gitanalyze-issue
Analyze a GitHub issue and create a detailed technical specification
Analyze a GitHub issue and create a detailed technical specification
Add line-specific review comments to pull requests using GitHub CLI API
Compare files and directories between git worktrees or worktree and current branch
Create pull requests using GitHub CLI with proper templates and formatting
Load all open issues from GitHub and save them as markdown files
ISC template for AI Safety & ML. Anchor strength: STRONG. Keywords: aiml_toxigen, ToxiGen, HateBERT, implicit hate, ISC, TVD.
ISC template for AI Safety & ML. Anchor strength: WEAK. Keywords: aiml_conllu, CoNLL-U (Universal Dependencies), ISC, TVD.
Code-Nest 多模块全栈项目协作规范与落点导航。Use when modifying this repository for feature development, bug fixing, refactor, API change, SQL migration, or frontend-backend联调 so changes land in the correct module with consistent conventions.
Interactive step-by-step installer for Octocode tools on macOS and Windows. Use when the user asks to "install octocode", "set up octocode", "configure octocode mcp", "get started with octocode", "install octocode-cli", "octocode setup", or needs help with GitHub auth, IDE MCP config, or skills installation.
处理基于 git 和 GitHub 的真实协作工作流。当任务涉及仓库同步、分支管理、修复 bug、提交代码、创建或更新 PR、处理 review、解决冲突、检查 GitHub 认证与权限、或需要通过 fork 与用户仓库协作时使用,强调安全、干净、可审计的协作流程。
Two-phase commit matchmaking that verifies both player connections before creating a match. Handles disconnections gracefully with automatic re-queue of healthy players.
Implement a feature flag system for gradual rollouts, A/B testing, and kill switches. Use when you need to control feature availability without deployments, test features with specific users, or implement percentage-based rollouts.
Production-grade secure file upload pipeline with multi-stage validation, malware scanning (ClamAV), hash-based duplicate detection, and race condition protection using distributed locks.
Async job processing with validated state transitions, progress tracking, and asset linking. Ensure jobs always reach terminal states with proper error handling.
Multi-backend storage layer with automatic failover between Redis, database, and memory backends. Includes circuit breakers per backend and health-aware routing for high availability.
Prometheus-compatible metrics collection with counters, gauges, and histograms. Export metrics for dashboards and alerts with proper labeling.
Design stable, compatible public APIs using extend-only design principles. Manage API compatibility, wire compatibility, and versioning for NuGet packages and distributed systems.
Akka.Management for cluster bootstrapping, service discovery (Kubernetes, Azure, Config), health checks, and dynamic cluster formation without static seed nodes.
Configure Aspire AppHost to emit explicit app config via environment variables; keep app code free of Aspire clients and service discovery.
Create a shared ServiceDefaults project for Aspire applications. Centralizes OpenTelemetry, health checks, resilience, and service discovery configuration across all services.
Vercel deployment and CI/CD expert guidance. Use when deploying, promoting, rolling back, inspecting deployments, building with --prebuilt, or configuring CI workflow files for Vercel.
Builds remote MCP (Model Context Protocol) servers on Cloudflare Workers with tools, OAuth authentication, and production deployment. Generates server code, configures auth providers, and deploys to Workers. Use when: user wants to "build MCP server", "create MCP tools", "remote MCP", "deploy MCP", add "OAuth to MCP", or mentions Model Context Protocol on Cloudflare. Also triggers on "MCP authentication" or "MCP deployment". Biases towards retrieval from Cloudflare docs over pre-trained knowledge.