implementation, classification accuracy, latency and cost are unverified; visible results are not a complete evaluation.

Sources checked 2026-09-25 · Not independently run here

Input · A browser speech-recognition transcript or typed incantation, plus the recognition language; Jev receives text rather than raw audio

MIT source and the Jev request path were reviewed without installation or paid model calls. Voice input depends on browser speech recognition and microphone permission; text is sent to a model service. Local parsing is a separate mode, not evidence of Jev performance. Third-party art and audio have separate notices.

Sources checked 2026-09-26 · Not independently run here

Input · An author-defined bread-shortage rumor, a later correction, and village/bakery simulation state; the actual model input is undisclosed

The original post was read and the roughly 88-second video sampled. No public source is linked in the post. Population counts, propagation speed and outcomes are author-presented simulation results, not findings about real populations. Causality, cost and Jev requests were not independently verified.

Sources checked 2026-09-26 · Not independently run here

Input · Japanese novel paragraphs, human-reviewed cast and appearance annotations, and a predefined trait dictionary

Jev requests, missing-answer handling and profile accumulation were reviewed without running generation or validating judgments. The site replays stored results rather than calling Jev during reading. It targets desktop browsers and shows a screenshot on narrow screens. Code is MIT, with separate terms for novel text and judgment data. The author’s roughly US$0.03 cost was not reproduced; impressions are not objective personality assessments.

Sources checked 2026-09-30 · Not independently run here

Input · The current position, move history, legal moves and code-derived exchange, mate, threat and development facts

Pinned source and licenses were reviewed without playing games or calling the model. This is a core-package mirror, not the complete website. Move analysis does not establish playing strength or freedom from mistakes. The chess package is GPL-3.0 and the Jev client is MIT. Requests use Vercel AI Gateway or TypeSafe; model failure can return no result.

Sources checked 2026-10-01 · Not independently run here

Input · The latest emoji stroke, nearby emoji counts, a local text grid and code-generated combinations of emoji and empty positions

MIT licensing, Jev requests and result handling were reviewed without model calls or multiplayer testing. The repository contains core packages rather than the full site backend; million-cell scaling, synchronization and rate limiting were not independently verified. Jev receives a local text representation, not the whole canvas image. Invalid results produce no placement.

Sources checked 2026-10-01 · Not independently run here

Input · Micropolis city state, funds, demand, recent actions and code-generated candidates for construction, advancing time or stopping

The MIT license, Jev calls, execution logic and author experiment records were reviewed without running the game or model. The author reports not achieving the 5,000-person challenge or 12-month survival target. The population indicator includes industrial contributions and is not a count of housed residents. Substantial scripted strategy makes this a combined controller experiment, not an unaided planning benchmark. Gallery has not verified costs or latency.

Sources checked 2026-10-05 · Not independently run here

Input · User and character transcript fragments, recent conversation, and installed expression, motion and reaction choices

Apache-2.0 code licensing, asset notices, Jev integration and motion gates were reviewed without running the character or paid services. The keyless preview uses scripts and rules rather than live Jev. Live mode needs voice-service and TypeSafe access; audio and transcripts go to their respective providers. Author-reported latency and animation results were not independently verified. VRoid avatars and other assets have separate terms, not blanket coverage under the code license.

Sources checked 2026-10-07 · Not independently run here

Input · Maze layout, Pac-Man and ghost positions, remaining pellets, game mode, power-ups and legal directions

The AGPL-3.0 license, Jev API call, game-state summary and fallback logic were reviewed without running the site or model. The default view is an author-recorded game; live comparisons need Opper or TypeSafe credentials/credits. Scores and outcomes belong to this project’s game setup, not a general capability benchmark.

Sources checked 2026-10-09 · Not independently run here

Input · Pool state, trading flow, and market signals

The source explicitly states shadow/advisory only: Jev does not drive ENTER/EXIT. This is not verified Jev-controlled trading or profitability.

