Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Buyer-side SaaS due-diligence maths: NRR, GRR, revenue concentration, zombie MRR, LTV:CAC.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://churnlens.site/api/mcpRun this in your terminal
claude mcp add --transport http churnlens https://churnlens.site/api/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"churnlens": {
"url": "https://churnlens.site/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"churnlens": {
"type": "http",
"url": "https://churnlens.site/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://churnlens.site/api/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The registry name was verified with the GitHub account kindrat86, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Talexio MCP by usefulapi
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read employees, approved pay lines, approved time off and shift templates in Talexio.
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Buyer-side SaaS due-diligence maths for AI agents. Net and gross revenue retention, revenue concentration risk, dormant ("zombie") MRR, LTV:CAC and a composite health score — computed from figures you supply.
Live endpoint: https://churnlens.site/api/mcp — streamable HTTP, MCP protocol 2024-11-05. No authentication, no account, no rate limit, and nothing you send is stored.
Claude Desktop, Claude Code, or any client that speaks stdio:
npx mcp-remote https://churnlens.site/api/mcp
By config:
{
"mcpServers": { "churnlens": { "command": "npx", "args": ["mcp-remote", "https://churnlens.site/api/mcp"] } } }
A GET on the endpoint returns the manifest. The machine-readable descriptor is at /.well-known/mcp.json.
| Tool | What it returns |
|---|---|
calculate_churn_rate | NRR, GRR, revenue churn, correctly compounded annualised churn, and the NRR−GRR spread that exposes churn masked by expansion |
analyze_revenue_concentration | Herfindahl-Hirschman Index, top-N revenue share, and which customers are large enough that losing one is a balance-sheet event |
detect_zombie_mrr | Accounts still paying but dormant past a threshold, and the ARR at risk behind them |
score_saas_health | Composite 0–100 across retention, growth, concentration, efficiency and durability, plus the weakest dimension |
calculate_ltv | Gross-margin-adjusted lifetime value, LTV:CAC and CAC payback in months |
get_scoring_bands | Every threshold the tools apply, with its provenance |
Every tool returns structuredContent alongside the text block, so an agent gets typed numbers rather than prose it has to parse back out.
calculate_churn_rate({
starting_mrr: 100000, expansion_mrr: 37000, contraction_mrr: 5000, churned_mrr: 17000 })
// nrr_pct: 115, grr_pct: 78, expansion_masking_spread_pts: 37 // "A wide NRR-GRR spread: expansion revenue is masking substantial // churn underneath. Diligence should look at the retained base // separately from upsell."
A business reporting 115% net revenue retention sounds excellent. The same business at 78% gross revenue retention is losing nearly a quarter of its revenue base a year and covering the hole with upsell. Most dashboards show the first number and not the second.
get_scoring_bands returns thresholds, not measured data. They are informed by published industry benchmarks — SaaS Capital, Benchmarkit, Recurly and FE International — cited with sources at churnlens.site/benchmarks. Segment matters enormously: median retention for enterprise infrastructure and for SMB self-serve are not the same number. Do not present a band as though it were a survey result.
These tools compute from summary figures you supply. They cannot see what only emerges from customer-level data — cohort decay curves, renewal-cliff timing, concentration in specific logos. Treat them as a first-pass screen.
The same calculations are open source under MIT at kindrat86/saas-metrics — zero dependencies, every scoring band documented, 27 tests. A result from this server can be reproduced independently.
Interactive versions for humans, no signup: churnlens.site/free.
ChurnLens is a buyer-side SaaS due-diligence tool for acquirers, private-equity firms and M&A analysts.
Unaffiliated with the similarly named churnlens.io (retention automation) or
churnlens.tech (churn prediction).
MIT licensed. Free.