1231 Claude Code skills tagged Debug. Browse all behavioural skill type-related skills in the open ClaudSkills registry — free to install, one-click via the desktop app.
Showing top 200 of 1231 skills, ranked by quality score.
Post-mortem investigation for failed GSD workflows — analyzes git history, artifacts, and state to diagnose what went wrong
general
Autonomous diagnosis and repair of failing CI/CD pipelines. Scan GitHub Actions workflows, identify failure causes, and apply fixes. Trigger when CI is broken, tests fail in CI, or
engineering
Health check and auto-repair for the ops plugin. Diagnoses manifest errors, broken permissions, invalid configs, stale caches, and missing files — then spawns an agent to fix every
general
Closed-loop toolkit self-improvement: discover gaps, diagnose, propose, critique, build, test, evolve.
general
A multimodal precision oncology agent leveraging GPT-4 and vision transformers for cancer diagnosis, biomarker detection, and treatment planning.
general
AI-powered bone marrow morphology analysis, cell classification, and hematologic disorder diagnosis using deep learning on aspirate and biopsy images.
general
Diagnoses and fixes HTTPS/SSL certificate issues in the network infrastructure by checking API tokens, validating Caddy configuration, and testing certificates. Use when certificat
security
Diagnoses and fixes Cloudflare Access authentication issues including Google OAuth errors, access denied after login, login loops, CookieMismatch errors, and "can only be used with
engineering
Diagnoses and fixes Cloudflare Tunnel connectivity issues including stuck tunnels, failed connections, Error 1033, and tunnel registration problems. Use when remote access not work
engineering
Debug web app by capturing and analyzing console errors using Chrome DevTools MCP
engineering
Systematically diagnoses and resolves common GKE issues including pod failures, networking problems, database connection errors, and Pub/Sub issues. Use when pods are stuck in Pend
engineering
AI-powered design of targeted gene panels for clinical and research applications including cancer diagnostics, pharmacogenomics, and rare disease testing.
science
Diagnose planning directory health and optionally repair issues
general
Fix TypeScript errors, get diagnostics, rename symbols, find references, organize imports. Use when user needs IDE/LSP tools for code navigation, diagnostics, and refactoring.
tools
Analyzes Java stack traces, diagnoses exceptions, identifies root causes, and troubleshoots performance problems. Deconstructs stack traces, investigates NullPointerException, anal
engineering
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing ex
general
Maquina autonoma de correcao. Bugs, erros TypeScript, tech debt — auto-detecta modo, diagnostica, corrige, verifica em loop convergente. Produz PR com fix verificado.
engineering
Analisa padroes de codigo, debitos tecnicos, riscos arquiteturais. Produz diagnostico com prioridades P0-P3. Use when analyzing code quality, tech debt, or architectural risks.
general
Corrige erros TypeScript com auto-routing. Scan (diagnosticar), Fix (batch incremental), Sweep (varredura com ratchet). Substitui workflow manual de typecheck.
engineering
Diagnostica e corrige bugs. Le errors-log.md antes de comecar para nao repetir tentativas que ja falharam. Use quando algo nao funciona, da erro, quebrou, trava, build falha, ou qu
general
Run a weekly health check on any campaign - diagnose issues and get a prioritized action plan
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Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the
engineering
Fetch and analyze CloudWatch logs for a Lambda function — filter errors, surface stack traces
engineering
Activate when debugging any bug or error. Enforces the 7-step debug trajectory protocol with pattern-first checking, 3-exchange stop rule, and trajectory recording.
engineering
Interactive hypothesis-driven debugging with documented exploration, understanding evolution, and analysis-assisted correction.
engineering
Debug a broken Zoom integration by isolating the failure point and routing into the right Zoom references. Use when auth, API, webhook, SDK, or MCP behavior is failing and you need
engineering
Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the
engineering
Fix my SEO, fix this SEO issue, fix missing meta, fix broken links, fix page speed code-level risk, fix schema — user has a specific SEO problem to remediate. Routes to specialized
growth
Walk a user through what changes when they take ai-brain-starter from a personal vault to a team vault. Reads the for-teams/ folder aloud in conversation, asks three diagnostic que
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Full debug workflow using IDE bridge tools. Runs tests to find failures, sets conditional breakpoints, evaluates expressions in the debugger, identifies root causes, applies fixes,
tools
Diagnostic dashboard across the workspace. Calls getDiagnostics, groups results by severity and file, and renders a sortable color-coded HTML table. Opens in the system browser.
