Your data speaks.
We listen.

MCP Analytics doesn't just run analyses. It understands your data, matches it to the right tools, and answers your actual question.

Intelligent Tool Matching

Not keyword search. Not dropdown menus.
Semantic understanding that matches meaning, not just words.

Your Data
customers.csv
50K rows • 12 columns
signup, activity, cancelled...
Semantic Fingerprint
Binary outcome detected
Temporal signals present
Customer-level granularity
Compatible Tools
8 compatible
Only tools that work with
your data structure appear
Your Question
"Why are customers cancelling?"
Intent Understood
churn attrition retention
Best Match
Churn Prediction
98% compatibility score

Data determines what's possible. Question determines what runs.

But that's just the beginning

The real power is compounding knowledge

Every analysis you run doesn't just give you answers—it becomes part of your organization's searchable intelligence. Reports are embedded, indexed, and connected across domains.

Every Report Becomes Knowledge

When an analysis completes, we don't just store the results.
We embed every insight, metric, and finding into a searchable knowledge graph.

Analysis Complete
Churn Prediction Report
• Churn rate: 4.2%
• Top driver: Support tickets
• At-risk segment: 847 users
Report Embedded
Every metric, insight, and finding is converted to semantic vectors
[0.82, -0.15, 0.67, ...]
Added to Graph
Connected to related insights across all past analyses from every team

What Gets Embedded From Every Report

Metrics
KPIs, rates, scores
Trends
Patterns over time
Segments
Groups & cohorts
Insights
Findings & drivers

This creates a semantic map of your entire analytical history—where insights from Marketing connect to Finance, Product connects to Operations, and nothing gets lost.

The Knowledge Layer

Matching is just the beginning. Every analysis builds organizational memory.

"What do we know about churn?" Churn Rate 4.2% monthly CLV Revenue -$2.3M/year Margins Onboarding 73% less churn Features Support Load +40% pre-churn
One Question

Ask about churn and get insights from every team's past analysis—automatically connected.

Insights By Team
Customer Analytics
Finance
Product
Operations

The more you analyze, the smarter your organization gets.

See It In Action

Upload your data, ask a question, get the right analysis. Start building your analytical memory today.