调试
定位并修复问题，分析错误
golang-testing
affaan-m
Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.
clarify
educlopez
"UX copy review across buttons, errors, empty states, and form hints — critiques by default, applies only on request. Use when copy feels vague, generic, or AI-sounding, or when the user says \"fix the labels\", \"improve error messages\", or \"review the copy\". Invoke when the user asks for clarify on their UI, or mentions 'clarify' alongside design / UI / frontend work."
telemetry-foundations
microsoft
'Declarative OpenTelemetry-aligned telemetry vocabulary and instrumentation conventions for traces, metrics, logs, and PII handling'
refund-and-dispute
superset-sh
Move money back to a customer in Stripe, or respond to a dispute, with the checks that belong in front of an irreversible write — read the charge first, fix the exact amount, and clear Stripe's human confirmation step. Use when the user asks to refund a payment, cancel and refund a subscription, or handle a chargeback or dispute.
debug-with-sentry
superset-sh
Root-cause a production error with Sentry's evidence before touching code — pull the issue, read the stack trace and breadcrumbs, and separate the crash from its trigger. Use when the user pastes a Sentry link or issue ID, reports a production error, or asks why something is crashing for users.
issue-triage
superset-sh
Triage a GitHub issue into something actionable — reproduce the claim, find duplicates, judge severity, and apply labels, milestone, and assignee. Use when the user asks to triage an issue, sort the backlog, deal with new issues, check whether a bug is already reported, or says "what should we do with this issue".
ci-triage
superset-sh
Diagnose a failing GitHub Actions run — find the first real error in the logs, tell a flake apart from a genuine failure, and identify the commit that broke it. Use when checks are red on a PR, a workflow failed, the build is broken, CI is flaky, or the user asks why a run failed or whether a failure is real.
follow-up-from-granola
superset-sh
Turn a meeting into work — read its Granola notes, extract the commitments that belong to this user, and carry each one out or draft it (a code change, a ticket, a reply) with a trace back to the note. Use when the user says "do the follow-ups from", "implement what we agreed", "make tickets from", or points at a meeting after a sync, planning session, or customer call.
file-issue
superset-sh
Turn a rough report into a Linear issue someone can pick up — reproduce the claim, check for duplicates, and fill in team, priority, and labels. Use when the user says to file, open, or create an issue, hands over a bug report or error, or asks to get something into Linear.
systematic-debugging
obra
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
cdp-verification
superset-sh
Verify UI behavior end-to-end by driving the running desktop app over the Chrome DevTools Protocol. Use when asked to verify, reproduce, or confirm a UI change, bug, or regression in the real app rather than in tests.
prioritization-advisor
deanpeters
Guide product managers in choosing the right prioritization framework by asking adaptive questions about product stage, team context, decision-making needs, and stakeholder dynamics. Use this to avoid
feature-investment-advisor
deanpeters
Guide PMs through evaluating feature investments using revenue impact, cost structure, ROI, and strategic value. Delivers build/don't build recommendations.
positioning-statement
deanpeters
Create a Geoffrey Moore-style positioning statement that clearly articulates who your product serves, what need it addresses, how it's categorized, what benefit it delivers, and how it differs from al
vp-cpo-readiness-advisor
deanpeters
Guide the transition to VP or CPO across preparing, interviewing, landing, and recalibrating. Use when executive product scope is changing fast.
executive-onboarding-playbook
deanpeters
Plan a VP or CPO 30-60-90 day diagnostic onboarding path. Use when entering a new executive product role and avoiding premature change.
context-engineering-advisor
deanpeters
Diagnose context stuffing vs. context engineering. Assess practices, define boundaries, and advise on memory architecture, retrieval, and the Research→Plan→Reset→Implement cycle.
instrumenting-with-mlflow-tracing
mlflow
Instruments Python and TypeScript code with MLflow Tracing for observability. Triggers on questions about adding tracing, instrumenting agents/LLM apps, getting started with MLflow tracing, or tracing specific frameworks (LangGraph, LangChain, OpenAI, DSPy, CrewAI, AutoGen). Examples - "How do I add tracing?", "How to instrument my agent?", "How to trace my LangChain app?", "Getting started with MLflow tracing", "Trace my TypeScript app"
querying-mlflow-metrics
mlflow
Fetches aggregated trace metrics (token usage, latency, trace counts, quality evaluations) from MLflow tracking servers. Triggers on requests to show metrics, analyze token usage, view LLM costs, check usage trends, or query trace statistics.
fixing-accessibility
ibelick
Audit and fix HTML accessibility issues including ARIA labels, keyboard navigation, focus management, color contrast, and form errors. Use when adding interactive controls, forms, dialogs, or reviewing WCAG compliance.
angular-ui-patterns
benjaminasterA
"Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states."
api-security-best-practices
benjaminasterA
"Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities"
review
elie222
Review code changes, auto-fix safe issues, and report bugs
bash-defensive-patterns
rmyndharis
Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.