How to build custom dashboards with AI agents

7 real setups for custom dashboards, most-discussed first. Steps come from each source; the full prompt is one click away.

Quick answer

7 real setups on agentsetups show how people automate custom dashboards with AI agents. Agents used: Claude (6), Meta Muse (1).

Fastest start (from Build a strategy backtesting engine with Claude Code by Miles Deutscher):

  1. Open Claude Code and send the backtesting prompt (attached to the post).
  2. Describe your strategy in plain English: entry, exit, stop, position size.
  3. Tell it to include fees and slippage.

+3 more steps in the copyable prompt.

Last updated · based on 336 use cases on agentsetups, each credited to its author.

1. Build a strategy backtesting engine with Claude Code

Describe entry, exit, stop and size in plain English; include fees and slippage; get win rate, max drawdown and a dashboard.

  1. Open Claude Code and send the backtesting prompt (attached to the post).
  2. Describe your strategy in plain English: entry, exit, stop, position size.
  3. Tell it to include fees and slippage.
  4. Run it and ask for win rate, max drawdown and average R per trade.
  5. Ask for a dashboard to visualise the results.
  6. Quality-check: import the source into TradingView and compare.

Claude · tools: TradingView · by Miles Deutscher (X post, 8 Oct 2026) · source

2. Build a Monarch-style finance dashboard for under $20

SimpleFin bank sync into open-source Actual Budget, with a React front end built on Opus 5.5 medium.

  1. Connect bank accounts through SimpleFin and link them to Actual Budget as the backend (local, open-source data).
  2. Have the agent research existing dashboards and pull screenshots to work from.
  3. Get one page working well first (cash flow), then add others.
  4. Add custom pages (e.g. per-property cash flow) feeding only net cash flow into the main budget.

Claude · tools: SimpleFin, Actual Budget, React · by /u/RallyMantis (Reddit, 26 Sep 2026) · source

3. Build a podcast analytics pipeline and dashboard

A first-time Claude Code user combined YouTube’s 3 APIs, Spotify for Creators and Open Podcast in one dashboard.

  1. Pull YouTube’s 3 APIs for each show’s channel.
  2. Pull Spotify for Creators data for all shows.
  3. Use Open Podcast’s free connector.
  4. Combine everything into one dashboard.

Claude · tools: YouTube APIs, Spotify for Creators, Open Podcast · by Aaron Orendorff (X post, 29 Sep 2026) · source

4. Build your own Meta Ads dashboard with Claude Code

A System User token with ads_read lets Claude Code pull the Marketing API into a custom dashboard.

  1. In Meta Business Settings, create a System User.
  2. Give it access to your ad account and generate a token with ads_read permission.
  3. Hand the token to Claude Code and tell it what you want to track (leading indicators, per-campaign and creative performance).
  4. It pulls data from the Meta Marketing API and builds the dashboard around your numbers.

Claude · tools: Meta Marketing API · by Chris Panteli (Co-Founder) (X post, 2 Oct 2026) · source

5. Build one dashboard for all your homelab KVMs

Claude Code built a simple dashboard giving quick access to every GL.iNet Comet KVM connected to the lab systems.

  1. List the KVM devices and their addresses.
  2. Ask Claude Code to build a simple dashboard linking to each.

Claude · tools: GL.iNet Comet KVM · by Dale Hassinger (X post, 12 Oct 2026) · source

6. Replace hand-built dashboards with a Meta Muse one

A user retired his Codex-built custom apps for a Meta Muse dashboard with screens, alerts, news events and charts.

  1. Ask the Meta Muse app for a dashboard with your screens, alerts, news events and charts.
  2. Retire the custom apps it replaces.

Meta Muse · by Will Kriski (X post, 5 Oct 2026) · source

7. Build a Power BI dashboard by describing it

With Claude Code connected to a Power BI project, a dashboard took 20 minutes instead of ~2 days.

  1. Connect Claude Code to your Power BI project.
  2. Describe the dashboard you want in plain English.

Claude · tools: Power BI · by CalibreAI (X post, 9 Oct 2026) · source

Questions people ask

Which AI agent is best for automating custom dashboards?

In the 7 setups here, the agents named are Claude (6), Meta Muse (1). That is what people used, not a quality ranking.

What do I need to automate custom dashboards with an AI agent?

An agent (Claude, Meta Muse are the most common here). Each setup lists only the tools its source states.

Is there a prompt I can copy?

Yes. Every use-case page has a copyable prompt with the steps embedded and a “Based on” credit line, for example Build a strategy backtesting engine with Claude Code.

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