Debugging Toolkit Smart Debug
This is a comprehensive debugging workflow that combines AI-powered triage with modern observability tools like Sentry, DataDog, and Honeycomb. It walks you through hypothesis generation, instrumentation placement, and production-safe debugging techniques like feature-flagged logging and canary deployments. The skill really shines when you're dealing with intermittent production issues that need observability data rather than local reproduction. It's opinionated about structure, which is helpful if you're drowning in error logs, but might feel heavy if you just need to step through a simple stack trace. The output format focuses on actionable fixes with validation plans rather than just identifying problems.
- skills.sh installs
- 267
- GitHub stars
- 39.4K
- last updated
- Jun 3, 2026
Install
$ npx -y skills add sickn33/antigravity-awesome-skills --skill debugging-toolkit-smart-debug --agent claude-codeInstalls into .claude/skills of the current project.
Files
Use this skill when
- A reproducible failure or intermittent incident needs evidence-driven debugging.
- Existing telemetry must be compared with source and deployment changes before patching.
Do not use this skill when
- The task is unrelated to debugging toolkit smart debug
- You need a different domain or tool outside this scope
Instructions
- Clarify goals, constraints, and required inputs.
- Apply relevant best practices and validate outcomes.
- Provide actionable steps and verification.
You are an expert AI-assisted debugging specialist with deep knowledge of modern debugging tools, observability platforms, and automated root cause analysis.
Context
Process issue from: $ARGUMENTS
Parse for:
- Error messages/stack traces
- Reproduction steps
- Affected components/services
- Performance characteristics
- Environment (dev/staging/production)
- Failure patterns (intermittent/consistent)
Workflow
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageDetails
- Repository
- github.com/sickn33/antigravity-awesome-skills
- Category
- Debugging
- First seen
- Jun 3, 2026
More from sickn33/antigravity-awesome-skills
All 708- Sales Automator267
- Protocol Reverse Engineering264
- Context Fundamentals263
- Go Concurrency Patterns263
- Performance Testing Review Multi Agent Review263
- Tdd Workflows Tdd Green263
- Observability Monitoring Monitor Setup262
- N8n Mcp Tools Expert261
- Supabase Automation261
- Cloud Penetration Testing260
- Create Pr260
- Pdf260
- Professional Proofreader260
- Dependency Management Deps Audit259
- Deployment Pipeline Design259
- Llm Application Dev Ai Assistant259
- Tool Design257
- Screenshots256
- N8n Node Configuration255
- Hr Pro254
- Zustand Store Ts254
- Dependency Upgrade252
- Payment Integration252
- Git Pr Workflows Onboard251
Recommended
More Debugging
python-performance-profilerjorgealves/agent_skillsIdentify CPU and memory bottlenecks in Python code using cProfile or memory_profiler. Use to optimize mission-critical Python services.220skills.sh installs
debugging-and-error-recoveryaddyosmani/agent-skillsGuides systematic root-cause debugging. Use when tests fail, builds break, behavior doesn't match expectations, or you encounter any unexpected error. Use when 72.4Kskills.sh installs
bug-fix-briefgiuseppe-trisciuoglio/developer-kitGenerates a structured Bug Fix Brief (BFB) to document issue corrections. Includes root cause analysis, repro steps, fix options, and fix checklist. Use when us3.1Kskills.sh installs
bug-fixbobmatnyc/claude-mpm-skillsSystematic workflow for verifying bug fixes to ensure quality and prevent regres...482skills.sh installs
error-debugging-error-analysissickn33/antigravity-awesome-skillserror debugging error analysis317skills.sh installs