Sources checked 2026-09-19 · Not independently run here

Input · Home device state, user-configured questions and options, and Assist conversation input

The MIT license, Home Assistant integration code and request path were reviewed without installing HA, running automations or calling Jev. Requests send configured questions and relevant home state to the chosen provider; automations can affect real devices, so constrain triggers and verify actions first. Requires Home Assistant 2026.9+; its jevclient API client is a separate dependency.

Sources checked 2026-10-09 · Not independently run here

Input · CAD, simulation logs, BOMs, and change information

Eight minimal examples explore workflows. They are not engineering-safety or manufacturing-quality certification.

Sources checked 2026-09-19 · Not independently run here

Input · Resume text and an optional role profile

Without a key it uses deterministic mocks. Scores do not predict hiring outcomes. No real recruiting validation was performed here.

Sources checked 2026-09-19 · Not independently run here

Input · BTC/ETH prices, volume, and derived features

Simulated trading is not real order execution. Backtests, synthetic markets, and author charts do not establish realizable profits.

Sources checked 2026-09-19 · Not independently run here

Input · Home-control or chat utterances

The current fast path covers lighting services only. It does not establish support for all Home Assistant devices.

Sources checked 2026-09-19 · Not independently run here

Input · Speech transcripts and conversation context

Source provides a configurable turn-end gate. Conversation quality across languages and acoustic environments has not been established here.

Sources checked 2026-09-19 · Not independently run here

Input · The Kuru MON-USDC order book and price state

MODEL=mock is the default; no private key means dry-run. The public deployment labels fills as simulated. Not every run is a real Jev-driven trade.

Sources checked 2026-09-19 · Not independently run here

Input · Nearby maker profiles; exact input structure is undisclosed

The author claims accurate matching and shows results. No public source was verified; one example does not establish recommendation accuracy.

Sources checked 2026-09-19 · Not independently run here

Input · Email text; samples and category labels are undisclosed

The post claims 500 emails in seconds for 3.5 cents. Reproducible tests, accuracy, and complete inputs are missing; these numbers are not endorsed here.

Sources checked 2026-09-19 · Not independently run here

Input · Inbox messages and user-defined filters

Only the author’s post was found, not public source. Classification accuracy, distribution status, and the models behind other AI features could not be verified.

Sources checked 2026-09-19 · Not independently run here

Input · Live speech transcription or typed text and the remaining talking points

An independent rebuild of a described teleprompter concept. Transcription and thresholds affect results. Hosted and local TypeSafe access differ; costs and missed-point rates were not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Notification or SMS text, channel history and user rules

Notifications appear before cancellation, and SMS messages remain in the SMS app. Matched OTPs bypass model calls, but local rules have limits. No Android device test was performed here.

Sources checked 2026-09-19 · Not independently run here

Input · A language goal, simulator coordinates and gripper state, plus predefined primitives

A simulated Franka arm in ManiSkill using privileged coordinates, not camera perception or a real robot. Tasks are limited by the primitive catalog; success rates were not independently tested.

Sources checked 2026-09-19 · Not independently run here

Input · Speaker-labeled lesson transcripts, recent turns and candidate spans from the original text

Jev does not hear audio or replace the tutor. Transcription errors can produce incorrect notes, and fixed demo data is not evidence of live-model quality. We did not run a lesson or evaluate learning outcomes.

Sources checked 2026-09-20 · Not independently run here

Input · Runbooks, alert symptoms, change descriptions and template, team or catalog candidates

The plugin does not execute infrastructure actions. Its standalone playground uses fixed results without Jev. Author connectivity checks do not establish judgment quality; we did not deploy the plugin or reproduce its evaluations.

Sources checked 2026-09-20 · Not independently run here

Input · Speech transcripts, the frontmost app, installed-app candidates and split command clauses

Common commands may run through local rules; on-device transcription depends on system support. Jev neither generates argument text nor hears audio. System permissions are required, and we did not install or validate live voice control.

