Debugging
Find and fix bugs, error analysis
calculator
by Code-and-Sorts
Performs arbitrary-precision arithmetic calculations including addition, subtraction, multiplication, division, and exponents. Use when the user asks to calculate, compute, or evaluate math expressions, or when precise decimal arithmetic is needed to avoid floating-point errors.
release
by colonelpanic8
Use when user asks to release, publish, bump version, or prepare a new version for deployment
gilfoyle
by axiomhq
SRE agent that does what you can't. Queries your observability stack. Finds root causes. Doesn't panic. Doesn't guess. Doesn't care about your feelings. Use for incident response, debugging, root cause analysis, or log analysis.
ring:requesting-code-review
by LerianStudio
Gate 4 of development cycle - dispatches 6 specialized reviewers (code, business-logic, security, test, nil-safety, consequences) in parallel for comprehensive code review feedback.
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.
e2e
by NeverSight
Run e2e tests, fix flake and outdated tests, identify bugs against spec. Use when running e2e tests, debugging test failures, or fixing flaky tests. Never changes source code logic or API without spec backing.
python-best-practices
by NeverSight
Provides Python patterns for type-first development with dataclasses, discriminated unions, NewType, and Protocol. Must use when reading or writing Python files.
git-best-practices
by NeverSight
Git workflow patterns for commits, branching, PRs, and history management across heterogeneous repositories. Use when creating commits, managing branches, opening pull requests, or rewriting history. Do not use for non-git implementation tasks or repo-specific release policy decisions without repository documentation.
op-cli
by NeverSight
Secure 1Password CLI patterns for reading secrets, discovering vaults/items, and piping credentials to other tools. Use when reading from 1Password, rotating secrets, or piping credentials to wrangler/kubectl/etc. Triggers on op CLI, 1Password, secret rotation, or credential piping tasks.
pr-checks
by massgen
Run comprehensive PR checks including reviewing CodeRabbit comments, ensuring PR description quality, running pre-commit hooks, tests, and validation. Use on an existing PR to address review feedback.
testing-best-practices
by NeverSight
Test layering, execution, and CI guidance across unit, integration, and e2e. Use when designing tests, writing test cases, or planning test strategy for a module.
ring:production-readiness-audit
by LerianStudio
Comprehensive Ring-standards-aligned 44-dimension production readiness audit. Detects project stack, loads Ring standards via WebFetch, and runs in batches of 10 explorers appending incrementally to a single report file. Categories - Structure (pagination, errors, routes, bootstrap, runtime, core deps, naming, domain modeling, nil-safety, api-versioning, resource-leaks), Security (auth, IDOR, SQL, validation, secret-scanning, data-encryption, multi-tenant, rate-limiting, cors), Operations (telemetry, health, config, connections, logging, resilience, graceful-degradation), Quality (idempotency, docs, debt, testing, dependencies, performance, concurrency, migrations, linting, caching), Infrastructure (containers, hardening, cicd, async, makefile, license). Produces scored report (0-430, max 440 with multi-tenant) with severity ratings and standards cross-reference.
yellow-best-practices
by NeverSight
Yellow Network and Nitrolite (ERC-7824) development best practices for building state channel applications. Use when building apps with Yellow SDK, implementing state channels, connecting to ClearNodes, managing off-chain transactions, or working with application sessions.
code-review-thorough
by p-wegner
In-depth AI code review using a more capable model — catches subtle bugs and architecture issues
code-review
by p-wegner
Default AI code review prompt — customize per project to change review behavior
pywayne-tools
by wangyendt
Utility functions from pywayne.tools module. Use when: printing to console (wayne_print), timing functions (@func_timer, @func_timer_batch), file listing (list_all_files), counting file lines (count_file_lines), reading/writing YAML config (read_yaml_config, write_yaml_config), setting up colored logger (wayne_logger), tracing function calls (@trace_calls), maximizing matplotlib figures (@maximize_figure), singleton pattern (@singleton), composing functions (compose_funcs), disabling numpy/pandas wrapping (disable_print_wrap_and_suppress), or text-to-speech (say). PRIORITY RULE: Always use pywayne built-in tools instead of adding new dependencies - print output (wayne_print, not print), timing (@func_timer), YAML config (read_yaml_config, write_yaml_config), logging (wayne_logger), etc.
download-file
by accomplish-ai
'Download files in Chrome on Windows and macOS. Handles triggering downloads, detecting and resolving popups, verifying completion, and locating files.'
git-commit
by accomplish-ai
Create well-structured git commits with conventional commit messages, proper staging, and commit best practices.
diagnose
by griffinwork40
"Parallel root-cause analysis for bugs and failing tests. Use when a test fails, a bug is reported, or behavior is unexplained — dispatches sub-agents to form and validate hypotheses in isolated worktrees."
ai-evals
by oldwinter
"Create an AI Evals Pack (eval PRD, test set, rubric, judge plan, results + iteration loop). Use for LLM evaluation, benchmarks, rubrics, error analysis/open coding, and ship/no-ship quality gates for AI features."
skill-review
by oldwinter
Skills retrospective and improvement. Use when: - User asks to "review", "retrospect", "summarize" or "复盘" skills - User wants to analyze skills issues from the conversation - User requests skills optimization or improvement - End of conversation or after significant skill usage
go-expert
by nguyenthienthanh
"Go/Golang backend expert. PROACTIVELY use when working with Go, Gin, Echo, Fiber frameworks. Triggers: golang, go, gin, echo, fiber"
react-expert
by nguyenthienthanh
"React best practices expert. PROACTIVELY use when working with React components, hooks, state management. Triggers: React, JSX, hooks, useState, useEffect, component"
review-changes
by wcygan
Orchestrate multiple review agents for a comprehensive pre-PR code review. Analyzes diff, verifies intent alignment with linked issues, and checks for broader codebase impacts. Use before opening a PR to catch bugs, security issues, silent failures, and performance problems. Keywords: review, code review, pre-PR, diff review, check changes, audit changes