Works inside Claude, ChatGPT & any MCP agent

Statistical analysis you can actually defend.

Ask a question about your data in plain English, right in your AI chat. MCP Analytics runs real statistical computation — not a language model’s guess — and returns a validated, citable report you own and can refresh. Delivered in minutes, not the days an analyst takes.

500 welcome credits on signup — your first Brief is on us. No card required.
Price shown before you run Failed builds never billed Credits never expire
Brief · delivered in 7 min✓ Validated
Does discount depth drive repeat purchase?
orders_q2.csv · 48,212 rows · logistic regression
PredictorOdds ratio95% CIp
discount_depth1.42
<.001
prior_orders1.18
.003
email_optin1.05
.214
VIF < 2.0 Hosmer–Lemeshow p = .41 n adequate
Computed in R · glm(binomial) · citation included Refresh on new data
See how we compare to plain AI →
Choose your depth

A quick chart, a comprehensive answer, or the full report.

Every analysis runs through the same validated pipeline — you choose how far it goes. From a fast verified read of your data, to a single computed answer you can refresh, to a full commissioned study you own and refresh forever. Every depth comes back independently verified.

More rigor outranks more charts: going deeper buys real statistical methods — hypothesis tests, regression, diagnostics — not just more cards. You pay for depth, not chart count — the price is shown before you run, and only a successful build is ever billed. Every analysis you commission is yours to refresh at half its build price.

Get Your First Report Free See plans & pricing →

Build once. Refresh forever.

Every analysis you commission is a durable tool you own — not a one-off answer. When new data lands (next week’s export, next month’s numbers), refresh the same analysis on it anytime.

Same method, same validation, fresh numbers — at half the price of the original build, every time.

Built & verified once
Your question becomes a validated, re-usable analysis.
New data arrives
Point the same analysis at this month’s file or feed.
Refreshed report — half price
Fresh numbers, same rigor, verified again.
The Standard Library

Or skip the build — run a prebuilt analysis.

A library of platform-built, independently verified analyses covering the workhorses of applied statistics. No build wait — bring your data, map your columns, get the full report in minutes.

A/B testing Cohort retention Forecasting Key drivers Clustering Anomaly detection Linear regression Correlation Group comparison Market basket Control charts Factor analysis Event impact Data profiling …and more
$10per run — full multi-section report, any dataset
Browse the standard library
Depth, data, design

How your analysis gets built.

The same pipeline runs at every depth — a Snapshot runs a lean version in minutes, a Deck runs the full report. Depth changes how much of it runs and how robust the result, never the rigor. Here’s what happens between your question and an analysis you own.

01
You bring a question & your data
Plain English, any CSV or connected source. No modeling, no setup — just what you want to know.
02
We scope the method
Specialists read the shape of your data and pick the right statistical approach for your question — a t-test, a regression, a survival model — matched, not guessed.
03
We write it as real code
Validated R in an isolated container, deterministic, fixed seeds. Not improvised in a chat window — code you can read and reproduce. Why R →
04
We run it and check it
It runs on your data, then an independent pass reviews the numbers and the narrative before you see them. A build that fails never ships — and is never billed.
05
You get an analysis you own
An interactive report, the R source, one-click citations, and a PDF. Re-run it on next month’s data without rebuilding.
Get Your First Report Free See how it's built →

The deliverable, not the chat.

What comes back is a report you could hand to your board, your client, or your reviewer — interactive, documented, and exportable.

Ad Spend ROAS Efficiency Deck · 9 cards · interactive
Ad Spend ROAS report — interactive charts, sidebar navigation, AI insights
In every deliverable

Everything a defensible answer needs.

  • Multi-card interactive report — charts, tables, and diagnostics you can explore, not screenshots.
  • AI insight on every card — written from the computed values, never improvised.
  • Method & assumption checks — what was tested, why that test, and whether it held.
  • PDF export & one-click citation — APA, MLA, Chicago, BibTeX.
  • The R source — reproducible by anyone, including you.
Browse real case studies →

The analyst takes days. The chatbot guesses.
We compute — in minutes.

