Stop making the same mistakes — turn failures into patterns that prevent recurrence

Creates a repair-ready appliance failure log with symptoms, timing, model details, error codes, safe checks, photo evidence, warranty questions, and technici...

Provides tools to create DFMEA worksheets, calculate risk priority numbers, identify failure modes, and generate reports for smart hardware design risk asses...

Use this skill when a licensed forensic engineer (PE/SE/ME/EE), expert witness, or engineering consultant needs to draft a failure analysis report for an ins...

Automatic failure pattern recording and recall system. Prevents repeating the same mistakes by logging errors with context, root cause, and resolution. Use w...

Automated failure detection, diagnosis, and auto-repair system for cron jobs. Monitors task health, fixes common issues automatically, and requests human con...

Search the community-driven Agent Failure Registry for known agent errors, solutions, and lessons to debug issues or submit new failure post-mortems.

Audit a game, feature, encounter structure, roguelite run, puzzle sequence, onboarding path, or progression gate through the lens of its failure loop: what h...

Audit GitHub Actions failure timing by day/hour to surface recurring outage windows and staffing hotspots.

Detect sudden GitHub Actions failure-rate spikes by workflow group using recent-vs-baseline run windows.

Detect consecutive GitHub Actions failure streaks by repo/workflow/branch to prioritize unstable pipelines.

Huawei Cloud CCE Network failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose CCE network connectivity is...

Huawei Cloud CCE Node failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose CCE node NotReady, node resour...

Huawei Cloud CCE Pod failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose Pod CrashLoopBackOff, ImagePull...

Huawei Cloud CCE Storage failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose PVC Pending, volume mount f...

Huawei Cloud CCE workload failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose Deployment/StatefulSet/Dae...

Diagnose 3D print failures by symptoms or images, recommend slicer setting fixes, log issues, view history, and generate failure reports.

An end-to-end self-improvement loop that automatically detects agent failures, classifies them, tracks recurrence, auto-generates rules, and promotes them to...

Diagnose why an AI response failed, identify missing context, and prepare a safer retry prompt with acceptance checks and a go/no-go recommendation.

Monitor GitHub Actions CI pipelines for failures and automatically fix common issues. Use when asked to watch CI, fix build failures, monitor GitHub Actions,...

Runbook for diagnosing failed cron jobs, LaunchAgents, heartbeats, and unattended automation by reproducing the scheduler context, preflighting dependencies,...

Summarize GitHub Actions matrix job failures across runs so you can spot unstable OS/runtime axes fast.

Audit failing GitHub Actions runs by actor ownership to expose who/workflow combinations generate the most CI noise and wasted minutes.

Group GitHub Actions failures by pipeline phase (setup/build/test/lint/deploy/security) with minute impact to prioritize fixes.

Cluster JUnit failures into stable fingerprints so CI triage focuses on root causes, not noisy one-off logs.

Use CCAPI unified AI API gateway to access 60+ models (GPT-5.2, Claude, Gemini, DeepSeek, Sora 2, Kling 3.0, Seedance 2.0, Suno, etc.) across text, image, vi...

Professional Windows-only visual automation toolkit with 11 modules for screenshot, OCR, template matching, clicks, input, environment setup, and looping tasks.

This skill should be considered when you need to normalize testing engineers' written defect reasons following the provided product codebooks. This skill wil...

Indexed by skills.sh from dotnet/skills

Provides full observability for OpenClaw agents via dashboards, decision logs, failure traces, and weekly compliance scoring for effective monitoring and deb...

A framework for AI agents to systematically record, index, and review detailed failure events to improve memory accuracy and avoid survivor bias.

Prevents LLMs from sunk-cost pushing broken solutions. Triggers when an agent is stuck, looping, or failing repeatedly. Forces a Popperian falsification mome...

Feel the raw tension of survival as a blinding sandstorm strips away digital safety nets, forcing you to trust instinct and simple tools. Navigate shifting d...

Feel the raw edge of isolation and primal resilience as a blizzard engulfs you on a frozen outcrop in the Stockholm Archipelago. Scramble for shelter, keep w...

