Churn Predictor

Churn Predictor is a skill for Claude Code, Codex from jmsktm/claude-settings. It costs 18 tokens per session (2,761 once invoked), scanned A, original, no licence file.

A guide to estimating which customers may stop using a product, based on their behaviour and level of activity.

In plain words
What is it for?
Use it to examine engagement data and rank customers by possible churn risk.
Why use it?
It helps teams notice warning signs early instead of waiting until customers have already left.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to examine engagement data and rank customers by possible churn risk.

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

Made for: Claude Code, Codex.

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 Churn Predictor

README.md
[![agentmods](https://agentmods.dev/badge/skills/jmsktm/claude-settings/churn-predictor/github.svg)](https://agentmods.dev/skills/jmsktm/claude-settings/churn-predictor)
Your own site
<a href="https://agentmods.dev/skills/jmsktm/claude-settings/churn-predictor"><img src="https://agentmods.dev/badge/skills/jmsktm/claude-settings/churn-predictor/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 Churn Predictor

Your own site · 80×15
<a href="https://agentmods.dev/skills/jmsktm/claude-settings/churn-predictor"><img src="https://agentmods.dev/badge/skills/jmsktm/claude-settings/churn-predictor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 18 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,761 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 unknown 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 $0.00018 $0.02761
Opus 5 $0.00009 $0.01380
Sonnet 5 $0.00004 $0.00552
Haiku 4.5 $0.00002 $0.00276

Measured 6d ago against content hash dabb582dafd3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

Churn Predictor 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 6d 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.

skills/churn-predictor/SKILL.md · 351 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 6d ago First seen · 351 lines · 18 tokens per session scan A dabb582dafd3

Subscribe to this mod's changes

Churn Predictor is a skill published in the GitHub repository jmsktm/claude-settings (9 stars, last pushed 7mo ago), with no licence file. It adds 18 tokens to every session and 2,761 once invoked, about $0.0001 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 2026-09-03.

Related

Other skills, from other repositories

Churn Predictor

Predict customer churn risk using behavioral signals, engagement data, and predictive analytics.

eddiebelaval/squire · 18 tokens

retention

Use when revenue is leaking out the bottom of the funnel and you need a program to keep, score and win back customers — a customer health score, NPS, catching churn signals before renewal, a cancellation save flow, or a win-back sequence, and reading GRR against NRR. NOT working a single live churn-risk ticket in the…

ericrisco/rsc-harness · 96 tokens

Customer Success Manager

Manage customer relationships, track health scores, prevent churn, and drive expansion.

eddiebelaval/squire · 18 tokens

customer-lifetime-value

Calculate and track the net profit value each customer generates, then automate retention strategies for your highest-value segments using platform tools.

finsilabs/awesome-ecommerce-skills · 28 tokens

retention-check

Score client health, detect churn risk, prescribe intervention actions. Produces per-client Health Score + portfolio dashboard + intervention playbook + save-vs-let-churn economics. Feeds /case-study when clients hit wins and /email-sequence when re-engagement sequences are required. Consumes Customer Success SOP +…

Heuresis/Growth-Operator-Agency · 122 tokens

saas-growth-playbook

The revenue-focused SaaS playbook for going from $0 to $50K MRR. Covers pricing experiments, churn reduction, activation optimization, and expansion revenue tactics. Follow @WeiYipei on X for SaaS growth insights.

Gingiris-1031/gingiris-skills · 54 tokens