DREAMBASE MCP
Headless analytics for agents.
Headless analytics for agents.
Unlock your agents with high quality, trustworthy data. The Dreambase MCP provides AI-native data pipelines with datasets ready for your agents to analyze.
Unlock your agents with high quality, trustworthy data. The Dreambase MCP provides AI-native data pipelines with datasets ready for your agents to analyze.
HOW IT WORKS
HOW IT WORKS
What it is, how it works, why it matters.
01 · THE WHAT
01 · THE WHAT
Your data, already prepared for answers.
Your data, already prepared for answers.
Your data, already prepared for answers.
Dreambase turns every connected source, from Postgres and Supabase to APIs and MCP connectors, into validated datasets your agents can use immediately.
Your data is normalized and stored as Parquet outside your production database, with DuckDB built in for enterprise-scale analysis. Your most important metrics are calculated ahead of time across daily, weekly, monthly, and benchmark views. KPI Skills define how each metric works, which data powers it, and what good looks like for your business.
The result is a shared source of truth that is ready before the question is asked. Ask for an answer and get a validated outcome, without live schema discovery, repeated calculations, or conflicting definitions of the same KPI.
Dreambase turns every connected source, from Postgres and Supabase to APIs and MCP connectors, into validated datasets your agents can use immediately.
Your data is normalized and stored as Parquet outside your production database, with DuckDB built in for enterprise-scale analysis. Your most important metrics are calculated ahead of time across daily, weekly, monthly, and benchmark views. KPI Skills define how each metric works, which data powers it, and what good looks like for your business.
The result is a shared source of truth that is ready before the question is asked. Ask for an answer and get a validated outcome, without live schema discovery, repeated calculations, or conflicting definitions of the same KPI.
VALIDATED DATASETS
PARQUET · DUCKDB
PRE-CALCULATED KPIS
02 · THE HOW
02 · THE HOW
A semantic layer that learns, then makes the work reusable.
A semantic layer that learns, then makes the work reusable.
A semantic layer that learns, then makes the work reusable.
Dreambase reads your sources. It does not replace them. Your warehouse and production systems remain the system of record, whether you run on Supabase, Postgres, ClickHouse, PostHog, Stripe, or all of the above.
Execution lanes learn how those sources connect: identity mappings, join keys, and metric definitions are captured with evidence and confidence, then promoted from inferred to authored as your team confirms them. This is the memory layer that compounds instead of resetting with every new prompt.
Dreambase materializes that knowledge into business-scoped datasets: cross-source Parquet datasets refreshed to a defined freshness target and retained as immutable generations. Every dataset is built for agents first, with OAuth-scoped access, sandboxed SQL through MCP and REST, and bounded results designed to fit an agent’s context window. When a result is too large, Dreambase tells the agent how to aggregate, not to retry blindly.
Dreambase reads your sources. It does not replace them. Your warehouse and production systems remain the system of record, whether you run on Supabase, Postgres, ClickHouse, PostHog, Stripe, or all of the above.
Execution lanes learn how those sources connect: identity mappings, join keys, and metric definitions are captured with evidence and confidence, then promoted from inferred to authored as your team confirms them. This is the memory layer that compounds instead of resetting with every new prompt.
Dreambase materializes that knowledge into business-scoped datasets: cross-source Parquet datasets refreshed to a defined freshness target and retained as immutable generations. Every dataset is built for agents first, with OAuth-scoped access, sandboxed SQL through MCP and REST, and bounded results designed to fit an agent’s context window. When a result is too large, Dreambase tells the agent how to aggregate, not to retry blindly.
EXECUTION LANES
IMMUTABLE GENERATIONS
OAUTH-SCOPED · SANDBOXED
03 · THE WHY
03 · THE WHY
Give every agent a running start.
Give every agent a running start.
Give every agent a running start.
Connect Dreambase MCP + Skills once, then give every agent on your team the same governed, ready-to-use foundation.
Instead of rediscovering schemas, rebuilding joins, and querying production from scratch, your agent starts with mapped data sources, validated datasets, and the tools to use them correctly. It can analyze enterprise-scale data in DuckDB, use pre-calculated KPIs and benchmark rollups without searching or live queries, and apply expert skills to create insights, visualizations, reports, and data stories.
Your data stays safe, your answers stay consistent, and your agents improve over time instead of forgetting everything between sessions.
Connect Dreambase MCP + Skills once, then give every agent on your team the same governed, ready-to-use foundation.
Instead of rediscovering schemas, rebuilding joins, and querying production from scratch, your agent starts with mapped data sources, validated datasets, and the tools to use them correctly. It can analyze enterprise-scale data in DuckDB, use pre-calculated KPIs and benchmark rollups without searching or live queries, and apply expert skills to create insights, visualizations, reports, and data stories.
Your data stays safe, your answers stay consistent, and your agents improve over time instead of forgetting everything between sessions.
CONNECT ONCE
NO SCHEMA DISCOVERY
CONSISTENT ANSWERS
Not another pipeline. A complete data platter for every agent you use.
Not another pipeline. A complete data platter for every agent you use.
What comes after dashboards?
What comes after dashboards?
What comes after dashboards?
Dreambase has always built beautiful, fast, genuinely useful dashboards. We are not walking that back, and we are not pivoting. But we’ve never believed the dashboard was the destination. From day one, the dashboard was a bridge: a familiar surface for analysts and product teams who grew up on charts and filters, so they could trust an AI-native analytics platform before AI-native became the default. It was the on-ramp, not the highway.
That was always the plan. We just didn’t say it out loud until the rest of the industry started saying it about their own products.
We’re not getting on the bandwagon, we’re the band and it's our wagon.
We’re not getting on the bandwagon, we’re the band and it's our wagon.
We’re not on the bandwagon we're the band and it's our wagon.
Request MCP access
Request MCP access
Request MCP access
Join the waitlist for the Dreambase MCP server and unlock Headless Analytics.
Join the waitlist for the Dreambase MCP server and unlock Headless Analytics.
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