Desktop automation via native OS accessibility trees using the agent-desktop CLI. Use when an AI agent needs to observe, interact with, or automate desktop a...
How to perform a live agent takeover of the Clawfinger voice gateway — dial, inject greetings, handle turns, release, and observe handback. Covers timing, en...
Agent memory with ALMA meta-learning, LLM fact extraction, and full-text search. Observer calls remote LLM APIs (OpenAI/Anthropic/Gemini). ALMA and Indexer w...
Query observability data and execute operational procedures via the ops-mcp-server MCP interface. Covers Kubernetes events, Prometheus metrics, Elasticsearch...
Agent ops layer for OpenClaw — observability, governance, and cost optimization with automatic failover. Never breaks your setup.
Track and manage insights, patterns, and observations discovered during OpenClaw sessions. Use when the user wants to record, categorize, retrieve, or analyz...
Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases,
Search and browse real-time Signals about places and businesses on OpenBook. Help users publish Signals when they want to share a change, observation, or tip...
Your agent repeats the same patterns without learning. inner-life-reflect adds self-reflection with trigger detection and quality gates — your agent observes...
Ethnographic UX research skill that passively observes OpenClaw usage, extracts interaction data, detects friction and delight signals, and generates structu...
You are an AI assistant tasked with analyzing trajectories of solutions to question-answering tasks. Follow these guidelines: 1. Trajectory Components: - Observations: Environmental information ab
Master platform engineering principles to build self-service internal platforms that optimize developer experience, infrastructure abstraction, observability...
Monitor, query, and manage New Relic observability data via the newrelic CLI. Covers NRQL queries, APM performance triage, deployment markers, alert manageme...
Trigger Claude Code development tasks in observable tmux sessions with stable startup, progress visibility, and completion callback to OpenClaw. Use when use...
Enhanced agentic loop with planning, parallel execution, confidence gates, semantic error recovery, and observable state machine. Includes Mode dashboard UI...
Pydantic Logfire observability — OTEL GenAI traces, tool call spans, token metrics, distributed tracing
Opik observability reporter - fetches traces, analyzes usage, costs, and errors, then sends reports to Discord.
Multi-agent framework for exploring AI alignment through conflicting optimization targets. Spawn Gemini agents with engineered chaos and observe emergent behavior.
AI Agent Financial Observability — monitor, budget, and analyze spending across any AI agent. Track costs, set budgets, detect anomalies, and export metrics...
Refactor and review SwiftUI view files for consistent structure, dependency injection, and Observation usage. Use when asked to clean up a SwiftUI view’s layout/ordering, handle view models safely (
--- name: Monitoring description: "Set up observability for applications and infrastructure with metrics, logs, traces, and alerts." --- ## Complexity Levels | Level | Tools | Setup Time | Best For
AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.