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ki-monitoring-konzept

ki-monitoring-konzept is a skill for Claude Code from borghei/AI-Skills-German-Law. It costs 100 tokens per session (2,817 once invoked), scanned A, original, no licence file.

A plan for monitoring an AI system after it is put into production. It covers performance, changes in data or behaviour, fairness, robustness, records, human oversight, incidents, and audit timing.

In plain words
What is it for?
It is for designing ongoing checks, choosing performance and fairness measures, watching for data drift, setting audit intervals, and planning incident response.
Why use it?
It helps detect when an AI system becomes less accurate, less fair, less secure, or otherwise unsuitable over time. It also sets out how issues should be recorded and handled.

Skill for Claude Code

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

Part of the ki-governance plugin — 3 skills shipped together

not rated 52repo +3 14d ago A scan 100 tokens custom licence

Good fit It is for designing ongoing checks, choosing performance and fairness measures, watching for data drift, setting audit intervals, and planning incident response.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/borghei/ai-skills-german-law/ki-monitoring-konzept
View source ↗ borghei/AI-Skills-German-Law borghei.github.io
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 borghei/AI-Skills-German-Law --skill ki-monitoring-konzept
Clone the repo
git clone --depth 1 https://github.com/borghei/AI-Skills-German-Law

Made for: Claude Code.

Or install ki-governance, the plugin that ships this one along with the rest of its 3 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 ki-monitoring-konzept

README.md
[![agentmods](https://agentmods.dev/badge/skills/borghei/ai-skills-german-law/ki-monitoring-konzept/github.svg)](https://agentmods.dev/skills/borghei/ai-skills-german-law/ki-monitoring-konzept)
Your own site
<a href="https://agentmods.dev/skills/borghei/ai-skills-german-law/ki-monitoring-konzept"><img src="https://agentmods.dev/badge/skills/borghei/ai-skills-german-law/ki-monitoring-konzept/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 ki-monitoring-konzept

Your own site · 80×15
<a href="https://agentmods.dev/skills/borghei/ai-skills-german-law/ki-monitoring-konzept"><img src="https://agentmods.dev/badge/skills/borghei/ai-skills-german-law/ki-monitoring-konzept.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 100 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,817 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 $0.00100 $0.02817
Opus 5.5 $0.00040 $0.01127
Sonnet 5.5 $0.00020 $0.00563
Haiku 4.5 $0.00010 $0.00282

Measured 1mo ago against content hash b6f89c08047d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ki-monitoring-konzept 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 1mo 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.

ki-governance/skills/ki-monitoring-konzept/SKILL.md · 163 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

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 1mo ago First seen · 163 lines · 100 tokens per session scan A b6f89c08047d

Subscribe to this mod's changes

ki-monitoring-konzept is a skill published in the GitHub repository borghei/AI-Skills-German-Law (52 stars, last pushed 14d ago), with no licence file. It adds 100 tokens to every session and 2,817 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 2026-09-28.

Analytics and metricsClaude CodeLegal and complianceai-skillsanwaltclaude-skillscompliancedeutsches-recht
Related

ki-monitoring-konzept compared with skills from other repositories

ki-monitoring-konzept next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
ki-monitoring-konzeptborghei/AI-Skills-German-LawSkill5214d agononeA100Claude Code
nist-800-53Sushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA177Claude Code
hipaa-complianceSushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA161Claude Code
ccpaSushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA163Claude Code
cmmcSushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA215Claude Code
lgpdSushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA178Claude Code
tprmSushegaad/Claude-Skills-Governance-Risk-and-ComplianceSkill1.0k27d agoMITA205Claude Code