tools
Continuous IDE monitoring using bridge tools. Checks diagnostics, test results, or terminal output. Designed for use with /loop for recurring checks.
tools
Multi-language code quality sweep using IDE bridge tools. Runs diagnostics across all languages, auto-fixes lint errors, organizes imports, formats code, runs tests, and optionally
tools
Deep PR review using IDE bridge LSP and GitHub tools. Analyzes diffs with code intelligence — follows definitions, checks references, inspects types, runs diagnostics, and posts st
tools
Diagnose and fix TypeScript/language type errors using LSP diagnostics, hover, and code actions. For each type error, fetches the expected vs actual types, surfaces quickfix sugges
tools
Start the Vibe Innovation Framework. Runs entry diagnostic, session planning, ICD initialization, and phase dispatch from the user's current uncertainty level (TRL -2 to 4). Use wh
general
Diagnoses and fixes Java compile errors, runtime exceptions, and stack traces. Use when user asks to "fix this error", "this won't compile", "I'm getting an exception", "debug this
engineering
Orchestrate an improvement cycle: diagnose, select methodology, execute, record, persist. The meta-pattern that connects all skills into a coherent workflow. USE WHEN: improve, aud
general
Diagnose and fix Kotlin coroutine race conditions, Flow issues, and thread safety bugs
engineering
Score and diagnose Google Ads landing pages. Use when asked to audit a landing page, check landing page quality, diagnose high-CTR but low-conversion-rate ad groups, improve Qualit
ads
Cross-System Code-Analyse und Developer-Handoff fuer AutomationOne. Versteht Nutzerauftraege, verfolgt Daten- und Steuerfluesse quer durch ESP32, MQTT, Server und Frontend anhand d
engineering
Recognize and classify NLP metaprograms from utterances, written communication, or described behavior. Identifies which of 7 metaprograms are active, detects compound patterns, and
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Service health monitoring, alerting patterns, and incident response. Check if services are up, diagnose issues, set up alerting rules. Use when: checking service health, something
engineering
Debug Output SDK workflow issues. Use when user reports a workflow failing, erroring, hanging, producing wrong results, or asks to debug, troubleshoot, or investigate a workflow ex
engineering
AUTO-TRIGGER: Apply this skill when the user shares pipeline data, asks about pipeline health, deal velocity, or sales cycle performance. Trigger phrases include: "our pipeline is
sales
Diagnose and tune qualification agents by testing against known-fit prospects, analyzing per-question scoring patterns, and recommending specific changes to questions, weights, and
sales
Diagnose en fix scanner problemen. Gebruik bij "scanner", "scan", "OAuth", "tokens".
general
Identify and break the biggest bottleneck in your startup using a diagnostic loop based on Goldratt's Theory of Constraints. Walk through a five-step process to find what is limiti
general
Post-mortem investigation for failed THRUNT workflows — analyzes git history, artifacts, and state to diagnose what went wrong
general
Diagnosis and repair guide for errors and failures including CI. Use when user mentions something broken, errors, it doesn't work, CI failures, CIが落ちた, build errors, test failures,
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Scaffold editorial documentation sites with the Vellum design system — OKLCH palette, Bodoni Moda / Source Serif 4 / Inconsolata typography, crosshatch texture, 20+ semantic compon
content
CAN bus design, analysis, and diagnostics expertise
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Claude Code runtime environment inspector. Comprehensive diagnostic tool that reports all Claude Code environment variables, session identity, config directory, plugin paths, syste
engineering
Expert skill for implementing Debug Adapter Protocol for debugger integration
general
Advanced debugging integration for vulnerability research
security
Post-mortem diagnostic analysis of failed workflows.