Fluent and correct are not the same thing — and rigorous doesn’t have to mean slow. Real statistical analysis used to be a choice between waiting and guessing. Now it isn’t.

Hiring it out

Days – weeks
  • ~$600 of analyst time per study
  • Back-and-forth to scope the question
  • Static PDF — new data means a new engagement

A chatbot alone

Instant — but unverifiable
  • Numbers generated by a language model
  • ~33% accuracy on inferential statistics with everyday prompts*
  • A transcript — ask again tomorrow, get a different answer

MCP Analytics

Minutes — computed & checked
  • Real R computation on your actual data
  • The right test, justified — assumptions checked, shown
  • A durable analysis you own — refresh it on next month’s data

Microsoft tells Copilot users not to rely on it for work “requiring high accuracy or reproducibility.” We exist for exactly that work.

*accuracy figure: peer-reviewed evaluation of ChatGPT’s statistical analysis, JMIR 2025

Your Analysis Lives Here.

Not in a chat thread that disappears. Not in a notebook you can’t find. Every analysis is permanent, shareable, citable, and reproducible.

A permanent library

Every report stored, indexed, and searchable — compare results across months. Nothing disappears.

Q2 churn drivers DECKMay 12
Discount depth → repeat purchase BRIEFJun 03
Same analysis, June data RE-RUNJul 01

Citable output

One-click APA, MLA, Chicago, or BibTeX — methodology and assumptions documented per card. Use it in papers, decks, and filings.

MCP Analytics (2026). Discount depth and repeat purchase. Logistic regression, n = 48,212. Reproducible report.
APAMLAChicagoBibTeX

Shareable links

Token-based access — no login to view. Share with your team, your client, your professor. The methodology travels with the report.

mcpanalytics.ai/report/8f3k… no login needed

Reproducible, provably

Fixed seeds, isolated containers, R source in every report. Run it yourself — you get the same numbers we did.

run #1 → OR 1.42 = run #2 → OR 1.42 same answer, every run

Pay per answer. Own every analysis.

No seats, no meters, no surprises. Four depths, priced by the answer — and every analysis you commission is yours to refresh at half its build price.

$1
Snapshot · ~2 min
$5
Brief · ~7 min
$25
Deck · the full report
Start free — your first Brief is on us
500 welcome credits on signup · credit packs from $5 · How credits work | Cited reports retained forever | Save on analyses by subscribing — Pro & Business bundle credits →

Statistical Methods. Production Ready.

Validated R analyses across 8 categories — each produces a full interactive report.

Hypothesis Testing Regression Machine Learning Time Series Customer Analytics Marketing & Ads Causal & Survival E-Commerce

t-test · ANOVA · Chi-square · Linear · Ridge · Lasso · Logistic · Random Forest · XGBoost · K-Means · PCA · ARIMA · RFM · Churn · ROAS · ICC · ANCOVA · Cox PH · and more

Browse all modules →

Try Free — No Account Needed

Upload your CSV. Get a real statistical report with interactive charts and AI insights — in minutes.

Data Profile — Understand Any Dataset
The “what’s in my data” report — distributions, missingness, and structure at a glance.
Group Comparison — t-test & ANOVA
Does a numeric outcome really differ between groups? The right test, chosen and checked.
A/B Test Analysis
Upload row-level experiment data — get lift, significance, and a decision you can defend.
Time Series Forecast
Forecast any metric from its own history — with honest uncertainty bands.
Correlation Analysis
Pairwise correlations across your numeric columns — what moves together, and how strongly.
Browse all free tools →

Ask Questions. Get Answers.

Describe what you want to know. The agent picks the right analysis and delivers a full report.

account.mcpanalytics.ai
Why are customers leaving after the first month?
C
Cymple matched your data to Churn Prediction
Report ready · 8 cards · 42 seconds
Monthly churn is 4.2%. Users who skip onboarding churn at 3.1x the rate of those who complete it. The first 7 days are critical — 68% of churners never return after day 3.
View full report Export PDF Run cohort retention next
See how the agent works →
What the AI does

AI Insights on Every Card

Each card in your report gets its own AI interpretation. Not generic summaries — specific observations about your data, statistical significance calls, and actionable recommendations.

