iterate

iterate is a skill for Claude Code from rossumai/claude-marketplace. It costs 204 tokens per session (8,869 once invoked), scanned A, original, MIT.

A procedure for testing a Rossum.ai change against a real processed document and adjusting it until the intended result is reached.

In plain words
What is it for?
It is for checking hooks, calculations, rules, and document fields against a chosen annotation, then re-running processing and reviewing the result.
Why use it?
It closes the gap between changing a rule or piece of code and confirming that it works on an actual document.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions CLAUDE.md; mentions Claude Code.

Part of the rossum-sa plugin — 33 skills, 4 hooks shipped together

Good fit It is for checking hooks, calculations, rules, and document fields against a chosen annotation, then re-running processing and reviewing the result.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/rossumai/claude-marketplace/iterate
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 rossumai/claude-marketplace --skill iterate
Clone the repo
git clone --depth 1 https://github.com/rossumai/claude-marketplace

Made for: Claude Code.

Or install rossum-sa, the plugin that ships this one along with the rest of its 33 skills, 4 hooks.

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 iterate

README.md
[![agentmods](https://agentmods.dev/badge/skills/rossumai/claude-marketplace/iterate/github.svg)](https://agentmods.dev/skills/rossumai/claude-marketplace/iterate)
Your own site
<a href="https://agentmods.dev/skills/rossumai/claude-marketplace/iterate"><img src="https://agentmods.dev/badge/skills/rossumai/claude-marketplace/iterate/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 iterate

Your own site · 80×15
<a href="https://agentmods.dev/skills/rossumai/claude-marketplace/iterate"><img src="https://agentmods.dev/badge/skills/rossumai/claude-marketplace/iterate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 204 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 8,869 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 warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 39
    Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.
    Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 $0.00204 $0.08869
Opus 5 $0.00102 $0.04435
Sonnet 5 $0.00041 $0.01774
Haiku 4.5 $0.00020 $0.00887

Measured 11d ago against content hash 9d804aa3ef01, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

iterate 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 11d 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/rossum-sa/skills/iterate/SKILL.md · 380 lines

How it starts

The opening of the file, as written. The whole thing — 380 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Iterate on a Rossum Deliverable Against an Annotation

You are a Rossum.ai Solution Architect closing the inner loop on a deliverable. Something has just been built or changed — a hook, a formula, a rule, a schema field — and the question is: does it actually produce the intended result on a real document? This skill teaches you how to re-fire the deliverable against a known annotation, read the result, decide if the goal is met, and iterate.

Annotation or context: $ARGUMENTS

When to use this skill

Pick this up automatically when any of the following holds:

  • The user says "iterate until you reach the goal", "test this against annotation X", "verify this works on document Y", "make this work on <annotation_id>", or any equivalent.
  • A goal: line, a Goal: heading, or a /goal … prompt appears in the request.
  • You have just delivered or updated a hook/formula/rule/schema change in a prd2 project and the user has not yet confirmed it works end-to-end on a real annotation. Whenever you finish a deliverable, proactively offer to verify it — do not wait to be asked (see "UX entry prompt" below). Always verify against a sandbox/UAT annotation, never production.

Do not pick this up for cross-environment regression testing — that is test-behavioral-equivalence. The split is: iterate = tight inner loop on one document during development; test-behavioral-equivalence = full regression suite before promoting.

Safety: Remote API Confirmation Gate

  1. Present exactly what will be done — tool name, target environment, annotation ID, what gets created/changed/deleted.
  2. Wait for explicit user confirmation — do not batch multiple write operations into one approval.
  3. Never proceed without a clear "yes" from the user.

This applies to:

  • rossum_refire_annotation, rossum_start_annotation, rossum_cancel_annotation, rossum_validate_content
  • rossum_patch_annotation (status changes, including confirmed/exporting)
  • rossum_confirm_annotation (fires real export / approval routing — the least reversible op here)
  • prd2 push and prd2 deploy commands

Read the full file on GitHub · 380 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. 11d ago First seen · 380 lines · 204 tokens per session scan A 9d804aa3ef01

Subscribe to this mod's changes

iterate is a skill published in the GitHub repository rossumai/claude-marketplace (5 stars, last pushed 3d ago), licensed MIT. It adds 204 tokens to every session and 8,869 once invoked, about $0.0010 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 2026-08-31.

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