Sources checked 2026-09-20 · Not independently run here

Input · Market indicators, order books, fees, positions and portfolio risk for BTC, ETH and XAUT, with USDT as a capital destination

Listed as a demo-trading and strategy-observation case. Explicit configuration can unlock mainnet; it is not simulation-only. The public dashboard can expose balances and trades. Server-side credential use, Cron authentication and execution checks were reviewed; no account connection, orders, profitability verification or independent live-trading security audit was performed.

Sources checked 2026-09-21 · Not independently run here

Input · Customer notes, parcel value, signature requirements, delivery-attempt count and related event fields

The reviewed code provides a decision API and console; actual OTP delivery, driver execution and dispatch-ticket integrations were not found in the checked implementation. Status labels are not completed actions. Rules depend on model signals; real logistics behavior, security effectiveness and latency were not tested.

Sources checked 2026-09-21 · Not independently run here

Input · Visible WeChat, QQ or other Android chat text, relationship settings and optional knowledge notes or history, captured through accessibility nodes or OCR

Intent and risk are model inferences, not knowledge of another person’s actual thoughts. Chat text and selected context go to configured model services; processing is not entirely local. Optional history is stored on the device. Accessibility or screen-capture permissions are required. We have not installed the app or verified the author’s compatibility and roughly one-second response claims.

Sources checked 2026-09-22 · Not independently run here

Input · Keywords, country and language, app description, and public search signals

Jev is called through OpenRouter and needs a user key. Estimated demand is not official Apple search volume. Author-reported correlation and error were not reproduced here.

Sources checked 2026-09-24 · Not independently run here

Input · Truncated document OCR text, existing document types, correspondents, storage paths, tags and code-extracted date candidates

MIT source, TypeSafe requests and write-back branches were reviewed without connecting a real Paperless instance or testing accuracy. OCR text and classification metadata leave the machine for the model service. Automatic mode writes fields; assess thresholds in dry-run mode first. Repository screenshots use fictional demo data, not verified business results.

Sources checked 2026-09-27 · Not independently run here

Input · Sender, recipient, subject, attachment names, mailing-list status, up to 3,000 body characters and user-defined categories

AGPL-3.0 licensing, default Jev configuration, category checks and mail-move logic were reviewed without connecting a real mailbox. Hosted inference sends message excerpts and metadata off-machine, and live mode changes mailbox state. This is beta software; classification errors and author cost estimates were not independently measured.

Sources checked 2026-09-27 · Not independently run here

Input · Length-limited sender, subject and message excerpts with heuristic masking, plus locally identified code and unsubscribe-link candidates

The MIT license, pinned source and response handling were reviewed without installing the client, connecting an inbox or calling the model. Jev is off by default; enabling it sends email excerpts to TypeSafe. Heuristic masking does not guarantee complete redaction. Gmail and your own OAuth configuration are required. This source release is not a notarized downloadable app, and classification accuracy was not independently tested.

Sources checked 2026-10-05 · Not independently run here

Input · Job titles, departments, locations and descriptions from public Greenhouse, Ashby and Lever boards

The MIT license, fetcher, Jev requests and export logic were reviewed without collecting the full job database or calling the model. Toronto-focused location rules do not generalize automatically. Listings change, so verify details on the employer’s page. The author’s small evaluation does not establish general accuracy, and the Vercel Gateway fallback was not independently tested.

Sources checked 2026-10-05 · Not independently run here

Input · Item titles, descriptions, bodies and tags, plus duplicate candidates shortlisted by code; bounded input excludes comments and history

The MIT license, TypeSafe SDK integration, response validation and mutation boundary were reviewed without running the project or model. The default is local Ollama tev1, not Jev. Hosted Jev requires explicit TypeSafe selection, external-transfer opt-in and an API key. The author has not completed hosted acceptance and this remains a development version. A sensitive-data flag is not pre-transfer redaction.