Troubleshoots failing applications by discovering and analyzing CloudWatch log groups to identify error patterns, root causes, and actionable solutions. Use when an application is experiencing failures and log-based diagnosis is needed.

Indexed by skills.sh from forcedotcom/sf-skills

Indexed by skills.sh from warpdotdev/common-skills

Indexed by skills.sh from forcedotcom/sf-skills

Indexed by skills.sh from aws/agent-toolkit-for-aws

Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure context, draft a fix plan, and implement only after explicit approval. Treat external providers (for example Buildkite) as out of sc…

A Cognitive Immune System for OpenClaw. Interrupts the 9 failure modes of LLM sycophancy, forces objective pushback, and uses Madhyamaka epistemology to brea...

Automatically retries ACP vendors in priority order (codex, claude, pi, API) on failure, returning the first successful result with fallback logging.

Critically examine risky system designs with specialist agents before coding to identify real failure scenarios and fixes in hardware, concurrency, formats,...

Proactive task state management. Use on EVERY task start, progress update, completion, or failure. Tracks what was requested, what's running (background proc...

Review AI-authored code for its characteristic failure modes — plausible-but-wrong logic, hallucinated APIs, over-engineering, dead scaffolding, and silent s...

DataWorks Operations Center assistant for task and workflow operations, alert rule creation and management. Covers troubleshooting, failure recovery, baselin...

Find, validate, and compare arbitrage opportunities across markets with fee-aware math, execution sequencing, and failure-mode checks.

Stress-test designs before they ship—constraints, trade-offs, failure modes, and ADR-worthy decisions. Use for ADRs, big refactors, new services, or when ‘it...

Senior automotive parts quality analysis expert skill. Use when analyzing quality issues, failure modes, 8D reports, SPC data, PPAP documents, or any automot...

Manage automation scripts with creation, scheduling, logging, failure retries, and status notifications for monitoring, backup, sync, reports, and more.

Use before building or changing a product, feature, SaaS, AI app, side project, or startup idea to run a short demand, distribution, and failure-pattern real...

Generates structured paper trading plans with entry, stop loss, take profit, position size, and failure conditions for SPX, indices, and US equity options.

Assesses wind turbine blade condition from visual inspection data. Classifies damage type and severity (1-5) across seven failure modes and recommends repair...

Batch-download formal A-share annual and semiannual report PDFs from CNInfo (巨潮资讯) using a stock-code CSV. Supports dry-run preview, resume on failure, force...

Use when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises. Invoke for chaos experiments, resilience t...

Design chaos engineering experiments to test system resilience. Generate failure injection scenarios, define steady-state hypotheses, blast radius controls,...

Schedule OpenClaw tasks using natural language with full cron lifecycle, timezone support, failure alerts, and execution logs without needing cron syntax.

Monitor an OpenClaw gateway, auto-restart on failure, and alert when recovery fails.

Proactive cron job health monitoring, failure detection, and auto-repair delegation. Triggers: 'cron failed', 'cron health', 'fix cron', 'consecutive errors

Monitor scheduled/cron jobs and get alerted when one fails OR silently never runs. Use this skill when the goal is reliability or failure-detection for a rec...

Manage cron jobs with execution logging and failure alert tracking. Use when adding tasks, monitoring execution, debugging failed crons.

Reconciles data sources using stable identifiers (Pay Number, driving licence, driver card, and driver qualification card numbers), producing exception reports and “no silent failure” checks. Use when you need weekly matching with explicit reasons for non-joins and mismatches.

Analyze dead letter queue (DLQ) messages to identify failure patterns, root causes, and remediation strategies. Supports AWS SQS, RabbitMQ, Kafka, Azure Serv...

Adversarial design audit that stress-tests a game feature, system, pitch, roadmap item, or product idea by assuming failure and identifying the most credible...

Write a disaster recovery plan for a service or system — covering RPO/RTO targets, failure scenario runbooks, backup and restore procedures, DR testing caden...

Run S.M.A.R.T. diagnostics on all drives, parse health indicators, maintain a history log, and flag drives showing early failure patterns. Generates health s...

AI Agent Self-Reflection Engine — scan session logs, detect failure patterns, analyze recurrence trends, and suggest automated fixes.

