monitoring-feature-observability
Add or adjust monitoring for a Hypeman feature using repository standards for logs, traces, and metrics. Use when a user asks for instrumentation, observability reviews, telemetry consistency changes, metric design, or production-signal improvements.
Io.Github.Alanzha2/Observe Instrument Mcp
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, CrewAI, OpenAI SDK.
Agentic Orchestration (Experimental Working-Model Protocol)
> **Status â experimental, instrumented, validation in progress.** This > skill is shipped to begin collecting evidence about whether a structured > verifiability-router protocol changes Claude's behavior in ways that > measurably help users. `memesh patterns` exposes a local counter so you > can
analytics-setup
When the user needs to set up product analytics, event tracking, or says 'set up analytics,' 'add tracking,' 'GA4,' 'Mixpanel,' 'PostHog,' 'Amplitude,' 'what events should we track,' 'conversion tracking,' 'funnel tracking,' or is launching a product and needs to instrument it for data collection.
Forex-GPT MCP Server
AI-powered forex and crypto trading analysis with real-time data across 127+ instruments.
Code Coverage with gcov
Add gcov code coverage instrumentation to C/C++ projects
OpenTelemetry Instrumentation Extension
Extend OpenTelemetry instrumentation when new functionality is added to the MCP Gateway. Use when (1) new operations/functions are added, (2) reviewing code for missing instrumentation, (3) user requests otel/telemetry additions, or (4) working with state-changing operations. Analyzes git diff, suggests instrumentation points following project standards in docs/telemetry/README.md, implements with approval, writes tests, updates documentation, and verifies with debug logging and docker logs.
crash-instrumentation
Set up crash instrumentation with actionable context. Use when configuring crash capture, error boundaries, or breadcrumb strategies.
agent-audit
When reviewing, optimizing, or inheriting an LLM agent, systematically identify what's actually load-bearing vs. cruft. Instruments usage, ablates components, and strips the agent to minimum viable form. Answers: "What can we remove without degrading quality?" The goal is the leanest agent that still works.