Jevotron: Multiple Jev integrations from the command line
Jevotron is a command-line tool that enables one-shot anomaly detection on various data files using TypeSafe's API. It provides field-level anomaly scores, a focused review queue, and a caching mechanism to optimize subsequent runs. The tool supports multiple data formats and offers features like previewing model requests and reusing assessments for unchanged inputs.
- ▪Users must set a TypeSafe API key in their shell to run scans, though the preview command does not require authentication.
- ▪The tool supports CSV, YAML, JSON, TOML, text, and OBO formats, including gzip-compressed files, with customizable field selection and guidance options.
- ▪Jevotron uses SQLite to cache successful results, allowing users to resume failed runs or change thresholds without reassessing unchanged entries.
- ▪In a pilot test on 24 public agent traces, the tool matched 79.8% of step-quality labels with 89.7% precision for harmful steps.
- ▪Reports include detailed evidence such as field probabilities, entry scores, source locations, and assessment dates to aid in manual review.
Hacker News (Front Page) files mainly under programming. We currently carry 2,339 of its stories. Top-voted stories on Hacker News.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Github |
| Canonical URL | https://cmungall.github.io/jevotron/ |
| Publication time | Thu, 01 Oct 2026 02:12:38 +0000 |
| Retrieval time | 2026-10-01T03:07:06.181Z |
| Last seen | 2026-10-01T03:07:06.181Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | AVJ-pvanBxY5 · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
One-shot anomaly detection on the command line¶ Give jevotron a file and a little guidance. Get field-level anomaly scores, a focused review queue, and a cache that makes the next run cheaper. Run your first scan Explore the commands Install agent skills jevotron / airports.csv $ jevotron scan airports.csv --guidance "Check airport locations." First, set your API key Get a key from the TypeSafe dashboard and set it in your shell: export TYPESAFE_API_KEY="your-api-key" Already set? You're ready to scan. preview needs no key. API key setup → · See the actual airport results → 01 / PREVIEW See what goes in¶ Inspect chunks, field paths, and exact model requests before making an API call. Preview a file → 02 / SCAN Assess every entry¶ Jev scores selected fields together.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Github.
Discussion
0 commentsMore from Github