general
This skill should be used when the user asks to "repair an agent", "audit an agent", "fix my agent", "review agent quality", "check if my agent is well-written", "diagnose agent pr
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This skill should be used when the user asks to "fix my skill" or "audit this skill". Make sure to use this skill whenever the user mentions skill quality, structural issues, broke
general
HTTP request/response debugging and inspection tools
engineering
Full SEO audit: Google Search Console data + URL Inspection API + PageSpeed Insights API + technical crawl + keyword research + metadata audit + schema markup audit + search intent
growth
Unified Diagnostic Services implementation and validation expertise
general
Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
general
Fix bugs systematically instead of guessing. Use when features break, users report errors, or tests fail. Covers reproducing bugs, gathering diagnostic info, and working with AI to
general
Diagnose and fix common Abridge clinical AI integration errors. Use when encountering EHR connectivity failures, note generation errors, audio streaming issues, or FHIR validation
general
Collect Abridge debug evidence for support tickets and troubleshooting. Use when filing Abridge support tickets, collecting diagnostic data, or preparing evidence for escalation to
engineering
Apply the aoa-session-self-diagnose workflow inside an abyss-* repository using repo-relative runtime evidence, bounded diagnostic-session artifacts, last-good comparison posture,
general
Pos-call de check-in. Le o transcript do Gemini Notes (ou texto colado) da call que acabou e atualiza o Mission Control do cliente — registra combinados, atualiza apostas vivas (vi
content
Register one or many Aerospike Cluster Manager (ACM) MCP endpoints with Claude Code so the cluster-debugger agent and other ecosystem skills can read and operate live clusters. Use
general
GitHub Actions のワークフロー実行エラーを調査し、原因を特定して解決策を提案する。「Actions エラー」「ワークフロー失敗」「CI が落ちた」「ビルド失敗」「テスト失敗」「Actions を調べて」「CI のエラーを見て」などで起動。失敗したジョブのログを分析し、具体的な修正方法を提示。
general
Organize the urgent differential for acute chest pain and the first diagnostic steps. Use when a patient has chest pain, pressure, dyspnea, diaphoresis, syncope, or other features
general
Analyze ad campaign performance data (Google, Meta, LinkedIn) to identify what's working, what's wasting budget, and specific cut/scale/test recommendations. Runs statistical analy
ads
Aide à observer et suivre un comportement addictif (substances, écrans, jeux, alimentation) sans juger ni diagnostiquer. À utiliser quand l'utilisateur s'interroge sur sa consommat
general
Manage Linux systems covering systemd services, process management, filesystems, networking, performance tuning, and troubleshooting. Use when deploying applications, optimizing se
security
Apply advanced debugging techniques for Adobe API issues: IMS token introspection, Firefly job failure analysis, PDF Services error codes, and network-layer diagnostics for Adobe e
engineering
Diagnose and fix common Adobe API errors across Firefly Services, PDF Services, Photoshop API, and Adobe I/O Events. Use when encountering Adobe errors, debugging failed requests,
engineering
Collect Adobe debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for A
engineering
End-to-end repeatable methodology for diagnosing, auditing, researching, and remediating Google Ads + Organic SEO performance. Covers competitive intelligence, keyword gaps, backli
ads
Decode the hidden incentive map of every stakeholder in your room before you walk in. Coach the PM through the three archetypes (Risk Shield, Credit Catcher, Tribal Guardian), the
product
30+ regras anti-ciclo para sistemas preditivos (classificacao, regressao, forecasting, anomaly, scoring, recommendation). Derivadas de diagnostico ultra-hard de 13 ciclos falhos em
general
Diagnoses and debugs A2A agent communication issues including agent status, message routing, transport connectivity, and log analysis. Use when agents aren't responding, messages a
engineering
Expert debugger specializing in complex issue diagnosis, root cause analysis, and systematic problem-solving. Masters debugging tools, techniques, and methodologies across multiple
engineering
Debug and troubleshoot ElevenLabs conversational AI agents and Twilio calls. Use when diagnosing agent issues, analyzing failed calls, troubleshooting audio problems, investigating
engineering
Self-improvement loop for multi-agent workflows. Diagnose failures, improve tool descriptions, and learn from success/failure patterns.
general
Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports.
engineering
Protocolo de autodiagnostico contra os 5 problemas mais comuns da IA ao programar. Detecta overengineering, codigo duplicado, reinvencao da roda, falta de documentacao e arquivos m
general
Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps
general
Diagnose and fix Kubernetes deployment failures, especially ImagePullBackOff, CrashLoopBackOff, and architecture mismatches. Battle-tested from 4-hour AKS debugging session with 10
engineering
Diagnose and fix common Alchemy SDK and Web3 API errors. Use when encountering rate limits, RPC failures, invalid parameters, or blockchain query errors with the Alchemy SDK. Trigg
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Collect Alchemy SDK debug evidence for troubleshooting and support tickets. Use when encountering persistent issues, preparing support tickets, or debugging blockchain query failur
engineering
Debug validator checkpoint inconsistencies where some validators are behind others. Use when alerts mention "checkpoint inconsistency", "validators behind", or "inconsistent latest
engineering
Diagnose and fix the top Algolia API errors: 400, 403, 404, 429, ApiError, RetryError, and indexing failures. Trigger: "algolia error", "fix algolia", "algolia not working", "debug
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Collect Algolia debug evidence: index stats, API key ACLs, query logs, and network diagnostics for support tickets. Trigger: "algolia debug", "algolia support bundle", "collect alg
engineering
Understand the PM-to-Director transition through altitude and horizon thinking. Use when diagnosing scope, time-horizon, or leadership-level gaps.
