One governed connection between your data and every agent on your team.
Connect your database, your APIs, and the MCP tools your team already runs. Every agent that queries through it gets the same masked, permissioned view — and what it finds can be shared as a live dashboard anyone you choose can open.
Read-only by default · Your data never leaves your database · Free to start
1 · Connect & govern once
2 · Same question, two answers
You → Claude
What was our MRR last month vs the month before, by plan tier?Claude · raw connection string
Scanning schema — 42 tables, no descriptions.
Is revenue invoices or subscriptions?
Should trials count? Which status means churned?
MRR was $151,880 — my best reading of it. Ask again and the number moves.
Claude · via TeamDuo
Reading mrr — defined once, reviewed, v14.
MRR rose 12.4% MoM to $148,200. Growth was led by the Team plan (+18%).
Connect the agents your team already uses
- Claude
- Cursor
- ChatGPT
- VS Code
Three problems, one governed connection
Query access, shareable output, and one entry point — all scoped the same way.
Ask your database directly
No more Slack-tagging the one person who knows SQL. Any team member can ask a real question through Claude, Cursor, or ChatGPT and get a real answer.
- Documented once — schema, profiling, and a semantic layer teach every agent what your data means, so two people asking the same question get the same number.
- Masked at the column level. An agent literally cannot request restricted data, whoever's asking.
- Every question and every result is monitored, not just allowed once and forgotten.
A dashboard everyone can actually open
A chart someone builds once becomes a link everyone can open — not a message trapped in one chat thread.
- Opens live. It re-queries your database directly on every open, not through an MCP round-trip, so the number is the real one.
- The creator decides who sees it, independent of the viewer's own database access — genuinely shareable, unlike a chat artifact.
- Still there next week. It's a permanent link, not a conversation someone has to dig back up.
One gateway for every tool you connect
Stop reinstalling the same access on every machine on your team.
- Your own APIs become tools an agent can call — no MCP server to write by hand.
- Every MCP server your team already runs moves behind the same one entry point.
- Rotate or revoke centrally. Nobody has to touch a config file.
All three run on the same rails. Who can reach what is scoped per person and per agent, and every query, result, and artifact open is written to one access log.
Connect the sources you already use. Bring the rest as you grow.
One governed gateway for every source your team connects — starting where your data already lives. As more land, a single Live Artifact can blend them: one dashboard instead of a spreadsheet stitched together by hand.
- PostgreSQLAvailable
- MongoDBAvailable
- BigQueryAvailable
- MySQLComing soon
- SnowflakeComing soon
- Google Analytics (GA4)Coming soon
- Search Console (GSC)Coming soon
- Google SheetsComing soon
- GitHub (schema & docs)Coming soon
Need something else? Request a source →
Handing an agent your database is a footgun
Point an AI agent at a raw connection string and you inherit three problems at once.
There's no access control in a SELECT
A raw connection can read every column in every table — including PII you never meant an agent, or the vendor behind it, to see.
The same question returns different answers
Agents re-invent joins, filters, and metric math every time. Ask for "revenue" twice and get two numbers. No one trusts the output.
You can't see what happened
No record of which agent ran what, when, or what came back. Impossible to audit, debug, or hand to security.
From connection string to governed endpoint in minutes
TeamDuo sits between your data and any agent — the layer that understands, governs, and logs every request.
Connect your data
Add a database connection, read-only by default. TeamDuo reads the schema so it knows what is there before anything is exposed.
Auto-document it
TeamDuo drafts a semantic layer from your schema and migrations — tables, columns, and metrics, described in plain language. You curate.
Choose what's exposed
Pick the resources agents can see. Mask columns, filter rows, and set who — which member, which agent — can reach what.
Connect your agent
Drop the TeamDuo MCP endpoint into Claude, Cursor, or ChatGPT. Your team runs live analysis and search — safely — and can publish what it builds as a Live Artifact for anyone with access to open.
More than a database MCP server
The connection is the easy part. TeamDuo is the documentation, governance, and history around it.
Version-controlled semantic layer
Every metric and definition is documented once, reviewed like code, and versioned — so answers are consistent and every change is traceable.
Auto-docs from your schema
Bootstrap descriptions and business logic straight from your schema and migrations. No blank-page documentation.
Column masking & row filters
Expose a table without exposing PII. Rules are enforced at query time — an agent literally cannot request forbidden data.
Roles & per-agent permissions
Admins control exposure; members consume. Scope access per person and per agent, and revoke it in one click.
Immutable audit log
Every agent query — who, what, when, what returned — captured and exportable. Debuggable by you, defensible to security.
Build & share live artifacts
An agent can publish what it builds — a chart, table, or dashboard hosted at teamduo.ai that reconnects to your data on every open, not a frozen snapshot from a chat.
Your data's meaning, under version control
Text-to-SQL gives an agent access to your data. A semantic layer gives it understanding. TeamDuo makes that understanding a reviewable, versioned artifact your team owns — not a prompt someone pasted once.
- Define a metric once; every agent uses the same math.
- Review changes to definitions and exposure before they go live.
- Roll back instantly when a change breaks an answer.
- See who changed a definition, and when, on every version.
Build once. Share live.
An agent doesn't just answer — it can publish. A Live Artifact is a chart, table, or dashboard your agent builds through the same governed connector, hosted at a permanent teamduo.ai link, that reconnects to your data every time someone opens it.
- One link — no re-running the same prompt in your own chat to see it.
- Opens current — re-queries live on every open, with a cache so a popular view doesn’t hammer your database.
- Shared like a doc — the creator decides who sees it, independent of their own database permissions.
- Logged — every open is recorded, the same as every query.
A Live Artifact vs. Claude's Live Artifact
| A chat artifact | Claude's Live Artifact | A Live Artifact | |
|---|---|---|---|
| Where does it live? | Inside one conversation | On your desktop app — tied to your computer | A permanent teamduo.ai link |
| Who can open it? | Whoever has that chat thread | Anyone in your org with the link (Team/Enterprise only) | Anyone you grant access to |
| When the data changes? | Frozen — rerun it manually | Re-queries on open, through an MCP connector call | Re-queries on open, direct to your database or API |
| Who sees what? | Same for everyone who sees the chat | Whoever opens it, using their own connections — missing access shows an error | Whoever the creator grants access to — independent of their own database permissions |
| Version history? | None | Every edit saved, restorable | Every version saved, restorable |
| Audit trail? | None | Not documented | Every open logged |
The gap that matters
| Capability | Raw DB MCP server | TeamDuo |
|---|---|---|
| Connect a database | Yes | Yes |
| Documented, consistent metrics | Not supported | Verified & versioned |
| Column masking / row-level rules | Not supported | Enforced at query time |
| Team roles & per-agent access | Not supported | Built in |
| Audit log of every query | Not supported | Immutable & exportable |
| Change review & rollback | Not supported | Git-backed history |
Built to be handed to your security team
Read-only by default
Write access is opt-in and explicitly scoped. Safe is the default, not the config.
Your data stays put
Queries run against your database. TeamDuo governs and logs access — it isn't a copy of your data.
Preview before you expose
See exactly what an agent will see — masked columns and all — before anything goes live.
Live artifacts can't overload your source
Opening a Live Artifact re-queries your database — it isn't a stored copy. A cache, shipping now, keeps a popular artifact from turning into repeated, identical load.
SSO & SOC 2 on the roadmap
SAML/OAuth SSO and SOC 2 Type II for teams that need the paperwork.
Give your agents data they can trust.
Connect your first database in minutes. Free while you build — governance and team plans when you're ready.
Tell us what you need
Let us know what you need, or share any feedback.