DREAMBASE MCP

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.

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HOW IT WORKS

What it is, how it works, why it matters.

01 · THE WHAT

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.

VALIDATED DATASETS

PARQUET · DUCKDB

PRE-CALCULATED KPIS

02 · THE HOW

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.

EXECUTION LANES

IMMUTABLE GENERATIONS

OAUTH-SCOPED · SANDBOXED

EXECUTIO

03 · THE WHY

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 ONCE

NO SCHEMA DISCOVERY

CONSISTENT ANSWERS

M

Not another pipeline. A complete data platter for every agent you use.

MCP USE CASES

Mix the tools. Mix the skills. Ship the artifact.

Every example below is one prompt. The MCP brings your prepared data to the agent, the skills teach it what to do with the data, and the artifact comes back finished.

Claude
Use @Dreambase to pull our latest product KPIs and generate a report for our team using /dreambase-echarts following /dreambase-visualization-design creating a data journal using /dreambase-data-stories
ChatCowork
Opus 5High
Project or folder
Manual
2× more usage until August 5
GRADEDSCHEMA · RLS · INDEXHEALTH REPORT

01 · HEALTH REPORTS

Grade a Supabase project on demand

Ask in plain language and get schema, index, security, and performance findings back — then have the agent open the migration that fixes them.

run a health report for my primary Supabase system

SCALECUSTOM DASHBOARDLIVE PANEL

02 · CUSTOM DASHBOARDS

Sales views built from joined data

Your pipeline is already unified across Postgres, Stripe, and HubSpot. The agent starts from prepared datasets, and argues about the encoding before it draws anything.

build a custom dashboard for our sales

HERO CHARTDATA JOURNALGENERATIONS

03 · DATA JOURNALS

Analysis that reads like editorial

Cross-reference product usage, billing, and support volume in one story — with a big idea up front, a hero chart, and annotation doing the narration.

generate a data journal from our latest KPIs

Q1Q2Q3Q4WITHHELDPUBLIC REPORTTREND ONLY

04 · PUBLIC REPORTS

Honest trends, private numbers

Publish the real shape of the data with no recoverable values anywhere in the shipped source, and explicit approval before a single percentage appears.

build a public launch recap

PLANQUERYBUILDSHIPAGENT LOOPSCHEDULED

05 · AGENTIC WORKFLOWS

Wire prepared data into your own agents

Point your analysis agent at refreshed datasets instead of production. Add a scheduled digest, an anomaly watch, or a release gate on top.

integrate the datasets into our Data Analysis Agent

COST PEAKTOKEN SPENDBY FEATURE

06 · TOKEN ECONOMICS

Find the spend, then go fix it

Query your token-cost datasets to see where spend concentrates, then have the agent read the codebase for the call sites that explain it.

query my llm provider token cost datasets

THE SKILLS

Open source, and free to install. Copy a prompt into any agent and it will install the skill and learn when to reach for it.

dreambase-echarts

Authors and validates Apache ECharts configs — every chart type, with an offline schema lookup so option names are never guessed.

dreambase-visualization-design

Chooses the chart and the encoding from the analytical question, then holds the result to an integrity gate.

dreambase-data-stories

Turns analysis into reports, decks, one-pagers, and scrollytelling that people actually finish reading.

WITHHELD

dreambase-public-reports

Publishes honest trends from confidential data without shipping a single recoverable value.

dreambase-industrial-schematics

Dark cinematic technical illustration — orbital rings, cel-shaded machinery, holographic wireframe meshes, all as portable SVG.

NEW SKILL

dreambase-skill-creator

Build, validate, and evaluate new skills for the Dreambase repo, following its standards and eval loop.

Get access to MCP

Join the waitlist, or jump the line by talking to an engineer.

or

Jump the line

Goes straight to a human at Dreambase. No spam, ever.