jev-compaction SKILL.md skillA

jev-compaction from kerpopule/hermes-jev-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kerpopule/hermes-jev-skills/jev-compaction@v0.2.0

Pins v0.2.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kerpopule/hermes-jev-skills
Path
skills/jev-compaction/SKILL.md
Versions recorded
4
Latest version
v0.2.0, committed Sep 20, 2026
First version recorded
Sep 18, 2026
Size
4,791 bytes
Repository stars
1,307
License
MIT

Use when a transcript has to be cut to a fixed size and you must choose which turns go. Jev marks each turn keep, summarize or drop. Measured: it does not make a handoff better.

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

# Choosing turns with Jev, and what actually makes a handoff work

Jev cannot write a summary. It can mark each turn of a transcript:

- **keep**: carries a decision, a constraint, a preference, unfinished work, or an exact value, path, id, command or error that later work depends on.
- **summarize**: background whose gist matters. In the digest this is the turn's first 400 characters, nothing more. Jev writes no gist.
- **drop**: chatter, superseded attempts, repeated output.

It judges a long turn on its first 350 and last 350 characters, redacted, 40 turns per request, and sees no other turn while it does.

## Read this before you use it for a handoff

This skill used to say a handoff written from Jev's digest "stops losing the one line that mattered". We measured that on seven real sessions and 104 recall questions ([scorecard](../../evals/compaction/results/SCORECARD-2026-09-20.md)) and it was wrong:

| the writer reads | capsule | recall alone | with one search of the old session |
|---|---|---|---|
| Jev's digest | 400 words | 37.5% | 68.3% |
| the plain last 24,000 characters | 400 words | 48.1% | 68.3% |
| **the whole dialogue** | **1,200 words** | **58.7%** | **75.0%** |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kerpopule/hermes-jev-skills/jev-compaction@sha256:b7b94aab22d41569

The line at the top of this page pins the label v0.2.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ecc36qnqv3wpqxss.svg)](https://markdownregistry.com/a/art_ecc36qnqv3wpqxss)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Sep 18, 2026 and Sep 20, 2026, more than one a day.

versioncommittedcommitsizeaudit
v0.2.0 latest2026-09-20 b44bc8d 4,791 BA view · diff
v0.2.02026-09-20 2f760e3 4,450 BA view · diff
v0.1.02026-09-19 9a8a643 2,232 BA view · diff
v0.1.02026-09-18 191a715 2,318 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4791 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

GitHub

kerpopule/hermes-jev-skills · 1,307 stars · license MIT · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ecc36qnqv3wpqxss
GET https://markdownregistry.com/api/v1/resolve?ref=kerpopule/hermes-jev-skills/jev-compaction
GET https://markdownregistry.com/api/v1/blob/b7b94aab22d415693c972ed258dd80f678683499b0fd800065305eae89ece7f5

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.

More from kerpopule/hermes-jev-skills

AGENTS.md AGENTS.md file
kerpopule/hermes-jev-skills · AGENTS.md
git:20260919.9a8a643 · audit A · 1,307 stars
jev-blender SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-blender/SKILL.md · Use for all Blender work. Default code-first execution, local QA and bounded Jev diagnostic advice.
v1.0.0 · audit A · 1,307 stars
jev-browser-use SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-browser-use/SKILL.md · Use when driving a web page in a browser — clicking, typing, navigating, logged-in or JS-rendered pages. Jev picks each…
v0.1.0 · audit A · 1,307 stars
jev-computer-use SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-computer-use/SKILL.md · Use when driving a desktop GUI through a computer-use driver — windows, menus, native apps, OS dialogs. You build a…
v0.1.0 · audit B · 1,307 stars
jev-frontier-work SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-frontier-work/SKILL.md · Use when a task is already judged hard — pick which paid frontier seat takes it, then keep Jev watching the delegated…
v0.2.0 · audit B · 1,307 stars
jev-mailbox SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-mailbox/SKILL.md · Use on a mailbox export to sort mail into needs reply, updates, promotional, sales and spam — which messages are…
v0.1.0 · audit B · 1,307 stars
jev-memory SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-memory/SKILL.md · Use on passages a search just returned (memory, vault, session history, wiki, web) before reading them in. Jev ranks…
v0.1.0 · audit A · 1,307 stars
jev-model-routing SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-model-routing/SKILL.md · Use to pick the cheapest good-enough model or effort for a turn or a delegated task (lanes small to escalate), to…
v0.2.0 · audit A · 1,307 stars
jev-search SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-search/SKILL.md · Use after any web or API search, before opening results or spending another round. Jev picks which results to read…
v0.1.0 · audit A · 1,307 stars
jev-setup SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-setup/SKILL.md · Use when Jev is not working yet, a Jev tool reports no_key or auth_failed, or the person asks to connect or fix Jev…
v0.2.0 · audit C · 1,307 stars
jev-skill-select SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-skill-select/SKILL.md · Use when unsure which of many installed skills applies to a request, if any, or when asked to make skill loading…
v0.1.0 · audit A · 1,307 stars
jev-social-research SKILL.md skill
kerpopule/hermes-jev-skills · skills/jev-social-research/SKILL.md · Use when researching social posts, creators, reactions, or trends. Jev ranks discovery cards and decides when opened…
v0.1.0 · audit A · 1,307 stars

Every file in kerpopule/hermes-jev-skills

Browse by kind, by grade A, or by owner.