监控
日志、指标与可观测性
tooluniverse-phylogenetics
mims-harvard
Production-ready phylogenetics and sequence analysis skill for alignment processing, tree analysis, and evolutionary metrics. Computes treeness, RCV, treeness/RCV, parsimony informative sites, evolutionary rate, DVMC, tree length, alignment gap statistics, GC content, and bootstrap support using PhyKIT, Biopython, and DendroPy. Performs NJ/UPGMA/parsimony tree construction, Robinson-Foulds distance, Mann-Whitney U tests, and batch analysis across gene families. Integrates with ToolUniverse for sequence retrieval (NCBI, UniProt, Ensembl) and tree annotation. Use when processing FASTA/PHYLIP/Nexus/Newick files, computing phylogenetic metrics, comparing taxa groups, or answering questions about alignments, trees, parsimony, or molecular evolution.
readability
humanizerai
Analyze text readability with Flesch-Kincaid, Gunning Fog, SMOG, and other metrics. Returns objective scores with interpretation and recommendations.
refactor
github
'Surgical code refactoring to improve maintainability without changing behavior. Covers extracting functions, renaming variables, breaking down god functions, improving type safety, eliminating code smells, and applying design patterns. Less drastic than repo-rebuilder; use for gradual improvements.'
metrics-dashboard
phuryn
"Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan."
stakeholder-map
phuryn
"Build a stakeholder map using a power/interest grid, identify communication strategies per quadrant, and generate a communication plan. Use when managing stakeholders, preparing for a launch, aligning cross-functional teams, or planning stakeholder engagement."
trace
Yeachan-Heo
Show agent flow trace timeline and summary
hud
Yeachan-Heo
Configure HUD display options (layout, presets, display elements)
databricks-metric-views
databricks-solutions
"Unity Catalog metric views: define, create, query, and manage governed business metrics in YAML. Use when building standardized KPIs, revenue metrics, order analytics, or any reusable business metrics that need consistent definitions across teams and tools."
agent-session-monitor
alibaba
Real-time agent conversation monitoring - monitors Higress access logs, aggregates conversations by session, tracks token usage. Supports web interface for viewing complete conversation history and costs. Use when users ask about current session token consumption, conversation history, or cost statistics.
langfuse-integration
a5c-ai
LangFuse LLM observability integration for tracing, analytics, and cost tracking
affective-taxis
plurigrid
"Affective valence as directional derivative of interoceptive energy landscape (Sennesh & Ramstead 2025)"
datadog
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.
analyzing-azure-activity-logs-for-threats
mukul975
'Queries Azure Monitor activity logs and sign-in logs via azure-monitor-query to detect suspicious administrative
analyzing-linux-audit-logs-for-intrusion
mukul975
'Uses the Linux Audit framework (auditd) with ausearch and aureport utilities to detect intrusion attempts, unauthorized
analyzing-network-traffic-for-incidents
mukul975
Analyzes network traffic captures and flow data to identify adversary activity during security incidents, including command-and-control communications, lateral movement, data exfiltration, and exploitation attempts. Uses Wireshark, Zeek, and NetFlow analysis techniques. Activates for requests involving network traffic analysis, packet capture investigation, PCAP analysis, network forensics, C2 traffic detection, or exfiltration detection.
analyzing-security-logs-with-splunk
mukul975
Leverages Splunk Enterprise Security and SPL (Search Processing Language) to investigate security incidents through log correlation, timeline reconstruction, and anomaly detection. Covers Windows event logs, firewall logs, proxy logs, and authentication data analysis. Activates for requests involving Splunk investigation, SPL queries, SIEM log analysis, security event correlation, or log-based incident investigation.
analyzing-network-traffic-of-malware
mukul975
'Analyzes network traffic generated by malware during sandbox execution or live incident response to identify
planning-with-files
OthmanAdi
Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.
pytorch-lightning
davila7
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.
datadog-cli
davila7
Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with Datadog observability.
nginx-expert
personamanagmentlayer
Expert-level Nginx configuration, reverse proxy, load balancing, SSL/TLS, caching, and performance tuning
prometheus-expert
personamanagmentlayer
Expert-level Prometheus monitoring, metrics collection, PromQL queries, alerting, and production operations
ai-architect-expert
personamanagmentlayer
Expert-level AI system design, MLOps, architecture patterns, and AI infrastructure
sre-expert
personamanagmentlayer
Expert-level site reliability engineering, SLOs, incident management, and operational excellence