Monitoring

tracing-upstream-lineage

by astronomer

Trace upstream data lineage. Use when the user asks where data comes from, what feeds a table, upstream dependencies, data sources, or needs to understand data origins.

alert-optimizer

by TerminalSkills

Restructure and optimize alert rules for monitoring platforms (Sentry, PagerDuty, Datadog, OpsGenie). Use when someone asks to "reduce alert noise", "fix alert fatigue", "create alert rules", "set up escalation policies", "tune alerting thresholds", or "create on-call runbooks". Generates platform-specific alert configurations and tiered escalation policies.

span-file-export

by forcedotcom

Use file-based span export for AI consumption. Where it lives, how to enable/clear, settings for Node and Web. Use when enabling span file dump, debugging traces for AI, or configuring local observability.

troubleshoot-amiberry

by BlitterStudio

Autonomous troubleshooting workflow for Amiberry bugs. Use this when investigating, reproducing, or fixing bugs in Amiberry. Provides a complete edit-build-run-test-fix cycle using the Amiberry MCP server tools for process management, IPC control, screenshot analysis, log monitoring, and crash detection.

go-best-practices

by NeverSight

Provides Go patterns for type-first development with custom types, interfaces, functional options, and error handling. Must use when reading or writing Go files.

injury-report-tracker

by OneWave-AI

Monitor injury news across leagues. Fantasy impact analysis, backup player analysis, return timeline estimates.

metrics-collection

by dadbodgeoff

Prometheus-compatible metrics collection with counters, gauges, and histograms. Export metrics for dashboards and alerts with proper labeling.

bk-monitor-weekly-report

by TencentBlueKing

通过 GitHub MCP 获取用户 PR 并生成周报。当用户提到生成周报、写周报时使用。

bk-monitor-security-audit

by TencentBlueKing

对前端代码进行安全审计，检测 XSS、CSRF 等漏洞。当用户请求代码审查或询问代码安全性时使用。

bk-monitor-tapd-dev

by TencentBlueKing

根据 TAPD 单据分析开发需求并生成方案。当用户需要开发 TAPD 需求/缺陷/任务时使用。

bk-monitor-dev-server

by TencentBlueKing

帮助配置和启动本地开发服务器。当用户提到启动开发服务器、dev server、pnpm dev 时使用。

bk-monitor-tapd-summary

by TencentBlueKing

获取 TAPD 待办单据并生成归纳总结。当用户提到获取 TAPD 单据、查看待办时使用。

graceful-shutdown

by dadbodgeoff

Clean shutdown with in-flight job tracking, signal handlers, and buffer draining. Prevent data loss and corrupted state on process termination.

business-metrics-calculator

by nimrodfisher

Standard business metric calculation with industry benchmarks. Use when calculating SaaS metrics (MRR, churn, LTV, CAC), e-commerce KPIs, or product analytics metrics with proper definitions.

anomaly-detection

by dadbodgeoff

Rule-based anomaly detection for production systems with configurable thresholds, cooldown periods to prevent alert storms, and error pattern tracking for repeated failures.

logging-observability

by dadbodgeoff

Structured JSON logging with correlation IDs, request context propagation across async boundaries, performance timing decorators, and worker metrics collection.

datadog

by OpenHands

Query and analyze Datadog logs, metrics, APM traces, and monitors using the Datadog API. Use when debugging production issues, monitoring application performance, or investigating alerts.

invariant-ace

by tkersey

"Turn 'should never happen' into 'cannot happen' by defining owned inductive invariants and enforcing them at parse/construct/API/DB/lock/txn boundaries with a verification signal. Use when prompts mention invariants, impossible states, validation sprawl, cache/index drift, idempotency/versioning, retries/duplicates/out-of-order events, race/linearization bugs, loop correctness, or hardening another workflow (for example $fix) with invariant checks first."

context-status

by flonat

"Show current context status and session health.\nUse to check how much context has been used, whether auto-compact is\napproaching, and what state will be preserved."

update-focus

by flonat

"Update current-focus.md with a structured session summary. Preserves the document's rich structure: weekly focus, session history rotation, open loops, mental state. Use at end of work sessions or when the stop hook nudges."

Compass

by simota

戦略実行モニタリング・前提条件監視・OKRカスケード。Helmのロードマップと前提仮定を受け取り、KPI実績との乖離を追跡し、戦略ドリフト・前提崩壊を早期検知。戦略目標からOKRへの展開も担当。コードは書かない。

Loki Configuration Generator

by akin-ozer

sentry-setup-logging

by getsentry

Setup Sentry Logging in any project. Use this when asked to add Sentry logs, enable structured logging, setup console log capture, or integrate logging with Sentry. Supports JavaScript, TypeScript, Python, Ruby, React, Next.js, and other frameworks.

alerting-oncall

by BagelHole

Set up alerting rules, configure on-call rotations, and manage incident response workflows. Integrate with PagerDuty, Opsgenie, or Grafana OnCall for alert routing and escalation. Use when implementing alerting strategies and on-call management for production systems.