anyjev SKILL.md skillA
anyjev from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akillness/jeo-skills/anyjev@v1.1.0Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akillness/jeo-skills
- Path
.agent-skills/anyjev/SKILL.md- Versions recorded
- 2
- Latest version
- v1.1.0, committed Oct 12, 2026
- First version recorded
- Oct 12, 2026
- Size
- 6,183 bytes
- Repository stars
- 52
- License
- none declared
Operate nokia-applied-research/AnyJev, the Apache-2.0 Python library for training-free typed choice, yes/no, and score decisions from next-token probabilities. Use when pinning or inspecting a checkout, selecting raw/L0 Decider readouts, running approved Tacit checkpoints, configuring HF/vLLM/ SGLang/llama.cpp backends, checking tokenizer or calibration limits, or using the local gateway. Triggers on AnyJev, Tacit, L0, permutation debiasing, llama.cpp logprob, SGLang /generate, or comparisons…
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
# AnyJev operator This skill targets the pinned AnyJev checkout at commit `d458d13968eec0e2cfa8c81b64629b96cf5cb4a9` (package `0.3.0`, audited 2026-10-07). Detailed commands, limits, backend contracts, and citations live in [`references/upstream.md`](references/upstream.md). ## When to use this skill - Inspect or pin an AnyJev checkout without downloading weights or datasets. - Build a training-free `Decider` readout and distinguish `raw` from `L0`. - Run an approved Tacit checkpoint with transformers, vLLM, or a vLLM server. - Configure HF, vLLM, SGLang, or GGUF/llama.cpp backends and tokenizer rules. - Evaluate adaptive rotation calibration or the local `anyjev.serve` gateway. - Record a bounded research readout with model, backend, and source evidence. Use external TypeSafe AI documentation or its own skill for hosted System One/Jev APIs, credentials, billing, or a separate Jev harness. AnyJev is an independent self-hosted open-model library; its manifest has no `typesafe-ai` dependency. ## Instructions ### 1. Choose one route Select exactly one route before changing anything: `inspect`, `decider`, …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/anyjev@sha256:9fb688342be32902The line at the top of this page pins the label v1.1.0, 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.
[](https://markdownregistry.com/a/art_ycx5f3zj7x6r7mk4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Oct 12, 2026. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.1.0 latest | 2026-10-12 | f938962 | 6,183 B | A | view · diff |
| v1.0 | 2026-10-12 | 3806bcf | 15,711 B | B | view |
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 (6183 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
akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ycx5f3zj7x6r7mk4 GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/anyjev GET https://markdownregistry.com/api/v1/blob/9fb688342be32902ca993635fa7c5d23aaf0bb249c31f8ae109e35a9f61f85c7
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.