general
Perform systematic root cause investigation. Use when you encounter bugs, test failures, or unexpected behavior. Not for trivial or obvious fixes, creative experimentation, or lear
science
Expert en pilotage de projets de transformation, diagnostic de services et optimisation des processus bancaires au Crédit Agricole. Utiliser cette compétence pour accompagner les m
general
The spine of analytics investigation. Use whenever interpreting analytics numbers, answering "why did X change", reading funnels, comparing cohorts, or presenting findings. Teaches
science
Statistical analysis for medical research papers. Generates reproducible Python/R code with publication-ready tables and figures. Supports diagnostic accuracy, inter-rater agreemen
science
Analyze network latency and optimize request patterns for faster communication. Use when diagnosing slow network performance or optimizing API calls. Trigger with phrases like "ana
general
Orchestrates Android development tasks including project creation, deployment, SDK management, and environment diagnostics using the `android` command-line tool.
engineering
Use to flip framework-level diagnostics without code changes — verbose framework logging (`log.tag.<Tag> VERBOSE`), view-bounds overlay (`debug.layout`), overdraw flashes, frame-ti
general
Diagnose and fix common Anima SDK design-to-code errors. Use when encountering Figma token errors, code generation failures, node not found issues, or output quality problems. Trig
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Collect Anima SDK debug evidence for support tickets and troubleshooting. Use when filing Anima support requests, debugging code generation issues, or collecting diagnostic data fo
engineering
Conception et animation d'ateliers collaboratifs professionnels (renoncement, modélisation de processus, diagnostic d'équipe, cartographie des flux, priorisation, rétrospectives).
general
Diagnoses Ansible playbook failures using ansible-playbook --check --diff mode, ansible-lint, and the Ansible callback plugin API. Parses task execution results and suggests fixes
engineering
Runs Ansible diagnostic playbooks using ansible-runner and the Ansible Collections ecosystem (ansible.builtin, community.general). Captures system health, service status, and log a
engineering
Executes Ansible playbooks for server diagnostics and remediation using ansible-runner Python SDK. Supports inventory parsing, vault-encrypted credentials, and real-time task outpu
engineering
Diagnose and fix Anthropic Claude API errors by HTTP status code. Use when encountering API errors, debugging failed requests, or troubleshooting authentication, rate limiting, or
engineering
Collect Anthropic Claude API debug evidence for support and troubleshooting. Use when encountering persistent API issues, preparing support tickets, or collecting diagnostic inform
engineering
Monitor de performance do Claude Code e sistema local. Diagnostica lentidao, mede CPU/RAM/disco, verifica API latency e gera relatorios de saude do sistema.
