The request "troubleshooting" names no product or platform, so the right tool depends on what is being debugged. For application errors in production, Sentry 2 and DebugBundle 6 capture errors with context; for AI-assisted debugging of a codebase, GitHub 1 offers agent skills; for Kubernetes, K8sGPT 8 diagnoses cluster issues; for network paths, Trippy 10 traces routes.
A question back: What are you troubleshooting (an application's errors, a Kubernetes cluster, a network path, or something else)? The answer changes with the platform.
- 1
Sentrysentry.ioverified and signed
Application performance monitoring and error tracking, with an MCP server and SDKs, and an agent skill that debugs a Sentry issue end to end 12.
official:MCP server · @sentry/mcp-serverSDK · @sentry/nodeCLI · sentry-clirepository · sentry-pythonskill · sentry-cli+49 community tools built for it
for agents: sentry · sentry-debug-issue · sentry-instrument
- 2
DebugBundledebugbundle.comwebsite read, tools not yet checked
Captures production errors and their surrounding context into structured debug bundles for AI coding agents to investigate.
official:MCP server · DebugBundlepackage · DebugBundle+1 community tools built for it
- 3
GitHubgithub.comverified and signed
Developer platform with a CLI and an MCP server, plus agent skills such as a triage skill for Power BI performance and a Playwright-based web app testing toolkit 11.
official:CLI · github-mcp-serverskill · add-community-extensionskill · git-commitskill · acquire-codebase-knowledge+2,563 community tools built for it
for agents: power-bi-performance-troubleshooting · webapp-testing · centos-linux-triage
- 4
K8sGPTk8sgpt.aiwebsite read, tools not yet checked
AI-powered tool that diagnoses and suggests fixes for Kubernetes issues.
+1 community tools built for it
- 5
Sources
- 1GitHub · Change is constant. GitHub keeps you ahead. · GitHub · GitHubgithub.com · read 2026-10-29
- 2Sentry Docs | Application Performance Monitoring & Error Tracking Softwaredocs.sentry.io · read 2026-10-29
- 6Production debugging for AI coding agents | DebugBundledebugbundle.com · read 2026-10-29
- 8K8sGPT - Giving Kubernetes Superpowers to Everyonek8sgpt.ai · read 2026-10-29
- 10Trippy: a network diagnostic tool | Trippytrippy.rs · read 2026-10-29
- 11power-bi-performance-troubleshooting: declares "power-bi-performance-troubleshooting" (the record we read and signed)unfragile.ai · read 2026-10-24
- 12sentry: declares "sentry" (the record we read and signed)unfragile.ai · read 2026-10-24
Left out: XEOL, a HeroDevs Division, because each one's own page says it is retired or discontinued.
For agents: the 10 actions behind this answer
power-bi-performance-troubleshooting · power-bi-performance-troubleshooting verified and signed
Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries.
sentry · sentry verified and signed
Sentry error monitoring integration. Access error reports, analyze stack traces, search issues by fingerprint, and debug production errors directly from your development environment.
react-doctor · react-doctor verified and signed
Diagnose and fix React codebase health issues. Use when reviewing React code, fixing performance problems, auditing security, or improving code quality.
· Sentry Responses website read, tools not yet checked
Self-hosted and cloud-based application performance monitoring & error tracking that helps software teams see clearer, solve quicker, and learn continuously.
· Sentry Debugid website read, tools not yet checked
Self-hosted and cloud-based application performance monitoring & error tracking that helps software teams see clearer, solve quicker, and learn continuously.
· Sentry Core website read, tools not yet checked
Self-hosted and cloud-based application performance monitoring & error tracking that helps software teams see clearer, solve quicker, and learn continuously.
· Sentry Javascript website read, tools not yet checked
Self-hosted and cloud-based application performance monitoring & error tracking that helps software teams see clearer, solve quicker, and learn continuously.
· Sentry Opentelemetry website read, tools not yet checked
Self-hosted and cloud-based application performance monitoring & error tracking that helps software teams see clearer, solve quicker, and learn continuously.
sentry-react-router-framework-sdk · sentry-react-router-framework-sdk verified and signed
Full Sentry SDK setup for React Router Framework mode. Use when asked to "add Sentry to React Router Framework", "install @sentry/react-router", or configure error monitoring, tracing, profiling, session replay, logs, or user feedback for a React Router v7 framework app.
triage-issue · triage-issue verified and signed
Intelligently triage bug reports and error messages by searching for duplicates in Jira and offering to create new issues or add comments to existing ones. When an agent needs to: (1) Triage a bug report or error message, (2) Check if an issue is a duplicate, (3) Find similar past issues, (4) Create
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.