How long does the integration take?

Change one base URL in an OpenAI-compatible client, or install the Python or TypeScript SDK; the quickstart routes a first request in a few minutes.

Will this lock us into another vendor?

No. The router is Apache-2.0 open source, your provider keys stay yours, and the API is OpenAI-compatible, so leaving is a change of base URL.

What happens when a provider fails?

The router falls back to the next model your policy allows and records the fallback in the trace, so an outage costs a retry, not an incident.

troubleshooting-application-failures - Skill

Name: troubleshooting-application-failures
Author: aws

Imported from aws/agent-toolkit-for-aws (skills/specialized-skills/operations-skills/troubleshooting-application-failures/SKILL.md) via skills.sh. Install upstream with npx skills add aws/agent-toolkit-for-aws --skill troubleshooting-application-failures. Copyright stays with the author.

Application Failure Troubleshooting

Overview

Domain expertise for diagnosing application failures through CloudWatch log analysis. Discovers relevant log groups, searches for error patterns and stack traces, performs root cause analysis, and generates prioritized remediation recommendations.

Logs are where the investigation starts, not its boundary. When the logs point at a timeout, throttle, retry or permission problem, read the configuration that sets it, for example the API Gateway integration timeout, the queue's visibility timeout, or the function timeout and event source mapping. Read-only access normally includes these Describe and Get calls.

Troubleshoot a failing application

To diagnose and resolve application failures using CloudWatch logs, follow the procedure exactly. See Application failure troubleshooting procedure.

Troubleshooting

No log groups found

Ask the user for specific log group names. Common patterns: /aws/lambda/function-name, /aws/apigateway/api-name, or custom application log groups.

Access denied errors

Verify AWS credentials have logs:DescribeLogGroups, logs:DescribeLogStreams, logs:StartQuery, and logs:GetQueryResults permissions.

Query timeouts

Reduce the time window or limit results. Large log groups may require multiple smaller queries.

Install troubleshooting-application-failures and it becomes one more candidate the router can pick - when it fits.

A listing is a routing target with a manifest: what it does, which domains it covers, what it costs and who publishes it. Once installed it sits beside your own models and tools, is scored like any other candidate for each request, and shows up in the trace when it wins. Ratings come from workspaces that installed it, one per account.

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troubleshooting-application-failures

About

Application Failure Troubleshooting

Overview

Troubleshoot a failing application

Troubleshooting

No log groups found

Access denied errors

Query timeouts

Use it

Install troubleshooting-application-failures and it becomes one more candidate the router can pick - when it fits.

What it costs to adopt - in engineering time.

One base URL

No vendor lock-in

Failover built in

Manifest

Reviews