general
Bring up a bounded local multi-service stack by rendering runtime truth, checking selector-aware host readiness, and launching through one explicit lifecycle entrypoint with a visi
engineering
Turn raw technical material into a shareable public-safe artifact while keeping the raw source separate, placing the sanitized result in the canonical sharing surface, and preservi
general
Classify drift, friction, proof gaps, ownership confusion, and repeated failure patterns from a reviewed session into a bounded diagnosis packet without mutating anything yet. Use
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Turn a reviewed diagnosis packet into the smallest honest repair packet with checkpoint posture, rollback markers, health checks, and explicit owner-layer targets instead of silent
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One-shot governed bug fix loop: diagnose → plan → implement → verify → document. TRIGGER when: user reports a bug, pastes an error message/stack trace/failing test, or asks to fix
general
Specialized Native AOT, trimming, and optimization expert for morphir-dotnet. Expert in single-file trimmed executables, AOT compilation, size optimization, and guiding toward AOT-
tools
Diagnoses Kafka consumer group lag using the Kafka AdminClient API and JMX metrics exposed via the Confluent Metrics API. Identifies slow consumers, topic partition hotspots, and b
engineering
Use when diagnosing or preventing Apex CPU time and heap size problems, including nested-loop refactors, JSON memory pressure, string work, and `Limits.getCpuTime()` checkpoints. T
engineering
Execute Anonymous Apex: Developer Console, VS Code SFDX, `sf apex run`, variable scope, transaction semantics, governor limits, debugging output, common errors. NOT for scheduled/q
engineering
Use when writing Apex that calls out to external endpoints via Named Credentials, working with custom header formula tokens ({!$Credential.OAuthToken}), querying per-user auth stat
security
Use when diagnosing where Apex transactions spend CPU, heap, SOQL, or DML time using the Salesforce diagnostic toolchain: Apex Log Analyzer flame graphs in VS Code, Developer Conso
engineering
Diagnose and fix common Apify Actor and API errors. Use when encountering run failures, API errors, proxy issues, or Actor crashes on the Apify platform. Trigger: "apify error", "f
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Collect Apify debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information about
engineering
Diagnose and fix common Apollo.io API errors. Use when encountering Apollo API errors, debugging integration issues, or troubleshooting failed requests. Trigger with phrases like "
sales
Collect Apollo.io debug evidence for support. Use when preparing support tickets, documenting issues, or gathering diagnostic information for Apollo problems. Trigger with phrases
sales
Diagnose and fix common AppFolio API integration errors. Trigger: "appfolio error".
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Collect AppFolio API debug evidence for support tickets. Trigger: "appfolio debug".
engineering
Diagnose and fix common Apple Notes automation errors. Trigger: "apple notes error".
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Collect Apple Notes automation debug evidence for troubleshooting. Trigger: "apple notes debug".
engineering
Guide Apple and Swift development work in or around Xcode. Use when tasks involve Xcode workspace inspection, diagnostics, builds, tests, runs, toolchain checks, or Apple and Swift
general
Apprenticeship pedagogy for the trades — how craft is actually taught, which is almost nothing like how classroom subjects are taught. Covers the observe/practice/correct loop, the
general
Troubleshoot ARC (Actions Runner Controller) runners on Rackspace Spot Kubernetes. Diagnose stuck jobs, scaling issues, and cluster access. Activates on "runner", "ARC", "stuck job
engineering
Diagnoses ArgoCD application sync failures and degraded states using the ArgoCD REST API and argocd CLI. Queries /api/v1/applications/{name} for sync status, resource health, and o
engineering
Diagnoses ArgoCD application sync failures using the ArgoCD REST API and Kubernetes resource diff analysis. Identifies Helm value conflicts, Kustomize overlay errors, and resource
engineering
Diagnose xcodebuild builds using argus. Use this instead of parsing xcodebuild output to avoid filling the context window. Query build errors, warnings, slowest targets, bottleneck
general
Top-Level-Orchestrator für die Erzeugung unterrichtsreifer Artefakte (AB, PPP, Tafelbild, Plakat, Diagnose) aus einem TUV. IMMER triggern bei: 'Artefakte für UE <X>', 'Material für
tools
Triage TestFlight crashes, beta feedback, and performance diagnostics using asc. Use when the user asks about TF crashes, TestFlight crash reports, beta tester feedback, app hangs,
general
Diagnose and fix AssemblyAI common errors and exceptions. Use when encountering AssemblyAI errors, debugging failed transcriptions, or troubleshooting streaming and LeMUR issues. T
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Collect AssemblyAI debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information
engineering
Phylax Credible Layer assertions troubleshooting. Diagnoses common assertion failures and non-triggering issues. Use when phylax/credible layer assertions fail unexpectedly or do n
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Performs end-to-end platform scalability assessments using a phased methodology, maturity scoring model, risk classification, and prioritized remediation planning. Produces structu
engineering
Creates assessments with varied question types (MCQ, code-completion, debugging, projects) aligned to learning objectives with meaningful distractors based on common misconceptions
engineering
Creates assessments with varied question types (MCQ, code-completion, debugging, projects) aligned to learning objectives with meaningful distractors based on common misconceptions
engineering
Use for ast-grep: ast-grep run, sg scan, sg test, sg new, new rule, sgconfig.yml, inline-rules, stdin, json, optional chaining, rule catalog, meta variables, pattern objects, nthCh
content
Drive quantitative analysis, factor diagnostics, and reporting for ATFT-GAT-FAN outputs.
