agent · built into metaphor
AI SRE
Production investigations against the logs and metrics you already have. The AI SRE investigates production behaviour through the observability tools you connect over MCP, such as Cloudflare Workers, Datadog, Sentry and Grafana. It scopes the question, learns each tool's query language from its live schema, correlates what it finds and concludes with evidence.
- Built in
- sre
- observability
- incident response
you ›Why did error rates spike after the last deploy?
metaphor ›Handing this to AI SRE. I'll report back when it's done.
you ›Find the slowest endpoint this week
you ›What is causing these 502s?
What it does
- Works with any logs or metrics server you connect over MCP
- Learns each tool's query language from its live schema
- Correlates errors, deploys and traffic to find the cause
- Reports root cause, evidence, gaps and next step
Skills it uses
Questions
What does the AI SRE agent do?
The AI SRE investigates production behaviour through the observability tools you connect over MCP, such as Cloudflare Workers, Datadog, Sentry and Grafana. It scopes the question, learns each tool's query language from its live schema, correlates what it finds and concludes with evidence.
How do I start the AI SRE agent?
It is built into Metaphor. Ask for the work in plain words, for example "Why did error rates spike after the last deploy?", and the main agent hands it off and reports back when it is done.
Can AI SRE change my code?
Read-only. It queries your tools and reads code but cannot change anything.
Other agents
- Security reviewerAgentApplication and AI-agent security review, tagged against OWASP.built in5 tools2 skills
- PR reviewerAgentA whole-PR critique with evidence for every finding.built in5 tools5 skills
- CI investigatorAgentFinds out why the build is red, and whether it is your code.built in4 tools1 skill