jev-lens SKILL.md skillA
jev-lens from tiffygk/jev-mode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tiffygk/jev-mode/jev-lens@git:20261104.6316c85Pins git:20261104.6316c85 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tiffygk/jev-mode
- Path
archive/jev-lens/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261104.6316c85, committed Nov 4, 2026
- Size
- 5,497 bytes
- Repository stars
- 15
- License
- a license file GitHub does not identify
Legacy. Use only when images (photos, illustrations, screenshots) must reach TypeSafe's Jev (System One) model as text, because the request can't send the `TypeSafe-Danger-Zone-Images` header that lets Jev read images directly. Triggers on "turn this photo into a Jev state", "describe these images for Jev", "decode images for System One", or a Jev project whose decision depends on what a picture shows. Handles 1 to about 100 images; produces a neutral, complete decode and a JSON state, checked…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Jev Lens > **Legacy.** Since October 14, 2026, Jev 1.13 and 1.14 read images directly when a request sends the `TypeSafe-Danger-Zone-Images: true` header (TypeSafe's Images page, docs.typesafe.ai/images). Before anything else, ask whether the user's requests can send it. If they can, recommend sending the images to Jev directly and stop: that skips designing the state by description. Run Jev Lens only when they can't, or when they ask for it anyway. Turns images into a JSON `state` for Jev. In priority order: 1. **An excellent decode:** a complete, accurate, unbiased record of what the image shows. 2. **A very good state:** the JSON object built from the decode. 3. **Questions, used only as instruments** to check that the decode and the state carry what's needed. Question design is out of scope. The decode is done blind: fresh subagents that see only the cleaned images and a neutral brief, never the goal, the user's questions or their hypothesis. What a person hopes the image shows is the main source of bias, so it never reaches the decoder. ## Phases | Images | Do | Open | |---|---|---| | 1 to 5 | Phase 1 on all of them; that is the whole job | `calibrate.md` | …
Read the whole file at its exact version.
How to install
mdr add tiffygk/jev-mode/jev-lens@sha256:afdab0b15fa10804The line at the top of this page pins the label git:20261104.6316c85, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_tb4bxfjyqzoalcuk)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 4, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5497 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
tiffygk/jev-mode · 15 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tb4bxfjyqzoalcuk GET https://markdownregistry.com/api/v1/resolve?ref=tiffygk/jev-mode/jev-lens GET https://markdownregistry.com/api/v1/blob/afdab0b15fa108047a8038da9b7c97f7d5d27f1a11b479d66f61b2451326b374
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.