polynv SKILL.md skillA

polynv from cognitive-fab/polygraph is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add cognitive-fab/polygraph/polynv@git:20260718.5d220f0

Pins git:20260718.5d220f0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
cognitive-fab/polygraph
Path
skills/polynv/SKILL.md
Versions recorded
3
Latest version
git:20260718.5d220f0, committed Jul 18, 2026
First version recorded
Jul 18, 2026
Size
9,204 bytes
Repository stars
15
License
Apache-2.0

Elicit the invariants for a state machine — the plugin takes the lead. Harvest candidate invariants from the contract's own vocabulary (terminal states, typed fields, reject rules, effect kinds), contribute the frontier model's domain knowledge as candidates, pre-check every candidate against the machine so each question arrives with a HOLDS verdict or a concrete counterexample story, then drive a plugin-led interview that converges an append-only intent ledger into a confirmed invariants.mjs.…

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

# polynv — elicit the invariants (the plugin leads)

Every Polygraph gate is exactly as good as `invariants.mjs`, and writing
good invariants from a blank page is a scarce skill. This skill routes
around it: **you (the in-session assistant) drive the interview**; the
designer's job is reduced to judging concrete stories — confirm / reject /
modify / defer — which is a common skill. Never wait for the designer to
propose invariants unprompted; propose, ask, and record.

> **Disclosure (same as the whole plugin).** This is experimental, unproven
> technology. A pre-check verdict is a consistency check over the declared
> finite (action, data) domains, not a proof. Harvested candidates describe
> BEHAVIOR, not intent — a machine with a bug yields candidates that bless
> the bug — which is why nothing enters `invariants.mjs` without the
> designer's explicit disposition, and why you must never answer an intent
> question on the designer's behalf. A CONVERGED verdict means every question
> was answered AND the mutation adequacy grade ran — it still does not prove
> the questions were sufficient: the grade bounds unconstrained behavior, it
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add cognitive-fab/polygraph/polynv@sha256:5a66f649bb4379cd

The line at the top of this page pins the label git:20260718.5d220f0, 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_t5fl425wd7zrzzsc.svg)](https://markdownregistry.com/a/art_t5fl425wd7zrzzsc)

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

Versions

The registry has recorded 3 versions of this file, all committed on Jul 18, 2026.

versioncommittedcommitsizeaudit
git:20260718.5d220f0 latest2026-07-18 5d220f0 9,204 BA view · diff
git:20260718.9e394892026-07-18 9e39489 8,768 BA view · diff
git:20260718.c79e56b2026-07-18 c79e56b 8,301 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 (9204 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

cognitive-fab/polygraph · 15 stars · license Apache-2.0 · pushed 2026-09-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_t5fl425wd7zrzzsc
GET https://markdownregistry.com/api/v1/resolve?ref=cognitive-fab/polygraph/polynv
GET https://markdownregistry.com/api/v1/blob/5a66f649bb4379cdf4b9622068a24d01428c812b832841acf1f09be9fc5f5017

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 cognitive-fab/polygraph

polyviz SKILL.md skill
cognitive-fab/polygraph · polyviz/skills/polyviz/SKILL.md · Turn Polygraph verification artifacts into clean, brand-consistent diagrams (SVG, optional PNG). polyviz is a…
git:20260909.55b506b · audit A · 15 stars
capture-ready SKILL.md skill
cognitive-fab/polygraph · skills/capture-ready/SKILL.md · Author stateful code capture-ready BY CONSTRUCTION, in ANY language — so verification never needs an instrumentation…
git:20260807.2705388 · audit A · 15 stars
polygen SKILL.md skill
cognitive-fab/polygraph · skills/polygen/SKILL.md · Write NEW stateful code that is verifiable from the moment it's written, instead of auditing code that already exists…
git:20260811.fb53d7e · audit A · 15 stars
polygraph SKILL.md skill
cognitive-fab/polygraph · skills/polygraph/SKILL.md · A polygraph for your state machine. Audit a stateful piece of code end-to-end: YOU (the agent) instrument a copy, build…
git:20260811.fb53d7e · audit A · 15 stars
polyvers SKILL.md skill
cognitive-fab/polygraph · skills/polyvers/SKILL.md · Check whether a state-machine version change is safe to ship against the live fleet, and produce the migration when the…
git:20260718.3df769b · audit A · 15 stars
workflow SKILL.md skill
cognitive-fab/polygraph · skills/workflow/SKILL.md · Build an LLM-era feature as a WORKFLOW, not an agentic loop — the composition skill that drives the whole toolset…
git:20260807.2705388 · audit A · 15 stars

Every file in cognitive-fab/polygraph

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