Sources checked 2026-10-12 · Not independently run here

Input · Before/after excerpts from pricing, changelog or documentation pages, plus team interests and priority signals

Apache-2.0 license, classification calls and notification branches reviewed; template not run. Intended for public English pages that allow automated access. First captures are baselines, manual checks are silent and scheduling is off by default. Chat explanations use an additional LLM; email and Slack need a separate provider rather than working out of the box.

Sources checked 2026-10-15 · Not independently run here

Input · State and structured questions

Integration instructions were reviewed. Client installation and end-to-end latency have not been independently tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Text, JSONL, or standard input

The project documents CLI and CI use. Example judgments do not establish accuracy on your own business data.

Sources checked 2026-09-19 · Not independently run here

Input · Text files, standard input, or short tasks

Includes privacy-detection experiments, not a medical compliance guarantee. Full input may be sent to the service. Not run independently here.

Sources checked 2026-09-19 · Not independently run here

Input · Text, JSON, files, or standard input

A community client requiring valid service credentials. Its existence does not establish that every provider was tested here.

Sources checked 2026-09-19 · Not independently run here

Input · Function definitions, state, and trial samples

The no-key demo explicitly uses simulated answers. A working interface does not prove a real Jev request was made.

Sources checked 2026-09-19 · Not independently run here

Input · Shared state and Choice, Score, or Boolean questions

Source confirms an optional TypeSafe provider. Evaluation is experimental; this does not mean all framework users use Jev by default.

Sources checked 2026-09-19 · Not independently run here

Input · App configuration and a TypeSafe SDK client

The review covers optional provider source code. It does not imply that all of Pydantic AI uses Jev.

Sources checked 2026-09-19 · Not independently run here

Input · The current input and recent deduplicated history candidates

History is sent as model input and may contain sensitive content. Suggestions select existing commands rather than inventing new ones. Acceptance remains manual; no live shell test was performed here.

Sources checked 2026-09-19 · Not independently run here

Input · Text or JSON state from an n8n node and typed questions

A community integration requiring an API key. Documentation limits unverified community-node installation to self-hosted instances. Retries are configured in n8n; the node was not installed or tested here.

Sources checked 2026-09-19 · Not independently run here

Input · File and folder names, paths, sizes, timestamps, extensions and sample filenames

The tool does not delete, move or rename scanned files. The model cannot see file contents or know whether you still use them; a suggestion does not establish safe deletion. The author reports Windows testing only, which we did not reproduce.

Sources checked 2026-09-20 · Not independently run here

Input · Published titles and article text, related-post candidates and anchor phrases already present in the source article

The author reports testing on one site and says it is not ready for other production sites. Rules favor Italian; other languages need evaluation. Public article text goes to the selected provider. We did not install the plugin or verify cost, quality or undo behavior.

Sources checked 2026-09-21 · Not independently run here

Input · Locally filtered file paths, names, extensions, sizes and modification times; --content optionally includes up to the first 8 KiB of text

Metadata and optional content snippets go to TypeSafe. Semantic matching is probabilistic and bounded by local candidate filters. The tool finds files; downstream pipeline commands need their own review. We did not install it or query user files.

Sources checked 2026-09-21 · Not independently run here

Input · Pull request or issue events, or supplied state and questions

The action itself does not modify a PR, and event state is sent to TypeSafe. With pull_request_target, run trusted base-branch code only. A live workflow was not executed here.

Sources checked 2026-09-24 · Not independently run here

Input · Text requests such as changing a username, finding an action or signing out; the underlying action schema is undisclosed

The original post was read and its roughly 216-second video sampled; no public repository is linked. This is an interaction-design reference. Live availability, permission checks, action accuracy and billing safety are unverified, and not every UI behavior can be attributed to Jev.

