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.
npx skills add Future-CX/AI-Architecture-Toolkit --skill capability-overviewgit clone --depth 1 https://github.com/Future-CX/AI-Architecture-ToolkitWrote 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.
[](https://agentmods.dev/skills/future-cx/ai-architecture-toolkit/capability-overview)<a href="https://agentmods.dev/skills/future-cx/ai-architecture-toolkit/capability-overview"><img src="https://agentmods.dev/badge/skills/future-cx/ai-architecture-toolkit/capability-overview/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.
<a href="https://agentmods.dev/skills/future-cx/ai-architecture-toolkit/capability-overview"><img src="https://agentmods.dev/badge/skills/future-cx/ai-architecture-toolkit/capability-overview.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00052 | $0.02042 |
| Opus 5.5 | $0.00021 | $0.00817 |
| Sonnet 5.5 | $0.00010 | $0.00408 |
| Haiku 4.5 | $0.00005 | $0.00204 |
Grade A, and why
capability-overview 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.
How it starts
The opening of the file, as written. The whole thing — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Capability Overview
Quick Start
Write capability overview documents under the consuming repository's root capabilities/<slug>/ folder using the preset template in templates/capability-overview-template.md.
Before creating any output files or running the helper script, run a grill-me style clarification session using ../grill-me/SKILL.md. Ask one question at a time until the capability name, domain, objective, scope, stakeholders, systems, terminology, assumptions, constraints, and desired output are clear enough to avoid avoidable misunderstanding.
During that clarification session, use ../ubiquitous-language/SKILL.md whenever terms are vague, overloaded, conflicting, or important enough to become shared domain language. Create or update <private-lab-root>/GLOSSARY.md inline as terms are clarified; do not batch glossary updates until the end. Do not write the glossary inside this public toolkit repository when working with real company context.
After the clarification session, validate that <private-lab-root>/GLOSSARY.md was created or updated during the current run. If it was not created or updated, stop before generating capability overview files and ask the user to run the grill-me skill followed by the ubiquitous-language skill so the glossary is updated first.
When this toolkit is used as a submodule, do not write generated capability files under toolkit/capabilities/. Run the command from the private repository root, or pass --output-root <private-repo-root>, so output goes to <private-repo-root>/capabilities/.
Use the helper script only after the clarification session and glossary validation are complete, and only when the requested capability has clear input values:
python3 skills/capability-overview/scripts/write-capability-overview.py "Order Management" \
--domain "Commerce" \
--business-objective "Improve order accuracy, lifecycle visibility, and fulfillment coordination." \
--stakeholder "Customer service" \
--stakeholder "Operations" \
--existing-system "ERP" \
--strategic-importance "High" \
--pain-point "Order status is fragmented across systems." \
--related-capability "Inventory Management"
What ships with it
3 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.
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.
- 2mo ago First seen · 136 lines · 52 tokens per session scan A 09f95fdc06a3
capability-overview is a skill published in the GitHub repository Future-CX/AI-Architecture-Toolkit (8 stars, last pushed 18d ago), licensed MIT. It adds 52 tokens to every session and 2,042 once invoked, about $0.0002 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.
capability-overview compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| capability-overviewFuture-CX/AI-Architecture-Toolkit | Skill | 8 | 18d ago | MIT | A | 52 | Claude Code, Codex |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 314k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 103 | Claude Code |