Callra
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Agent, CLI, and MCP workflows

Read and continue deploy impact reports from CLI, MCP, and coding agents.

Callra is not only a dashboard product. It also exposes agent-ready ways to read the same Deploy Impact Report from CLI and MCP workflows.

When to use the agent workflow

Use CLI or MCP when you want to:

  • review the latest deploy report without clicking through multiple pages
  • compare releases in a repeatable way
  • bring deploy review into coding agents
  • standardize how the team investigates regressions

Common workflow: latest deploy report

Use this order:

  1. resolve the site context
  2. read the latest release snapshot
  3. inspect the release breakdowns and evidence
  4. compare if the first answer is still noisy

Example CLI-style intent:

Did my latest deploy hurt signup? Summarize the verdict, affected pages, and suspect commits.

Common workflow: broader impact after a deploy

Use this order:

  1. open the latest release summary
  2. open Impact Analysis for the same site and window
  3. inspect revenue, conversion, and anomaly context
  4. check Reports and incidents if follow-up is needed

Common workflow: recurring team review

Use this order:

  1. check the latest Worry Inbox or daily report run
  2. open the linked release or impact surface
  3. use CLI or MCP to summarize the current status for the team

Local MCP via CLI

Start the local stdio MCP server:

callra mcp serve

Remote MCP via /api/mcp

Callra also exposes a remote MCP endpoint:

https://your-callra-host.example/api/mcp

To use it:

  1. Open Dashboard -> Site settings -> Agent access.
  2. Mint a site-scoped agent token.
  3. Configure your MCP-compatible client to connect to the endpoint.
  4. Send the token as a Bearer token.

CLI examples

callra release snapshot --site site_123 --latest
callra release compare --site site_123 --latest --mode both
callra impact snapshot --site site_123 --range 7d
callra impact breakdown --site site_123 --dimension channel --range 7d

How this relates to Agent Skills

This guide is about the most common user workflows.

If you also want packaged skill directories and deeper MCP setup details, continue to Agent Skills and MCP.

Reports and incidents

Turn deploy reports into proactive review loops with daily reports, Worry Inbox, and anomaly incidents.

Install the tracking script

Copy the site snippet, add it to your app, and feed the traffic and speed inputs used by every deploy report.

On this page

When to use the agent workflowCommon workflow: latest deploy reportCommon workflow: broader impact after a deployCommon workflow: recurring team reviewLocal MCP via CLIRemote MCP via /api/mcpCLI examplesHow this relates to Agent Skills