science
Manages MongoDB Atlas Stream Processing (ASP) workflows. Handles workspace provisioning, data source/sink connections, processor lifecycle operations, debugging diagnostics, and ti
security
Diagnose and fix the top Attio REST API errors by HTTP status code. Real error response formats, actual error codes, and proven fixes. Trigger: "attio error", "fix attio", "attio n
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Collect Attio integration diagnostic evidence -- API health, scopes, object schema, and rate limit status -- for debugging or support tickets. Trigger: "attio debug", "attio suppor
engineering
Analyze audio recording quality - echo detection, loudness, speech intelligibility, SNR, spectral analysis. Use when the user wants to check a recording's quality, detect echo or d
content
Comprehensive security and code quality audit. Use for thorough security, vulnerability, and code quality analysis. Related: project-health-checker for quick diagnostic checks.
security
Inspect and flush staged audit-trail entries to the remote trail repository. Use when the user asks to "flush audit trail", "show what's pending in audit trail", "dry-run audit flu
security
Audits the fit between a model's reasoning capability and the complexity of the context it receives. Use when an AI system is underperforming despite good retrieval, when teams are
security
Use when running a technical SEO audit, debugging Core Web Vitals regressions, checking indexability, validating schema and sitemaps, diagnosing why a site isn't ranking, or prepar
security
Tracking and registration fundamentals for augmented reality. Covers the six classes of tracking (marker, markerless, inertial, SLAM, outside-in, inside-out), registration error so
tools
Automates terminal sessions in tmux windows using MCP tools. Use when launching background processes, monitoring builds/servers, sending commands to debuggers (pdb/gdb), interactin
product
Expert automation platform error debugger for Power Automate, n8n, Make, Zapier and other workflow platforms. Analyzes JSON flow definitions with error messages, researches officia
security
Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
general
Diagnoses failed AWS CloudFormation stack operations using the AWS CLI (aws cloudformation describe-stack-events) and cfn-lint validator. Traces resource creation failures, rollbac
engineering
Diagnoses firing AWS CloudWatch alarms by querying CloudWatch Metrics, alarm history, and related AWS Config resource snapshots via the AWS SDK. Correlates metric anomalies with re
engineering
Automates incident response for AWS CloudWatch alarms using boto3, the CloudWatch GetMetricData API, and AWS Systems Manager runbook documents. Maps alarm states to diagnostic proc
engineering
Executes structured diagnostic runbooks when CloudWatch Anomaly Detection triggers alarms. Uses the AWS SDK CloudWatch client (GetMetricData, DescribeAlarms) to gather context and
engineering
Executes automated diagnostics using the AWS Systems Manager Automation API and SSM Documents. Collects system metrics via the CloudWatch GetMetricData API and correlates with AWS
engineering
Use when fixing VoiceOver issues, Dynamic Type violations, color contrast failures, touch target problems, keyboard navigation gaps, or Reduce Motion support - comprehensive access
product
Use when the user mentions flaky tests, tests that pass locally but fail in CI, race conditions in tests, or needs to diagnose WHY a specific test fails.
engineering
Use when ANY question involves Apple framework APIs, Swift compiler errors, or Xcode-bundled documentation. Covers Liquid Glass, Swift 6.2 concurrency, Foundation Models, SwiftData
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Symptom-based background task troubleshooting - decision trees for 'task never runs', 'task terminates early', 'works in dev not prod', 'handler not called', with time-cost analysi
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Use when ANY iOS build fails, test crashes, Xcode misbehaves, or environment issue occurs before debugging code. Covers build failures, compilation errors, dependency conflicts, si
engineering
Use when debugging 'file not syncing', 'CloudKit error', 'sync conflict', 'iCloud upload failed', 'ubiquitous item error', 'data not appearing on other devices', 'CKError', 'quota
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Use when profiling async/await performance, diagnosing actor contention, or investigating thread pool exhaustion. Covers Swift Concurrency Instruments template, task visualization,
engineering
Use when debugging schema migration crashes, concurrency thread-confinement errors, N+1 query performance, SwiftData to Core Data bridging, or testing migrations without data loss
engineering
Use this agent for closed-loop test debugging - automatically analyzes test failures, suggests fixes, and re-runs tests until passing.
