Monitoring
Logging, metrics, and observability
metric-reconciliation
by nimrodfisher
Cross-source metric validation and discrepancy investigation. Use when metrics from different sources don't match, investigating data quality issues between systems, or validating data migration accuracy.
Data Agent - 数据分析师
by aAAaqwq
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architect-monitoring
by iterate
"Monitoring workflow for architect: Fly/Cloudflare checks, task updates, and Slack escalation."
bitcoin-auth-diagnostics
by Microck
Diagnose and troubleshoot bitcoin-auth token generation and verification issues. This skill should be used when users encounter authentication failures, signature verification errors, or integration problems with the bitcoin-auth library.
insight-synthesis
by nimrodfisher
Transform data findings into compelling insights. Use when converting analysis results into actionable insights, connecting findings to business impact, or preparing insights for stakeholder communication.
analysis-assumptions-log
by nimrodfisher
Track and document analytical assumptions and decisions. Use when making analytical choices, documenting trade-offs, ensuring transparency, or creating audit trails for analytical work.
building-streamlit-dashboards
by streamlit
Building dashboards in Streamlit. Use when creating KPI displays, metric cards, or data-heavy layouts. Covers borders, cards, responsive layouts, and dashboard composition.
opentelemetry
by bobmatnyc
"OpenTelemetry observability patterns: traces, metrics, logs, context propagation, OTLP export, Collector pipelines, and troubleshooting"
aws-collector-tool
by xuiltul
AWS infrastructure monitoring tool. ECS status, CloudWatch error logs, and metrics. "AWS" "ECS" "CloudWatch" "infrastructure" "metrics" "logs"
monitor-fly-io-usage
by iterate
Monitor Fly machine health and use focused playbooks.
Experiment
by simota
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growth
by whawkinsiv
"Use this skill when the user needs to design a product-led growth strategy, build viral loops, improve activation metrics, or reduce churn. Covers PLG funnels, activation metrics, viral mechanics, retention strategies, and growth systems."
makefile
by mcouthon
"Use when creating Makefiles for process lifecycle management with PID tracking, logging, and status monitoring. Triggers on: 'use makefile mode', 'makefile', 'create makefile', 'process management', 'background jobs', 'start/stop services'. Full access mode - can create/modify Makefiles."
prove-it
by tkersey
Gauntlet for absolute claims (always/never/guaranteed/optimal); pressure-test, then refine with explicit boundaries. Use when users ask to prove or disprove strong certainty claims, request devil's-advocate challenge rounds, or want the $prove-it gauntlet to run in default autoloop/full-auto style.
plan
by tkersey
Produce essay-heavy, decision-complete plans in proposed_plan block format. Use when asked to run $plan, turn a project brief into an execution-ready architecture plan, or iteratively refine strategy; optionally export to iterative plan-N.md files (max N=5) when explicitly requested outside Plan Mode.
complexity-mitigator
by tkersey
Mitigate incidental code complexity when control flow is tangled, nesting is deep, names are hard to parse, or reasoning requires cross-file hops. Use when a review stalls on readability, you need an analysis-first refactor plan before edits, or you want essential-vs-incidental verdicts, ranked simplification steps, a small structural sketch, and a TRACE assessment (analysis-only; no edits).
audit-log
by melodic-software
View audit log entries for all component types (skills, commands, agents, hooks, etc.) to monitor audit health and track coverage
risk-analysis
by melodic-software
Risk analysis using risk registers, probability/impact matrices, and mitigation planning. Identifies, assesses, and manages project, business, and technical risks with structured response strategies.
deliberation-debate-red-teaming
by lyndonkl
Use when testing plans or decisions for blind spots, need adversarial review before launch, validating strategy against worst-case scenarios, building consensus through structured debate, identifying attack vectors or vulnerabilities, user mentions "play devil's advocate", "what could go wrong", "challenge our assumptions", "stress test this", "red team", or when groupthink or confirmation bias may be hiding risks.
lesson-learned
by softaworks
"Analyze recent code changes via git history and extract software engineering lessons. Use when the user asks 'what is the lesson here?', 'what can I learn from this?', 'engineering takeaway', 'what did I just learn?', 'reflect on this code', or wants to extract principles from recent work."
predictability
by toss
Use when getX()나 fetchX()에 숨은 부수 효과가 있거나, 같은 종류의 함수들이 서로 다른 반환 타입을 가지거나, 함수 이름과 실제 동작이 다를 때
storyline-builder
by sruthir28
McKinsey-style storyline framework for building presentation decks. Use when users need to structure presentations, pitch decks, or strategic communications. Creates logical flow where each storyline becomes a slide title, progressing from problem to solution.
systematic-debugging
by ChrisWiles
Four-phase debugging methodology with root cause analysis. Use when investigating bugs, fixing test failures, or troubleshooting unexpected behavior. Emphasizes NO FIXES WITHOUT ROOT CAUSE FIRST.
MacPowerTools
by openclaw
Trillion-Agent Forge + CoreML — Safe 24/7 self-learning toolkit + swarm orchestrator for OpenClaw agents on Apple Silicon Mac Mini. 1-trillion coherence simulation, native CoreML forecasting, real Moltbook fleet discovery & viral recruitment.