Sources checked 2026-09-26 · Not independently run here

Input · A CLI prefix and intent, recent conversation, and candidates from native completion, local help, recipes and relevant shell history

The MIT license, Jev requests, probability validation and zsh insertion flow were reviewed without installing shell integration or calling the model. Online searches send intent, conversation and relevant history candidates; secret detection is heuristic. History can be disabled and offline mode is available. A CLI prefix is required, and complex arguments may need manual edits. Native completion and local help can execute their own commands, so retrieval itself is not execution-free.

Sources checked 2026-10-07 · Not independently run here

Input · Text from stdin, one yes/no question and optional positive/negative criteria

MIT license, Rust requests, error handling and process launch reviewed; not run. Input leaves the machine. A model gate is not a command-permission sandbox. The default 0.5 threshold needs evaluation; scheduling and cross-run deduplication are external. OpenAI is a placeholder and the Cloudflare route was not verified.

Sources checked 2026-10-15 · Not independently run here

Input · Service response bodies

The system fails open on API failure. Asynchronous calls still add latency and cost.

Sources checked 2026-09-19 · Not independently run here

Input · Failure traces and candidate agents, steps, and error types

The author uses an injected-error dataset. Some comparisons come from papers; constrained Who/When choices are not equivalent to free generation.

Sources checked 2026-09-19 · Not independently run here

Input · Candidate passages returned by BM25

The repository compares multiple datasets. Different averaging methods can change rankings; small average differences do not establish an overall winner.

Sources checked 2026-09-19 · Not independently run here

Input · Public-corpus messages and paired code samples

The author records 662 injection samples and 200 code pairs. Adding business context can change results; this is not a production-protection guarantee.

Sources checked 2026-09-19 · Not independently run here

Input · Test conversations, agent outcomes, tool traces and expected behavior; semantic judges use selected state

CI replay does not revalidate the live model; recording and live judgments require service access. Missing tool traces are unknown rather than safe, and skipped checks leave the denominator, so inspect coverage. Author example thresholds and cost savings do not generalize automatically. Not independently tested here.

Sources checked 2026-09-23 · Not independently run here

Input · Hacker News comments and context, sampling metadata, versioned screening questions and budget settings

MIT source, request validation, screening and export logic were reviewed without collecting HN data or calling the model. The pinned README marks the project as work in progress with no findings yet; code and author statements do not establish a completed full-corpus analysis. Reported problems are not market-size or willingness-to-pay evidence. Comments belong to their authors; derived labels and aggregates are separately labeled CC BY 4.0.

Sources checked 2026-09-30 · Not independently run here

Input · Labeled JSONL states, gold answers and Choice, Noul or Score question definitions; model calls send only states and questions

The MIT license, HTTP integration, analysis and threshold-export logic were reviewed without live model evaluation. Recommendations are for human review and never change production gates automatically. Label quality, sample size and distribution shifts affect validity. Calibration statistics neither guarantee future accuracy nor improve the model itself. README examples and general accuracy claims are not Gallery measurements.

Sources checked 2026-10-07 · Not independently run here

Input · A human-authored answer bank for Convex backend coding tasks, four-option questions and optional context conditions

The Apache-2.0 license, question-bank manifest, Jev’s OpenRouter integration and evaluation flow were reviewed without rerunning the benchmark. Multiple-choice scores measure specific Convex knowledge, not the ability to write or debug a working application. The README says five questions have clean-checkout replay commands while 103 still need portability work; the Gallery did not reproduce the authors’ results.

Sources checked 2026-10-09 · Not independently run here

Input · Each prompt and the installed skills’ names and descriptions; the narrow stage also sends the full SKILL.md bodies for the top three

The MIT license, routing and logging code, and the author’s one-week measurement were reviewed without installing the plugin or reproducing results. About 5% of suggestions in that sample were followed by a call, and the author removed the router; this single setup and short experiment do not prove other environments behave the same. Prompts and skill descriptions are sent to TypeSafe, and the code does not redact secrets pasted into a prompt.

Sources checked 2026-10-09 · Not independently run here