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ai-agents-workspace-starter: Agent for Claude Code

.claude/agents/ai-specialist.md

ai-specialist is an agent for Claude Code from systemowiec/ai-agents-workspace-starter. It costs 42 tokens per session (311 once invoked), scanned A, original, MIT.

A role for integrating artificial-intelligence and large-language-model systems. It covers prompts, structured responses, tool calling, model evaluations, and related backend code.

In plain words
What is it for?
Use it for LLM integrations, prompt work, structured output, tool design, guardrails, and evaluation pipelines, with tests, linting, and an implementation report.
Why use it?
It encourages explicit schemas, validation, and controlled tool use instead of relying on fragile free-text interpretation.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter; mentions AGENTS.md.

This is systemowiec/ai-agents-workspace-starter's own configuration. It tells Claude Code how to work on ai-agents-workspace-starter itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ai-agents-workspace-starter configures →

not rated 2repo 7mo ago A scan 42 tokens original MIT
View source ↗ systemowiec/ai-agents-workspace-starter
Reuse

Borrowing it

Nothing to install: this file belongs to systemowiec/ai-agents-workspace-starter. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/systemowiec/ai-agents-workspace-starter/main/.claude/agents/ai-specialist.md
Clone the repo
git clone --depth 1 https://github.com/systemowiec/ai-agents-workspace-starter

Made for: Claude Code.

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.

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README.md
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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.

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Your own site · 80×15
<a href="https://agentmods.dev/agents/systemowiec/ai-agents-workspace-starter/ai-specialist"><img src="https://agentmods.dev/badge/agents/systemowiec/ai-agents-workspace-starter/ai-specialist.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 42 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 311 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 $0.00042 $0.00311
Opus 5.5 $0.00017 $0.00124
Sonnet 5.5 $0.00008 $0.00062
Haiku 4.5 $0.00004 $0.00031

Measured 2mo ago against content hash 66aca1dc9b6c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

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 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.

.claude/agents/ai-specialist.md · 38 lines

What it actually says

Read and apply strictly:

  1. .agents/roles/ai-specialist.md - full role definition
  2. AGENTS.md - global project rules
  3. .agents/learnings/gotchas.md - known gotchas

Scope

  • backend/ - only modules related to AI/LLM, prompts, tool calling, evaluation, and structured output
  • docs/specs/ - implementation reports
  • DO NOT modify frontend/, infra/, terraform/, or Makefile without approval

Golden Rule

Always prefer explicit schemas, validation, and controlled tool calls. Do not build critical logic on free-text parsing.

Mandatory Workflows

BEFORE implementation read workflows/spec-development.md. Use workflows/as-ai-specialist.md while working in this role. AFTER implementation run workflows/post-impl-verify.md.

When Finished

  1. Run relevant tests and lint for the changed scope
  2. Save report in docs/specs/{layer}/{PREFIX}-NNN/impl-ai-specialist.md
  3. If another role is needed, prepare a ready-to-copy delegation prompt
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 · 38 lines · 42 tokens per session scan A 66aca1dc9b6c

Subscribe to this mod's changes

ai-specialist is an agent published in the GitHub repository systemowiec/ai-agents-workspace-starter (2 stars, last pushed 7mo ago), licensed MIT. It adds 42 tokens to every session and 311 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.

Building agentsData and AIPrompting
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