konfabulations-audit

konfabulations-audit is a skill for Claude Code, Codex from DYAI2025/Plumbline. It costs 101 tokens per session (1,616 once invoked), scanned A, original, no licence file.

A review process that checks outside claims for evidence before an answer is finalized and labels how well each claim is supported.

In plain words
What is it for?
Use it when an answer contains external factual claims that need to be classified as supported, inferable, unverified, or excluded.
Why use it?
It helps prevent unsupported statements about topics such as releases, APIs, prices, studies, and product behavior.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it when an answer contains external factual claims that need to be classified as supported, inferable, unverified, or excluded.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/dyai2025/plumbline/konfabulations-audit
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 DYAI2025/Plumbline --skill konfabulations-audit
Clone the repo
git clone --depth 1 https://github.com/DYAI2025/Plumbline

Made for: Claude Code, Codex.

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 konfabulations-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/dyai2025/plumbline/konfabulations-audit/github.svg)](https://agentmods.dev/skills/dyai2025/plumbline/konfabulations-audit)
Your own site
<a href="https://agentmods.dev/skills/dyai2025/plumbline/konfabulations-audit"><img src="https://agentmods.dev/badge/skills/dyai2025/plumbline/konfabulations-audit/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 konfabulations-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/dyai2025/plumbline/konfabulations-audit"><img src="https://agentmods.dev/badge/skills/dyai2025/plumbline/konfabulations-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 101 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,616 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 $0.00101 $0.01616
Opus 5 $0.00051 $0.00808
Sonnet 5 $0.00020 $0.00323
Haiku 4.5 $0.00010 $0.00162

Measured 11d ago against content hash 04be5559059f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

konfabulations-audit 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 11d 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.

config/claude/skills/konfabulations-audit/SKILL.md · 111 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. 11d ago First seen · 111 lines · 101 tokens per session scan A 04be5559059f

Subscribe to this mod's changes

konfabulations-audit is a skill published in the GitHub repository DYAI2025/Plumbline (6 stars, last pushed 8d ago), with no licence file. It adds 101 tokens to every session and 1,616 once invoked, about $0.0005 per session on Opus 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.

Related

Other skills, from other repositories

llm-engineering-expert

Build reliable applications on large language models: prompt design, structured output, evaluation, guardrails, and cost and latency control. Use when the user mentions LLMs, prompts, prompt engineering, few-shot examples, structured or JSON output, function calling, hallucination, model evaluation, token costs…

personamanagmentlayer/pcl · 92 tokens

caveman_source

Source: https://github.com/juliusbrussee/caveman Commit: 84cc3c14fa1e10182adaced856e003406ccd250d Path: skills/caveman/SKILL.md SHA256: f9c83a2b20fc3b3503af9d1ae1cf2098c9f8c3d326c203c236b160ebe81ac8f0 License: see Caveman repo LICENSE.

tommy29tmar/hewn · 0 tokens

docx

Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when…

siddharthrath1999/Claude-Opus-4.7 · 168 tokens

claude-api

Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. TRIGGER when: code imports anthropic/@anthropic-ai/sdk; user asks to use the Claude API, Anthropic SDKs, or Managed Agents (/v1/agents, /v1/sessions, /v1/environments). DO NOT TRIGGER when: code…

siddharthrath1999/Claude-Opus-4.7 · 103 tokens

pptx

Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying…

siddharthrath1999/Claude-Opus-4.7 · 152 tokens

skill-creator

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

siddharthrath1999/Claude-Opus-4.7 · 64 tokens