inspect

inspect is a skill for Claude Code from k9aif/k9-aif-framework. It costs 36 tokens per session (1,210 once invoked), scanned A, original, Apache-2.0.

A code-inspection skill for K9-AIF solution-building components. It checks how the code follows shared interfaces, architecture rules, governance requirements, model calls, and configuration practices.

In plain words
What is it for?
Use it to inspect a specified application or subfolder and receive recommendations for improving architectural compliance.
Why use it?
It identifies design and compliance problems before they become harder to maintain or review.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution.

Not installable: its command points at a path on the author’s own machine, so it runs nowhere else. The line is /Users/ravinatarajan/ai/k9-aif-framework/examples/MyApp/.

Part of the k9aif plugin — 7 skills shipped together

Good fit Use it to inspect a specified application or subfolder and receive recommendations for improving architectural compliance.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add k9aif/k9-aif-framework
Claude Code
/plugin install k9aif

Made for: Claude Code.

Or install k9aif, the plugin that ships this one along with the rest of its 7 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 inspect

README.md
[![agentmods](https://agentmods.dev/badge/skills/k9aif/k9-aif-framework/inspect/github.svg)](https://agentmods.dev/skills/k9aif/k9-aif-framework/inspect)
Your own site
<a href="https://agentmods.dev/skills/k9aif/k9-aif-framework/inspect"><img src="https://agentmods.dev/badge/skills/k9aif/k9-aif-framework/inspect/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 inspect

Your own site · 80×15
<a href="https://agentmods.dev/skills/k9aif/k9-aif-framework/inspect"><img src="https://agentmods.dev/badge/skills/k9aif/k9-aif-framework/inspect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,210 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 $0.00036 $0.01210
Opus 5.5 $0.00014 $0.00484
Sonnet 5.5 $0.00007 $0.00242
Haiku 4.5 $0.00004 $0.00121

Measured 2mo ago against content hash 05960f30c095, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

inspect 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.

k9aif-plugin/skills/inspect/SKILL.md · 92 lines

How it starts

The opening of the file, as written. The whole thing — 92 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Before doing anything else, check that /k9aif:configure has been run. If K9AIF_PROJECT_ROOT and K9AIF_APP_NAME are not set, refuse and say:

"Please run /k9aif:configure first to set your project root and app name." Do not proceed until init has been run.

K9-AIF: Inspect (k9_code_review)

Review K9-AIF Solution Building Block (SBB) code for architectural compliance against ABB contracts.

First: check $ARGUMENTS. If empty, ask the user before doing anything else:

"Which folder would you like to inspect? (e.g. examples/MyApp, k9_projects/MyApp, or a subfolder like examples/MyApp/agents)" Do not proceed until the user provides a path.

The user specifies the SBB folder to inspect via $ARGUMENTS. Accepted forms:

  • App name: EOC → resolves to examples/K9X_Enterprise_Insurance_OperationsCenter/
  • Relative path: examples/MyApp/
  • Absolute path: /Users/ravinatarajan/ai/k9-aif-framework/examples/MyApp/
  • Subfolder: examples/MyApp/agents/ — inspect only agents in that app

Default: inspect SBBs only.

  • Primary targets: examples/<AppName>/ and k9_projects/<AppName>/
  • If the user explicitly passes a path inside k9_aif_abb/, inspect it — some organizations extend or customize the ABB layer and need to verify their changes are consistent with the ABB contracts.
  • If the user passes k9_aif_abb/ without a subfolder (the entire ABB), ask for confirmation: "You are about to inspect the full ABB layer. Are you sure? This is usually only needed if your organization has modified the framework core."

What to check

1. Three-layer decoupling violations

  • Agent imports or references a Squad class → violation
  • Squad YAML contains an orchestrator: field → violation
  • Agent YAML contains a squad: or routing: field → violation
  • Orchestrator references another orchestrator by name directly (not via registry) → warning

2. LLM invocation pattern

  • Agent calls OllamaLLM directly → violation (must use llm_invoke)
  • Agent calls LLMFactory.get() directly → violation (must use llm_invoke)
  • Agent calls llm_invoke without wrapping in try/except RuntimeError → warning
  • InferenceRequest built without task_type → warning (model scoring degraded)

Read the full file on GitHub · 92 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. 2mo ago First seen · 92 lines · 36 tokens per session scan A 05960f30c095

Subscribe to this mod's changes

inspect is a skill published in the GitHub repository k9aif/k9-aif-framework (2 stars, last pushed 2d ago), licensed Apache-2.0. It adds 36 tokens to every session and 1,210 once invoked, about $0.0001 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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