saas-metrics
Skill1 starsChanged 3 months agoMITView on GitHub
Track MRR, ARR, cohort revenue, net revenue retention, and recognise revenue on the right period. Use when tracking ARR/MRR, Net Revenue Retention, CAC payback, or churn.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- YepAPI/skillstheir own version, first seen Apr 12, 2026
- claude-office-skills/skillstheir own version, first seen Jan 30, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- claude-office-skills/skills★ 433same name
- YepAPI/skills★ 8same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository23 other files it gives its agents.
- accounts-payableSkill
- bookkeeper-and-controllerSkill
- bookkeepingSkill
- budget-expense-auditorSkill
- budgetingSkill
- cap-table-fundraising-modelerSkill
- cap-tableSkill
- chief-financial-officerSkill
- crypto-tax-advisorSkill
- crypto-taxSkill
- finance-strategySkill
- financial-analystSkill
- financial-modelingSkill
- financial-plan-starterSkill
- fp-and-a-analystSkill
- insurance-actuary-analystSkill
- investment-researcherSkill
- investment-researchSkill
- invoice-and-payment-writerSkill
- invoicingSkill
- runway-planningSkill
- tax-strategistSkill
- tax-strategySkill
The file
We split this skill into the rules it gives an agent
5 rules. About 0 are common, 5 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 57
Never include one-time professional services or setup fees inside ARR or MRR calculations.
- Distinctive: line 59
Do not count contracted but unlaunched accounts as live ARR.
- Distinctive: line 69
NEVER report Bookings as Revenue.
- Distinctive: line 70
NEVER offset customer churn by adding new customer acquisition in the same line item.
- Distinctive: line 71
NEVER calculate NRR without tracking the exact same customer cohort across a full 12-month period.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
SaaS Metrics
Software-as-a-Service economics are defined by recurring revenue retention and cohort velocity. Managing SaaS operations requires tracking Annual/Monthly Recurring Revenue (ARR/MRR) movements, calculating Net Revenue Retention (NRR), applying ASC 606 revenue recognition, and benchmarking against the Rule of 40.
1. The ARR / MRR Waterfall Architecture
Recurring revenue must be decomposed into five discrete, reconcilable movements: $$\text{Ending ARR} = \text{Beginning ARR} + \text{New ARR} + \text{Expansion ARR} - \text{Contraction ARR} - \text{Churned ARR}$$
- New ARR: Revenue from newly closed customer accounts.
- Expansion ARR: Additional revenue from existing accounts (seat expansions, tier upgrades, cross-sells).
- Contraction ARR: Revenue lost from existing customers downgrading tiers or reducing seats without fully churning.
- Churned ARR: Total revenue lost from customers cancelling contracts completely.
2. Retention Metrics: NRR vs. GRR
Retention is the single greatest predictor of software enterprise valuation:
A. Net Revenue Retention (NRR)
Measures the percentage of recurring revenue retained from an existing cohort over a 12-month period, including expansion: $$\text{NRR} = \frac{\text{Starting ARR} + \text{Expansion} - \text{Contraction} - \text{Churn}}{\text{Starting ARR}} \times 100$$
- Benchmark:
< 100%: Leaky bucket; company must constantly acquire new logos just to stay flat.105% – 115%: Solid B2B mid-market software health.> 125%: World-class enterprise expansion engine (Snowflake, Datadog cohort tier).
B. Gross Revenue Retention (GRR)
Measures retained revenue excluding expansion; caps out at 100%: $$\text{GRR} = \frac{\text{Starting ARR} - \text{Contraction} - \text{Churn}}{\text{Starting ARR}} \times 100$$
- Benchmark: High-performing enterprise SaaS maintains GRR
> 90%(B2B) or> 80%(SMB).
3. Revenue Recognition Discipline (ASC 606 / IFRS 15)
Recognize revenue when performance obligations are satisfied, not when invoiced:
- Contract Billing vs Revenue: A $120,000 annual upfront contract signed on Jan 1 is invoiced and collected immediately.
- Cash Balance increases by $120,000 on Jan 1.
- Deferred Revenue Liability increases by $120,000 on Jan 1.
- Recognized Revenue is booked at $10,000 per month across each of the 12 calendar months.
4. The Rule of 40 & Magic Number
- The Rule of 40: A SaaS company's combined growth rate and profit margin should equal or exceed 40%: $$\text{Rule of 40 Score} = \text{Year-over-Year ARR Growth Rate (%)} + \text{Free Cash Flow Margin (%)} $$ Score > 40% represents top-quartile operational efficiency.
- SaaS Magic Number (Sales Efficiency):
$$\text{Magic Number} = \frac{(\text{Quarterly ARR}t - \text{Quarterly ARR}{t-1}) \times 4}{\text{Quarterly Sales & Marketing Expense}_{t-1}}$$
- < 0.75x: Sales efficiency lagging; do not accelerate go-to-market spend.
- > 1.0x: Exceptional sales efficiency; pour capital into customer acquisition.
Critical Rules
- Never include one-time professional services or setup fees inside ARR or MRR calculations.
- Calculate churn based on annualized revenue (revenue churn), not solely customer count (logo churn).
- Do not count contracted but unlaunched accounts as live ARR; recognize ARR only upon service provisioning.
Verification Checklist
- ARR waterfall reconciles: Beginning + New + Expansion - Contraction - Churn == Ending.
- One-off services and non-recurring fees excluded from MRR/ARR totals.
- Net Revenue Retention (NRR) and Gross Revenue Retention (GRR) tracked across monthly cohorts.
- ASC 606 revenue recognition matches monthly performance obligation schedules.
- Rule of 40 and Sales Magic Number calculated quarterly.
Anti-Patterns
- NEVER report Bookings as Revenue; bookings are future commitments, revenue is earned performance.
- NEVER offset customer churn by adding new customer acquisition in the same line item; report churn explicitly.
- NEVER calculate NRR without tracking the exact same customer cohort across a full 12-month period.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

