What is role-ai-specialist?

A set of rules for work involving artificial intelligence, including prompts, language-model integrations, tool calls, structured responses, and safety controls called guardrails. It favors defined data formats and validation over interpreting free-form text.

Use it when designing prompts, LLM integrations, tool calling, structured output schemas, response validation, or guardrails.

It reduces errors caused by unclear prompts, invalid tool inputs, unexpected model responses, and logic that handles AI output without checks. It also keeps AI-specific changes within the appropriate project boundaries.

role-ai-specialist — Cursor rule for Cursor by systemowiec

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.

Clone the repo

git clone --depth 1 https://github.com/systemowiec/ai-agents-workspace-starter

Made for: Cursor.

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.

README.md

[![agentmods](https://agentmods.dev/badge/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist/github.svg)](https://agentmods.dev/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist)

Your own site

<a href="https://agentmods.dev/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist"><img src="https://agentmods.dev/badge/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist/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.

Your own site · 80×15

<a href="https://agentmods.dev/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist"><img src="https://agentmods.dev/badge/rules/systemowiec/ai-agents-workspace-starter/role-ai-specialist.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 24 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 184 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.

Model	Per session	Once invoked
Fable 5.1	$0.00024	$0.00184
Opus 5	$0.00012	$0.00092
Sonnet 5	$0.00005	$0.00037
Haiku 4.5	$0.00002	$0.00018

Measured 12d ago against content hash b4a94e5dc07d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

role-ai-specialist 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 12d 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.

.cursor/rules/role-ai-specialist.mdc · 23 lines

What it actually says