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SaaS Churn Analysis
by
samledger67-dotcom
· GitHub ↗
· v1.0.0
· MIT-0
174
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0
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1
Active Installs
1
Versions
Install in OpenClaw
/install saas-churn-analysis
Description
SaaS churn and retention analysis: cohort-based churn rates, retention curves, revenue churn vs logo churn, at-risk customer identification, expansion vs con...
Usage Guidance
This skill appears coherent for doing churn and retention analysis. Before installing or using it: (1) be prepared to supply your subscription and MRR datasets (containing customer/usage data) — avoid sending unnecessary PII to third parties; (2) ensure your agent/runtime has Python and pandas if you want to run the provided examples (the skill did not declare dependencies); (3) do not expect the skill to send emails or change billing — it explicitly says not to perform outreach or billing actions; and (4) review any outputs for sensitive customer data before sharing externally.
Capability Analysis
Type: OpenClaw Skill
Name: saas-churn-analysis
Version: 1.0.0
The saas-churn-analysis skill bundle provides comprehensive instructions and Python code snippets for calculating SaaS metrics like NRR, GRR, and cohort retention. The logic in SKILL.md is focused on data processing using pandas and provides structured playbooks for churn recovery analysis. No indicators of data exfiltration, malicious execution, or harmful prompt injection were found.
Capability Assessment
Purpose & Capability
The name/description (cohort analysis, NRR/GRR, at-risk accounts, recovery playbooks) match the SKILL.md content: definitions, formulas, and example Python/pandas code for cohort and revenue analysis. No unrelated services, env vars, or binaries are requested.
Instruction Scope
Instructions are focused on computing retention metrics from subscription/MRR datasets and producing playbooks; they explicitly say not to perform outreach or billing actions. The examples operate on in-memory DataFrames (user-supplied data). The skill does not instruct reading unrelated system files, exfiltrating data, or calling external endpoints.
Install Mechanism
This is instruction-only (no install spec) which is low-risk. Minor inconsistency: the provided code examples use Python and pandas, but no dependencies or runtime expectations are declared. Users should ensure a Python environment with pandas is available if they expect runnable examples.
Credentials
The skill declares no required environment variables, credentials, or config paths. It expects customer/subscription data as input (appropriate for the purpose). There are no requests for unrelated secrets or external service tokens.
Persistence & Privilege
The skill is not always-enabled and does not request elevated persistence or modification of other skills or system settings. Autonomous invocation is allowed (platform default) but not combined with other concerning privileges here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install saas-churn-analysis - After installation, invoke the skill by name or use
/saas-churn-analysis - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: cohort retention tables, NRR/GRR calculation, MRR bridge, at-risk customer scoring, churn recovery playbooks, and investor-ready retention metrics
Metadata
Frequently Asked Questions
What is SaaS Churn Analysis?
SaaS churn and retention analysis: cohort-based churn rates, retention curves, revenue churn vs logo churn, at-risk customer identification, expansion vs con... It is an AI Agent Skill for Claude Code / OpenClaw, with 174 downloads so far.
How do I install SaaS Churn Analysis?
Run "/install saas-churn-analysis" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is SaaS Churn Analysis free?
Yes, SaaS Churn Analysis is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does SaaS Churn Analysis support?
SaaS Churn Analysis is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created SaaS Churn Analysis?
It is built and maintained by samledger67-dotcom (@samledger67-dotcom); the current version is v1.0.0.
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