Card-level analysis

AI reads each chart and table, explains what matters and what to act on.

Executive summary

One-page TLDR for stakeholders who won't read the full report.

Methodology notes

Citable R code, assumption checks, what the test actually proves.

Key Findings — Marketing Spend Analysis

TV spend shows the strongest ROI at $4.20 per dollar, significantly outperforming Radio ($2.15) and Newspaper ($0.87). The model explains 89.7% of variance (R² = 0.897), suggesting marketing budget reallocation from Newspaper to TV could increase revenue by approximately 12-18%.

OLS Linear Regression  |  p < 0.001  |  n=200 High confidence — R² > 0.85
Learn more about AI insights →

Every Analysis Builds Your Knowledge

Every result gets embedded into a high-dimensional vector space. Related insights cluster together automatically.
Search by meaning, not keywords. The more you analyze, the more connections you find.

Learn More About the Knowledge Layer →

1

Run an Analysis

Ask a question, pick a tool, or let the agent decide. The result is a full report with charts, tables, and AI insights.

2

Remembered by Meaning

Every result is stored by what it means, not what it was named — so related work finds each other automatically.

3

Search by Meaning

Ask “What do we know about churn?” and the system retrieves the most semantically relevant results — across all datasets, tools, and time.

Ask once. Everything you’ve ever analyzed answers.

Every report you run becomes memory. Ask a new question, and the most related past work surfaces on its own — whichever tool built it, whenever it ran.

You ask “What do we know about churn?”
Your most related past analyses, found by meaning — not by filename:
Churn Prediction DECK Ran in May · subscriptions dataset 92% related
RFM Segmentation BRIEF Ran in March · orders dataset 87% related
Onboarding Funnel BRIEF Ran in June · product events 81% related
…everything less related stays quietly out of the way.

Why this matters

Chat threads forget. Notebooks scatter. Here, the churn study you ran in May is part of the answer you get in September — automatically.

How it works

Results are matched by meaning, so “churn” finds retention cohorts and cancellation drivers even when nothing shares a keyword. The full mechanics →

The more you analyze, the smarter every next question gets.

Built for How You Work

Whether you're running homework stats or forecasting next quarter's revenue.

Business
Marketing, revenue, pricing, ops
Students
Homework, thesis, coursework
Analysts
R code, reproducibility, API
Researchers
Citations, methodology, PDF
For Developers

Plug Into Your Agent

MCP Analytics is an MCP server. Install it in any compatible AI client and your agent gets access to the full module library — run statistical analyses, ML models, and business analytics directly from conversation.

One developer installs the MCP server. The whole team views reports in the web app. Two interfaces, one platform.

Claude Desktop Cursor Windsurf Claude Code Any MCP Client
See the full integration guide → | API docs
Install via npx
# Add to your MCP client config { "mcpServers": { "mcpanalytics": { "command": "npx", "args": [ "-y", "@mcp-analytics/mcp-analytics", "--api-key", "YOUR_API_KEY" ] } } }

Also supports direct HTTP and OAuth2

Report an Issue. We Fix It. Or Get Credits Back.

Every report has feedback buttons on each slide. Flag an issue and we'll send you an updated version. Still not satisfied? Credits back, no questions asked.

🚩
1. Flag the issue
Thumbs down on any slide. Tell us what's wrong — chart broken, wrong data, missing section.
🛠
2. We fix & resend
Our system diagnoses the issue, fixes the module, and sends you an updated report at no cost.
💰
3. Or credits back
Still not satisfied after the update? Request a refund from the report page. No questions asked.
Learn more about credits & refunds →

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Every analysis you run becomes searchable knowledge. The more you use it, the smarter your organization gets.

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