A browser, clicking through pages made for humans.
None of this is structured. It breaks without warning. Every step costs tokens, so it is slow and
expensive. Run the same task twice, and you can get two different results.
Today
notes.mdSKILL.mdrun.shbrowser
On briq briq
postgresredisworkerbrowser
Today, an agent works with loose files and scripts. On briq, it works with real services.
Agents are good at understanding a goal, making a plan and writing code. Software is good at doing
the work: the same way every time, at almost no cost.
So let the agent decide, and leverage real software to do the work. The agent starts a database instead of
keeping notes in a file. It runs a script on a server instead of repeating steps in the chat. It
ships a real app instead of describing one.
You get:
More power. The agent builds and runs things it could never do alone.
Predictable results. The same code gives the same answer.
Lower cost. The heavy work runs on CPUs, not on tokens.
TaskFind the 10 customers who spent the most, in a 2-million-row export.
Agent alone
top 10?
many tokens · slow · may vary
Agent on briq briq
1 querypostgrestop 10
few tokens · seconds · exact
The same task, two ways. Alone, the agent spends tokens and guesses. On briq, it sends one query and a database gives the exact answer.
With one MCP call, your agent runs a real service: Postgres, Redis, a browser, a whole app, or any
container image. Each service runs in its own isolated machine. It is billed by the second, and it
stops at the budget you set.
Your agent then works the way an engineer does. It stores data in a database. It runs code. It
tests a change on a copy before it touches the original.
Your agent can set up briq by itself, in three steps.
1
Paste this prompt into your agent
Add the briq MCP server to your config:
- name: "briq"
- url: https://api.briq.cloud/mcp (Streamable HTTP, OAuth)
- for all my projects
Then tell me what to do next to connect and activate it. If needed, read the setup instructions for agents: https://briq.cloud/docs/setup/agents.md
Add the briq MCP server to your config:
- name: "briq-stg"
- url: https://api.stg.briq.cloud/mcp (Streamable HTTP, OAuth)
- for all my projects
Then tell me what to do next to connect and activate it. If needed, read the setup instructions for agents: https://stg.briq.cloud/docs/setup/agents.md
Add the briq MCP server to your config:
- name: "briq-local"
- url: http://localhost:3001/mcp (Streamable HTTP, OAuth)
- for all my projects
Then tell me what to do next to connect and activate it. If needed, read the setup instructions for agents: http://localhost:3000/docs/setup/agents.md
2
Follow your agent's next steps
Usually a restart, then a link to sign in.
3
Try it
Run hextris/hextris github repo on briq (https://briq.cloud/docs/guides/run-a-github-repo.md) and give me a link to it.
Run hextris/hextris github repo on briq (https://stg.briq.cloud/docs/guides/run-a-github-repo.md) and give me a link to it.
Run hextris/hextris github repo on briq (http://localhost:3000/docs/guides/run-a-github-repo.md) and give me a link to it.
Start Metabase on briq (https://briq.cloud/cookbook/metabase.md), load 'Our World in Data' energy dataset into it, generate a report on world energy generation, and share it with me.
Start Metabase on briq (https://stg.briq.cloud/cookbook/metabase.md), load 'Our World in Data' energy dataset into it, generate a report on world energy generation, and share it with me.
Start Metabase on briq (http://localhost:3000/cookbook/metabase.md), load 'Our World in Data' energy dataset into it, generate a report on world energy generation, and share it with me.
Metabase is an open-source BI tool, like Tableau.
Start a Postgres for this project on briq (https://briq.cloud/cookbook/postgres.md) and connect the app to it.
Start a Postgres for this project on briq (https://stg.briq.cloud/cookbook/postgres.md) and connect the app to it.
Start a Postgres for this project on briq (http://localhost:3000/cookbook/postgres.md) and connect the app to it.
Run this app on briq (https://briq.cloud/cookbook/node.md) and give me a preview link.
Run this app on briq (https://stg.briq.cloud/cookbook/node.md) and give me a preview link.
Run this app on briq (http://localhost:3000/cookbook/node.md) and give me a preview link.
Start a SiYuan notebook on briq (https://briq.cloud/cookbook/siyuan.md), keep your notes on this project in it, and give me a link to browse them.
Start a SiYuan notebook on briq (https://stg.briq.cloud/cookbook/siyuan.md), keep your notes on this project in it, and give me a link to browse them.
Start a SiYuan notebook on briq (http://localhost:3000/cookbook/siyuan.md), keep your notes on this project in it, and give me a link to browse them.
SiYuan is an open-source notes app, like Obsidian.
Start a Plane board on briq (https://briq.cloud/cookbook/plane.md), turn our TODO list into issues, and give me a link to the board.
Start a Plane board on briq (https://stg.briq.cloud/cookbook/plane.md), turn our TODO list into issues, and give me a link to the board.
Start a Plane board on briq (http://localhost:3000/cookbook/plane.md), turn our TODO list into issues, and give me a link to the board.
Plane is an open-source project board, like Linear.