ai-inclusive-collaboration

ai-inclusive-collaboration is a skill for Claude Code from fatihguner/foreman. It costs 100 tokens per session (3,493 once invoked), scanned A, original, MIT.

A leadership skill for involving different people fairly when working with artificial intelligence.

In plain words
What is it for?
Use it for inclusive AI planning, team collaboration, and discussions about who should take part in AI-related decisions.
Why use it?
It helps address the risk that AI decisions are shaped by only one group’s needs or point of view.

Skill for Claude Code

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

Part of the foreman plugin — 142 skills, 60 commands, 7 agents shipped together

Good fit Use it for inclusive AI planning, team collaboration, and discussions about who should take part in AI-related decisions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/fatihguner/foreman/ai-inclusive-collaboration
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 fatihguner/foreman --skill ai-inclusive-collaboration
Clone the repo
git clone --depth 1 https://github.com/fatihguner/foreman

Made for: Claude Code.

Or install foreman, the plugin that ships this one along with the rest of its 142 skills, 60 commands, 7 agents.

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 ai-inclusive-collaboration

README.md
[![agentmods](https://agentmods.dev/badge/skills/fatihguner/foreman/ai-inclusive-collaboration/github.svg)](https://agentmods.dev/skills/fatihguner/foreman/ai-inclusive-collaboration)
Your own site
<a href="https://agentmods.dev/skills/fatihguner/foreman/ai-inclusive-collaboration"><img src="https://agentmods.dev/badge/skills/fatihguner/foreman/ai-inclusive-collaboration/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 ai-inclusive-collaboration

Your own site · 80×15
<a href="https://agentmods.dev/skills/fatihguner/foreman/ai-inclusive-collaboration"><img src="https://agentmods.dev/badge/skills/fatihguner/foreman/ai-inclusive-collaboration.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 3,493 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00100 $0.03493
Opus 5 $0.00050 $0.01747
Sonnet 5 $0.00020 $0.00699
Haiku 4.5 $0.00010 $0.00349

Measured 5d ago against content hash b8d01708695d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ai-inclusive-collaboration 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 5d 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/foreman/skills/ai-inclusive-collaboration/SKILL.md · 209 lines

How it starts

The opening of the file, as written. The whole thing — 209 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Read runtime and advisory rules before applying this skill. Other Foreman layers and the catalog are in ../../content/, relative to this SKILL.md.

AI Inclusive Collaboration

Amazon warehouse workers, supervised by algorithms that tracked their every movement, eventually gathered outside their facilities with a rallying cry: "We are not robots." One employee distilled the grievance: "[Productivity] is all they care about. They don't care about their employees. They care more about the robots than they care about the employees." This was not a failure of technology. The algorithms performed precisely as designed. It was a failure of inclusion -- a leadership decision to optimise for efficiency while treating human workers as interchangeable with the machines monitoring them. The third pillar of AI-savvy leadership confronts this dynamic directly: when people are excluded from the design and deployment of AI systems, they resist, retreat, or revolt. The question every leader must answer is not whether their people can work with AI, but whether the people who will be most affected by AI were present when the system was designed.


The Framework

The Exclusion-Inclusion Spectrum

The framework identifies two fundamentally different models for integrating AI into organisations:

The Exclusion Model aims to minimise humans in the technical loop. Business operations and strategy are driven by a loop of computers where humans do not fit. Under this model, employees are valued solely for efficiency, pushed into rigid work structures supervised by AI, and stripped of autonomy. The consequences are predictable: demotivation, declining quality of human input, and counterproductive behaviour (Uber drivers, for instance, developed clever methods to manipulate algorithms that supervised them).

The Inclusion Model positions AI as a collaborator that assists in cognitively demanding tasks, leveraging AI's analytical strengths while preserving and valuing distinctly human capabilities -- moral reasoning, contextual judgement, empathy, and creative sense-making. Under this model, employees are involved in designing the work settings in which humans and machines collaborate.

Read the full file on GitHub · 209 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. 5d ago Changed · +208 lines · +100 tokens per session b8d01708695d
  2. 11d ago First seen · 1 lines · 0 tokens per session scan A 241567db872e

Subscribe to this mod's changes

ai-inclusive-collaboration is a skill published in the GitHub repository fatihguner/foreman (50 stars, last pushed 5d ago), licensed MIT. It adds 100 tokens to every session and 3,493 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 2026-08-30.

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