certificate-audited-analysis

certificate-audited-analysis is a skill for Claude Code from AURORA-NEURO/aurora-agent. It costs 85 tokens per session (1,272 once invoked), scanned A, original, Apache-2.0.

A method for publishing computed results with a checkable record of how each number was produced, including its inputs and omissions.

In plain words
What is it for?
Use it when citing results from compiled code or data pipelines in documents, and when reviewing whether published analyses include the necessary evidence and omissions.
Why use it?
It helps prevent unsupported or altered numbers from being presented as trustworthy. Readers can check the record without rerunning the full analysis.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the aurora-science plugin — 6 skills shipped together

Good fit Use it when citing results from compiled code or data pipelines in documents, and when reviewing whether published analyses include the necessary evidence and omissions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/aurora-neuro/aurora-agent/certificate-audited-analysis
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 AURORA-NEURO/aurora-agent --skill certificate-audited-analysis
Clone the repo
git clone --depth 1 https://github.com/AURORA-NEURO/aurora-agent

Made for: Claude Code.

Or install aurora-science, the plugin that ships this one along with the rest of its 6 skills.

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 certificate-audited-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/aurora-neuro/aurora-agent/certificate-audited-analysis/github.svg)](https://agentmods.dev/skills/aurora-neuro/aurora-agent/certificate-audited-analysis)
Your own site
<a href="https://agentmods.dev/skills/aurora-neuro/aurora-agent/certificate-audited-analysis"><img src="https://agentmods.dev/badge/skills/aurora-neuro/aurora-agent/certificate-audited-analysis/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 certificate-audited-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/aurora-neuro/aurora-agent/certificate-audited-analysis"><img src="https://agentmods.dev/badge/skills/aurora-neuro/aurora-agent/certificate-audited-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 85 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,272 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 original 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 $0.00085 $0.01272
Opus 5 $0.00043 $0.00636
Sonnet 5 $0.00017 $0.00254
Haiku 4.5 $0.00009 $0.00127

Measured 12d ago against content hash e7e2655d5ab9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

certificate-audited-analysis 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 12d 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.

plugins/aurora-science/skills/certificate-audited-analysis/SKILL.md · 98 lines

How it starts

The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Note: the crate paths, documents, and measured numbers below are illustrations from the aurora-agent workspace where these methods were developed and tested. The methods themselves apply to any computational analysis whose numbers get published.

Certificate-audited analysis

A number without a verifiable receipt is a rumor with formatting. The workspace's rule — no optimized output is published without a certificate — generalizes to any analysis: every result you cite should come with a self-describing record of its inputs, its omissions, and a digest that lets someone else check it without trusting you or re-running your engine.

Never trust a compile without verifying its certificate

The workspace's compiler emits a Context Certificate with every compiled context, and the verification path is independent of the engine: ContextCertificate::verify recomputes the digest over the canonical body and returns Valid, DigestMismatch { claimed, recomputed }, or Malformed (crates/section/src/certificate.rs). Before citing any certified result:

  1. Verify the certificate, and record which of the three states you got. Malformed and DigestMismatch are findings, not inconveniences to route around.
  2. Check that the numbers you are about to quote appear in the certified body, not in prose near it.
  3. Check the limitations array and carry it forward — the golden reference certificate's limitation ("dependency reachability and protected tags; it does not yet implement ... formal influence bounds") bounds every claim built on it.

The same discipline applies to reproduction: the workspace's reproduction-check contract (docs/EVALUATION_REPRODUCTION_CHECK.md) certifies each declared output as matched, diverged, or missing, reports first_divergence as the earliest non-matching row rather than an aggregate match rate, and keeps missing separate — so a rerun cannot improve its apparent match rate by omitting a required artifact.

Omission accounting is the object of review

Read the full file on GitHub · 98 lines

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. 12d ago First seen · 98 lines · 85 tokens per session scan A e7e2655d5ab9

Subscribe to this mod's changes

certificate-audited-analysis is a skill published in the GitHub repository AURORA-NEURO/aurora-agent (1 stars, last pushed 2d ago), licensed Apache-2.0. It adds 85 tokens to every session and 1,272 once invoked, about $0.0004 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.

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