agent-rai-impact-assessment

agent-rai-impact-assessment is a skill for Claude Code, Codex from microsoft/cat-agent-skills. It costs 126 tokens per session (1,954 once invoked), scanned A, original, MIT.

A workflow for assessing the possible effects of an AI agent on people, including its use case, data, tools, decisions, and downstream actions. It records evidence, assumptions, possible harms, controls, and open questions.

In plain words
What is it for?
Use it for a Responsible AI impact assessment, harm analysis, or release-readiness review. It supports preliminary triage as well as deeper reviews after changes to an agent's tools, data, memory, or users.
Why use it?
It helps reviewers look beyond an agent's answers to the wider process around it. This makes uncertainty and possible risks visible before a pilot, release, or major change.

Skill for Claude CodeCodex ✓ vendor

Written for no agent in particular: nothing here depends on one.

Good fit Use it for a Responsible AI impact assessment, harm analysis, or release-readiness review. It supports preliminary triage as well as deeper reviews after changes to an agent's tools, data, memory, or users.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/microsoft/cat-agent-skills/agent-rai-impact-assessment
About the project

microsoft/cat-agent-skills is a static website that catalogs reusable instruction sets and related packages for AI agents. People use it to search, filter, rate, and download skills for Cowork, Copilot Studio, and Scout, along with Copilot plugins and Scout automations. The catalogue entries are the skills, instructions, plugins, and settings displayed by the site.

microsoft/cat-agent-skills · 101 stars · on GitHub

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 microsoft/cat-agent-skills --skill agent-rai-impact-assessment
Clone the repo
git clone --depth 1 https://github.com/microsoft/cat-agent-skills

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 agent-rai-impact-assessment

README.md
[![agentmods](https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment/github.svg)](https://agentmods.dev/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment)
Your own site
<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment/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 agent-rai-impact-assessment

Your own site · 80×15
<a href="https://agentmods.dev/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment"><img src="https://agentmods.dev/badge/skills/microsoft/cat-agent-skills/agent-rai-impact-assessment.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 126 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,954 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 $0.00126 $0.01954
Opus 5.5 $0.00050 $0.00782
Sonnet 5.5 $0.00025 $0.00391
Haiku 4.5 $0.00013 $0.00195

Measured 6d ago against content hash 9d036b797060, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agent-rai-impact-assessment 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 6d 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.

submissions/agent-rai-impact-assessment/SKILL.md · 99 lines

How it starts

The opening of the file, as written. The whole thing — 99 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent RAI Impact Assessment

Produce a draft assessment that lets accountable reviewers understand who could be affected, how harm could occur, and what evidence supports the proposed controls. Assess the whole agent-enabled process, including people and downstream actions, rather than only the model's responses.

Workflow

  1. Establish the assessment boundary: intended uses, affected people, assessed version, sensitive-use triggers, and the decision under review.
  2. Ground the assessment in evidence: separate supplied assertions, observed evidence, verified facts, assumptions, and open questions.
  3. Trace benefits, authority, and harm using the impact lenses, the authority map, and concrete harm chains.
  4. Evaluate controls and uncertainty with the risk and evidence method, recording control status and evaluation gates.
  5. Deliver the draft assessment in the report structure, leading with the decision needed and the limits of the evidence.

Each step is detailed below. Pick the mode first; it sets how deep each step goes.

Modes

Mode Use when Output
Preliminary triage Little or no design evidence is supplied One page: scope, sensitive-use flag, the three to five most material harm chains, information needed to go further.
Full assessment Design, tool, data, and evaluation evidence is available for a pilot or release decision All sections of the report structure, scaled to impact.
Review of an existing assessment The user supplies an assessment to critique A findings list: unsupported conclusions, missing affected parties, controls with no enforcement or test evidence, hypothetical scenarios written as observed, decisions left implicit. Do not rewrite the whole document.
Change reassessment A tool, model, data source, memory, permission, or user population changed The changed behavior, each existing harm ID whose conclusion changes, new harm IDs, and the regression tests required. Preserve the prior assessment.

Read the full file on GitHub · 99 lines

Files

What ships with it

7 files 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. 6d ago First seen · 99 lines · 126 tokens per session scan A 9d036b797060

Subscribe to this mod's changes

agent-rai-impact-assessment is a skill published in the GitHub repository microsoft/cat-agent-skills (101 stars, last pushed yesterday), licensed MIT. It adds 126 tokens to every session and 1,954 once invoked, about $0.0005 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 2026-11-02.

Related

agent-rai-impact-assessment compared with skills from other repositories

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