insurance-reserving

insurance-reserving is a command for Claude Code from GAJETOso/financeskills. It costs 9 tokens per session (111 once invoked), scanned A, a copy of ai-anomaly-detection, MIT.

A command for calculating insurance loss reserves, which are estimated amounts set aside for future claim payments, or for reviewing an insurer’s financial health.

In plain words
What is it for?
Use it to estimate claim reserves, analyze insurance finances, and produce a cited assessment with confidence and assumptions.
Why use it?
It organizes the required calculations and states assumptions when the available information is incomplete. The results need review by a qualified professional.

Command for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the finance-skills plugin — 48 skills, 52 commands shipped together

Good fit Use it to estimate claim reserves, analyze insurance finances, and produce a cited assessment with confidence and assumptions.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/gajetoso/financeskills/insurance-reserving
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/GAJETOso/financeskills

Made for: Claude Code.

Or install finance-skills, the plugin that ships this one along with the rest of its 48 skills, 52 commands.

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 insurance-reserving

README.md
[![agentmods](https://agentmods.dev/badge/commands/gajetoso/financeskills/insurance-reserving/github.svg)](https://agentmods.dev/commands/gajetoso/financeskills/insurance-reserving)
Your own site
<a href="https://agentmods.dev/commands/gajetoso/financeskills/insurance-reserving"><img src="https://agentmods.dev/badge/commands/gajetoso/financeskills/insurance-reserving/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 insurance-reserving

Your own site · 80×15
<a href="https://agentmods.dev/commands/gajetoso/financeskills/insurance-reserving"><img src="https://agentmods.dev/badge/commands/gajetoso/financeskills/insurance-reserving.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 9 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 111 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 78% copy Near-identical to another mod 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 $0.00009 $0.00111
Opus 5 $0.00005 $0.00056
Sonnet 5 $0.00002 $0.00022
Haiku 4.5 $0.00001 $0.00011

Measured 11d ago against content hash 3deec03270ef, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

insurance-reserving 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.

Origin

This is a copy

78% identical to ai-anomaly-detection — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

commands/insurance-reserving.md · 13 lines

What it actually says

Load and follow the skill at skills/insurance-reserving/SKILL.md, including its Initial Assessment.

Input: $ARGUMENTS

Requirements:

  • Perform ALL calculations by importing functions from skills/insurance-reserving/scripts/calculate.py - never mental math
  • Follow the skill's Output Format section and cite which references you used
  • State confidence and assumptions where inputs are incomplete; outputs require review by a qualified professional
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 · 13 lines · 9 tokens per session scan A 3deec03270ef

Subscribe to this mod's changes

insurance-reserving is a command published in the GitHub repository GAJETOso/financeskills (20 stars, last pushed 10d ago), licensed MIT. It adds 9 tokens to every session and 111 once invoked, about $0.0000 per session on Opus 5. A static security scan graded it A with 0 findings. It is 78% identical to ai-anomaly-detection, differing in 6 lines, and is treated as a copy.