Leverage the Metasploit Framework for comprehensive penetration testing, from initial exploitation through post-exploitation activities. Metasploit provides a unified platform for vulnerability exploi

Extract complete, replicable engineering specifications from existing codebases. Produces documentation detailed enough to fully replicate a project without seeing the original source code—even using a different tech stack. Use when: analyzing existing projects, documenting legacy systems, creating technical specs from code, preparing for system migration, or onboarding new teams. Triggers: 'extract spec from code', 'document codebase', 'analyze project architecture', 'create spec from existing system'.

Use when implementing any feature or bugfix, before writing implementation code

Guide for creating effective skills. Use when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Provide systematic methodologies for leveraging Shodan as a reconnaissance tool during penetration testing engagements. This skill covers the Shodan web interface, command-line interface (CLI), REST A

Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.

Skill for deploying Gravity Claw to Railway with the standard pause → test → deploy → verify cycle.

Master Go 1.21+ with modern patterns, advanced concurrency,

Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes.

Write comprehensive PRDs for AI Agent products—covering agent identity, capability architecture (skills, tools, memory, RAG, workflows), behavior specifications, safety guardrails, and evaluation frameworks. Use when: designing conversational agents, autonomous agents, copilots, multi-agent systems, or any LLM-powered agentic application. Triggers: 'AI agent PRD', 'agent product requirements', 'design AI agent', 'agent capability spec', 'LLM agent requirements', '智能体PRD', '智能体需求文档', '对话机器人PRD', '多智能体系统需求'. Anti-triggers: '传统PRD（非智能体）', '只润色提示词/只写Prompt', '只写用户故事/验收标准但不涉及工具调用、记忆或RAG'.

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Five Brains Agentic Network — emotional intelligence skill for Intercom. Five brains (Hear, Inspyre, Flow, You, View) scan emotion, track habits, reflect identity, reconnect purpose, and curate perspective. Runs local-first on P2P via Trac Network. Other agents invoke individual brains or the full swarm over sidechannels. Built for character-driven brands, wellness apps, recovery platforms, kids products, and communities where how you talk to the user matters.

gstack-upgrade

Build, debug, and maintain 香色闺阁/香色书源 JSON and XBS files. Use when users ask to create or fix book sources, convert between xbs and json, debug empty parsed fields, validate XPath and JS parser rules, or produce import-ready XBS outputs for the app.

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Master Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices. Expert in the latest Go ecosystem including generics, workspaces, and cutting-edge frameworks. Use PROACTIVELY for Go development, architecture design, or performance optimization.

Internal documentation for the Claude adapter generated from packages/skills.

Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serverless, microservices, security, compliance, and disaster recovery. Use PROACTIVELY for cloud architecture, cost optimization, migration planning, or multi-cloud strategies.

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Audit the repository's docs/ content against the current codebase,

Provide actionable treatment recommendations for cancer patients based on molecular profile. Interprets tumor mutations, identifies FDA-approved therapies, finds resistance mechanisms, matches clinical trials. Use when oncologist asks about treatment options for specific mutations (EGFR, KRAS, BRAF, etc.), therapy resistance, or clinical trial eligibility.

Create, analyze, proofread, and modify Office documents (.docx, .xlsx, .pptx) using the officecli CLI tool. Use when the user wants to create, inspect, check formatting, find issues, add charts, or modify Office documents.

Cache-first and live-search access to Shanghai Jiao Tong University Shuiyuan Forum topics. Use when work involves Shuiyuan topic IDs or URLs, when the user wants you to search Shuiyuan for relevant posts or latest discussions, or when you need to trace a specific user's historical posts and related topics. Prefer local cache for known topics, but use live search first for discovery tasks.

Manage a local GitHub knowledge base and provide GitHub search capabilities via gh CLI. Use when users ask about repos, PRs, issues, request to clone GitHub repositories, explore codebases, or need information about GitHub projects. Supports searching GitHub via gh CLI and managing local KB with GITHUB_KB.md catalog. Configure via GITHUB_TOKEN and GITHUB_KB_PATH environment variables. Optimize outputs for the next agent by narrowing results to the most relevant repo, file, PR, or issue and naming the next best inspection target.

This file provides guidance to coding agents when working with code in this repository.

ODAI (ODAI AI Assistant) is a comprehensive AI assistant platform built on FastAPI that orchestrates multiple specialized agents to handle diverse user requests. The system uses OpenAI's Agent framewo

Purpose

use 'sequentialthinking' tool eagerly.

- Runtime and front ends live under `src/`; unit tests under `Tests/`; executables build to `build/bin/` via CMake.

- Respond in Japanese.

Work inside `Cruise/`, the ROS 2 workspace. Packages live under `Cruise/src` (uv_ai, uv_hm, uv_vision, uv_control_py, uv_launch_pkg, utils, models). Tests sit beside each package in `test/`; runtime h

Sub-agents are specialized AI instances launched inside pipelines. Each agent has a focused role, its own tool set, and returns a structured report to the orchestrator.

- `src/`: library implementation (`client`, `session`, `transport`, `jsonrpc`, `types`).

- **xlabkm-ux** (xlabkm@gmail.com) — Owner

> **Context Depth:** 3 | **Parent:** simulator/src | **Mode:** Recursive Programming

{% set title = "Subagents" %}

Apify Actors Development Guide (JS)

Apify Actors Development Guide (TS)

This guide explains how to create new agents in the Neovim Configuration agent system that handle full workflow execution and artifact creation.

**NEVER run these commands directly in the main session:**

Guidelines for AI agents working in this repository.

**Name:** FlightGuard MPP

**Integration skills** document how to use a specific external tool or API — non-obvious flags, auth gotchas, silent failure modes. They may (and should) name the tool, show CLI commands, and referenc

End-to-end (E2E) tests verify that **complete user workflows** function correctly through the real system — browser, API, database, and all. They sit at the top of the Test Trophy because they provide

Red teaming is an adversarial assessment that goes beyond penetration testing to evaluate an organization's **detection, response, and resilience** capabilities against realistic attack scenarios. Whi

Adapt abstracts to meet specific conference word limits and formats.

Draft IACUC protocol applications with focus on the 3Rs principles justification.

Analyzes forest plots for meta-analysis, generating detailed descriptions and formatting figure legends in Chinese or English. Use when the user wants to interpret a forest plot image, describe its statistical significance (heterogeneity, p-value), and format the output with specific figure legends.