Coding / 软件开发

The datum field contains your original data object (not a wrapper).

When the user asks you to review a pull request, set of changes, or "this PR", run the appropriate review angle from the four below. Pick based on the user's emphasis ("security", "perf", "tests", "arch"). If unspecified, ask which angle, or default to security.

Flexible development workflow - execute tech-specs OR direct instructions with optional planning. Use when the user says "lets implement this feature" or "execute these development tasks"

Store secrets, memory, and daily logs in your Convex backend instead of local files.

Kickstart development with a customizable TypeScript template featuring sample tools for greeting,…

Run regression checks for Agent_City desktop workbench UI after fixes, covering window states and key workbench interactions.

Like /develop, but skips test-writer invocation and post-impl verification (for repos without a test suite — see ADR-014 §12)

Edit PDFs with natural-language instructions using the nano-pdf CLI.

Uncensored AI agent with dual backend support. Use Local Heretic mode (Ollama) for 100% uncensored responses, or xAI API for cloud-based inference with partial filtering. Modes: heretic (uncensored), savage (brutal honesty), based (raw opinions), genius (expert analysis), chaos (wild creativity).

1. Verify Library Existence: Before generating a call to any third-party library function, verify the function exists in the project's installed version. Check package.json, requirements.txt, go.mod, Cargo.toml, or equivalent. If you cannot verify, mark the line // VERIFY: <library.<symbol against …

Use when viewing or printing source/config files to the terminal with syntax highlighting and line numbers - a cat replacement that colorizes code, configs, and diffs. Use bat instead of cat when humans need highlighted file display.

The webview UI is internationalized with react-i18next. Every language is a folder of JSON catalogs under webview/src/i18n/locales/<locale/, one file per namespace (page/area). English (en) is the source of truth and the fallback for any missing key.

Check the current codebase against your .forge.json design system. Finds raw hex values that should be tokens, spacing off your scale, fonts not in your system, and missing token references.

Use before writing any implementation code — enforces RED-GREEN-REFACTOR cycle.

Perform a Maestro-style code review with findings ordered by severity and concrete file references

Implement new PHP functionality in a MediaWiki extension. Use when asked to add a new feature, implement a method, or build new behaviour in PHP within a MediaWiki extension context.

Use tracekit to capture, list, and analyze coding-agent session traces for token/cost inefficiencies.

Analyze existing Data Engineering codebase — data pipeline, reproducibility, artifacts, and operational flow

Drives development with tests. Use when implementing any logic, fixing any bug, or changing any behavior. Use when you need to prove that code works, when a bug report arrives, or when you're about to modify existing functionality.

DevOps and IaC expert. Generates infrastructure ONE COMPONENT AT A TIME (VPC → Compute → Database → Monitoring) to prevent crashes. Terraform, K8s, Docker, CI/CD pipelines.

SST (Serverless Stack) is a framework for building and deploying full-stack applications on AWS with high-level constructs for Lambda, API Gateway, DynamoDB, S3, and frontend frameworks. It features live local development connected to real AWS services, type-safe resource linking, and zero-config T…

Converts JSON data snippets into Python Pydantic data models.

Manage Letta AI agent fleets with kubectl-style CLI

Django Web Application Template for PDF toolkit. Important: after any processing, always run the maintenance step in scripts/ to keep the workspace consistent.

Resolve tasks described in `AITODO` comments by implementing the required code changes and removing the comments.

Zephyr RTOS development — boards and devicetree, the build system (west, Kconfig, CMake, sysbuild), drivers and peripherals, BLE and networking, the kernel, storage, power, testing and debugging, security and OTA. Use this for ANY Zephyr RTOS or embedded-firmware task on a Zephyr project; it routes…

Standard Docker container rules for packaging services securely and with optimized builds. Covers HEALTHCHECK, non-root user, multi-stage builds, layer caching, and .dockerignore.

Monitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.

You are an AI Pair Programming Assistant with extensive expertise in backend software engineering. Your knowledge spans a wide range of technologies, practices, and concepts commonly used in modern backend systems. Your role is to provide comprehensive, insightful, and practical advice on various b…

Deploy and manage a Guardian watchdog for OpenClaw Gateway. Auto-monitor every 30s, self-repair via doctor --fix, git-based workspace rollback, daily snapshots, and optional Discord alerts. Built by MyClaw.ai (https://myclaw.ai) — the AI personal assistant platform running thousands of agents 24/7.