engineering
Use when adding debug-only deep links for testing, enabling simulator navigation to specific screens, or integrating with automated testing workflows - enables closed-loop debuggin
engineering
Symptom-based energy troubleshooting - decision trees for 'app at top of battery settings', 'phone gets hot', 'background drain', 'high cellular usage', with time-cost analysis for
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Use when debugging Foundation Models issues — context exceeded, guardrail violations, slow generation, availability problems, unsupported language, or unexpected output. Systematic
engineering
Use when app freezes, UI unresponsive, main thread blocked, watchdog termination, or diagnosing hang reports from Xcode Organizer or MetricKit
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Use when ANY iOS build fails, test crashes, Xcode misbehaves, or environment issue occurs before debugging code. Covers build failures, compilation errors, dependency conflicts, si
engineering
Use when implementing or debugging ANY network connection, API call, or socket. Covers URLSession, Network.framework, NetworkConnection, deprecated APIs, connection diagnostics, st
engineering
Use when app feels slow, memory grows, battery drains, or diagnosing ANY performance issue. Covers memory leaks, profiling, Instruments workflows, retain cycles, performance optimi
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MetricKit API reference for field diagnostics - MXMetricPayload, MXDiagnosticPayload, MXCallStackTree parsing, crash and hang collection
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Use when implementing or debugging ANY network connection, API call, or socket. Covers URLSession, Network.framework, NetworkConnection, connection diagnostics.
engineering
Use when debugging connection timeouts, TLS handshake failures, data not arriving, connection drops, performance issues, or proxy/VPN interference - systematic Network.framework di
engineering
Use when debugging memory leaks from blocks, blocks assigned to self or properties, network callbacks, or crashes from deallocated objects - systematic weak-strong pattern diagnosi
engineering
Use when app feels slow, memory grows, battery drains, or diagnosing ANY performance issue. Covers memory leaks, profiling, Instruments workflows, retain cycles, performance optimi
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Use when debugging 'files disappeared', 'data missing after restart', 'backup too large', 'can't save file', 'file not found', 'storage full error', 'file inaccessible when locked'
engineering
Use when SwiftData migrations crash, fail to preserve relationships, lose data, or work in simulator but fail on device - systematic diagnostics for schema version mismatches, rela
engineering
Use when debugging SwiftUI view updates, preview crashes, or layout issues - diagnostic decision trees to identify root causes quickly and avoid misdiagnosis under pressure
engineering
Use when SwiftUI view debugging requires systematic investigation - view updates not working after basic troubleshooting, intermittent UI issues, complex state dependencies, or whe
engineering
Use when debugging navigation not responding, unexpected pops, deep links showing wrong screen, state lost on tab switch or background, crashes in navigationDestination, or any Swi
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Use when debugging navigation not responding, unexpected pops, deep links showing wrong screen, state lost on tab switch or background, crashes in navigationDestination, or any Swi
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Use when CAAnimation completion handler doesn't fire, spring physics look wrong on device, animation duration mismatches actual time, gesture + animation interaction causes jank, o
engineering
Use when encountering BUILD FAILED, test crashes, simulator hangs, stale builds, zombie xcodebuild processes, "Unable to boot simulator", "No such module" after SPM changes, or mys
engineering
Azure AKS Agentic CLI - AI-powered troubleshooting and insights tool for Azure Kubernetes Service. Use when diagnosing AKS cluster issues, getting cluster health insights, troubles
security
Debug and troubleshoot production issues on Azure. Covers Container Apps diagnostics, log analysis with KQL, health checks, and common issue resolution for image pulls, cold starts
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Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.
engineering
Babysit a GitHub pull request after creation by continuously polling review comments, CI checks/workflow runs, and mergeability state until the PR is merged/closed or user help is
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Systematic debugging for Encore.ts backend incidents using diagnostic scripts, database queries, and structured logging. Use when backend tests fail, services crash, or async flows
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Systematic approach to diagnose and resolve backend service issues including dependency conflicts, database schema mismatches, import errors, and middleware configuration problems
engineering
Diagnose and fix FastAPI hangs caused by blocking ThreadPoolExecutor shutdown in the news stream route; includes py-spy capture and non-blocking executor pattern.
engineering
System diagnostics, verification, and troubleshooting for Badger 2350. Use when checking firmware version, verifying installations, diagnosing hardware issues, troubleshooting erro
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Diagnose and fix BambooHR API errors and exceptions. Use when encountering BambooHR errors, debugging failed requests, or troubleshooting HTTP 400/401/403/404/429/500/503 responses
engineering
Collect BambooHR debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information fo
engineering