vp-hypothesis

vp-hypothesis is a skill for Claude Code from khamidov17/vpstack. It costs 93 tokens per session (2,134 once invoked), scanned A, original, no licence file.

An experiment-planning note for voice-anonymization tests. It records the hypothesis, expected change from a baseline, evaluation criteria, and components to replace.

In plain words
What is it for?
Use it when starting an experiment or before a spike to document the test plan in the project's hypothesis file.
Why use it?
It helps define what a test is meant to prove before work begins, so results can be judged against a clear baseline.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it when starting an experiment or before a spike to document the test plan in the project's hypothesis file.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/khamidov17/vpstack/vp-hypothesis
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add khamidov17/vpstack --skill vp-hypothesis
Clone the repo
git clone --depth 1 https://github.com/khamidov17/vpstack

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for vp-hypothesis

README.md
[![agentmods](https://agentmods.dev/badge/skills/khamidov17/vpstack/vp-hypothesis/github.svg)](https://agentmods.dev/skills/khamidov17/vpstack/vp-hypothesis)
Your own site
<a href="https://agentmods.dev/skills/khamidov17/vpstack/vp-hypothesis"><img src="https://agentmods.dev/badge/skills/khamidov17/vpstack/vp-hypothesis/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for vp-hypothesis

Your own site · 80×15
<a href="https://agentmods.dev/skills/khamidov17/vpstack/vp-hypothesis"><img src="https://agentmods.dev/badge/skills/khamidov17/vpstack/vp-hypothesis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,134 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00093 $0.02134
Opus 5.5 $0.00037 $0.00854
Sonnet 5.5 $0.00019 $0.00427
Haiku 4.5 $0.00009 $0.00213

Measured 2mo ago against content hash fec56a39bed6, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vp-hypothesis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/vp-hypothesis/SKILL.md · 167 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 167 lines · 93 tokens per session scan A fec56a39bed6

Subscribe to this mod's changes

vp-hypothesis is a skill published in the GitHub repository khamidov17/vpstack (2 stars, last pushed 6mo ago), with no licence file. It adds 93 tokens to every session and 2,134 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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