Apply engineering judgment across systems, constraints, trade-offs, failure modes, and verification before acting.

Write clear, helpful error messages that tell users what happened and how to fix it. Use when asked to write an error message, validation text, a failure/emp...

Deep event-driven architecture workflow—events vs commands, ordering and idempotency, sagas, outbox pattern, observability, and failure modes. Use when desig...

Diagnose and mitigate exec-related command failures across tools (OpenClaw exec output, shell errors, GitHub CLI, ClawHub CLI, missing binaries, auth failure...

Track, search, and learn from experiments. Automatic logging of trial-and-error, success/failure patterns, and distilled lessons. Prevents repeating mistakes.

Set up and troubleshoot Feishu or Lark messaging integration with Hermes Agent, including connection checks, access control, and common failure modes.

Semantic failure memory for AI agents. Search past reasoning failures before acting to avoid known mistakes. Record new failures and resolutions after they h...

Community trust scores for AI agent payment endpoints — checks endpoint reputation before payment and queues anonymous failure reports locally (network repor...

Audit the project's audio layer as UX feedback: UI sounds, success/failure signals, danger cues, layering, and semantic sound priorities.

Audit a game, feature, combat scenario, progression step, failure state, onboarding beat, or reward outcome through the lens of attribution theory: how playe...

Audit a game, feature, failure loop, combat encounter, reward system, progression wall, or high-variance mechanic for perceived fairness and frustration. Use...

Audit interaction feedback quality: input acknowledgment, hit/collect/reward/failure signaling, danger telegraphing, and state-transition clarity.

Daemon that monitors OpenClaw gateway, auto-restarts it on failure, and logs events with configurable intervals on macOS and Linux.

Installs a macOS or Linux service that probes the OpenClaw gateway every 2 minutes and auto-recovers it on failure, sending Telegram alerts.

Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure context, dra...

Detect branch-level GitHub Actions reliability drift by comparing failure and runtime deltas against a mainline baseline.

Audit deployment workflow risk from GitHub Actions runs by scoring failure rate, unresolved failure streaks, and time since last successful deploy.

Audit GitHub Actions mainline branch reliability by scoring failure rate, consecutive failures, and stale-success risk for critical workflows.

Audit GitHub merge queue workflow health with failure-rate, queue-latency, and stale-success risk scoring.

Audit pull-request and merge-queue GitHub Actions reliability by scoring failure rate, queue latency, and stale-success risk for merge gates.

Measure GitHub Actions failure recovery latency and unresolved incident age by workflow group.

Detect flaky GitHub Actions job steps by finding mixed success/failure conclusions across runs.

Huawei Cloud CCE autoscaling failure diagnosis skill using Python SDK dispatcher. Use this skill when the user wants to: (1) diagnose CCE autoscaling failure...

Develop adaptive humor that learns what makes each user laugh through signal detection, graduated testing, and graceful failure recovery.

Flip problems upside down - instead of "how to succeed", ask "how to definitely fail" then avoid those paths. Use when user says "invert", "inversion", "flip it", "opposite approach", "how would this fail", "avoid failure", "what NOT to do", "Munger", "anti-goals", "guarantee …

Find missing tests by failure mode and business impact. Use when handling development work that needs repeatable steps, quality gates, and practical outputs.

Safely apply OpenClaw config changes with backup, automatic rollback on failure, health checks, and commands for patching, restoring, listing, diffing, valid...

Auto-monitor MCP servers and AI services with health checks, auto-restart on failure, and Telegram alerts

Deep message queue workflow—queue vs topic, ordering and partitions, retries and DLQ, idempotency, backpressure, observability, and failure design. Use when...

Sends formatted tracked messages to Feishu channels via webhook with automatic retry on failure.

Self-improving AI skill optimizer that learns from feedback, auto-tunes prompts, optimizes tool usage patterns, and evolves based on success/failure analysis...

Code handles only the happy path — external calls, I/O, and parsing have no failure handling and crash on anything unexpected.

Make any AI model (GPT-5.4, Gemini, Ollama) behave more like Claude. Applies 8 named failure modes reverse-engineered from Claude Code's internal verificatio...