s1366560/agi-demos

sandbox

Sandbox MCP Server 是一个隔离的代码执行环境，提供完整的文件系统操作、命令执行、 代码分析、测试运行和远程桌面能力。当你需要执行代码、操作文件、运行测试、 分析代码结构、或需要图形界面操作时使用此技能。支持 Python、Node.js、Java 等多语言环境。

Source text: Chinese

agi-demos-runtime-incident-triage

Evidence-led triage and scoped recovery for local MemStack development runtime incidents. Use when FastAPI, React/Vite Web, Ray, the agent actor, Docker infrastructure, Redis, Postgres, Neo4j, the sandbox, or the Electron desktop sidecar fails to start,…

agi-demos-desktop-parity-delivery

Deliver and verify MemStack native desktop changes in agi-demos against the design-prototype or Web product surface while preserving the Electron shell, Rust sidecar, IPC, encrypted-vault, signing, and updater boundaries. Use for implementation, parity…

agi-demos-commit-all

Inspect, organize, validate, and commit the complete current agi-demos dirty worktree, with optional explicit push. Use when the user says commit all, 提交所有变更, 按逻辑提交所有变更, commit and push all, or an equivalent full-tree Git delivery request in this repository.

rust-skills

Comprehensive Rust coding guidelines with 265 rules across 26 categories. Use when writing, reviewing, or refactoring Rust code. Covers ownership, error handling, async patterns, concurrency, unsafe code, API design, memory optimization, performance, numeric…

code-review

Perform comprehensive code review with best practices analysis. Use when user asks for code review, code quality check, or wants to analyze their code for issues.

memory-capture-extraction

Extract durable memory items from a single user and assistant turn.

memory-flush-extraction

Extract durable memory items before conversation compaction.

github

Use GitHub repositories, issues, pull requests, commits, search, and files through the configured GitHub plugin.

darwinian-evolver

Evolve prompts, regex, SQL, or code with an LLM loop.

drone

Run tenant-configured Drone pipelines from ordinary chat using repository-scoped CI/CD. Use when the user asks to build, test, deploy, release, or inspect a Drone pipeline.

docker-compose

Run Docker Compose operations through a configured and sandbox-safe Docker daemon environment. Use when the user asks to inspect, start, stop, build, rebuild, pull, push, exec, log, or configure services with Docker Compose.

drone

Configure, review, and operate Drone CI/CD for MemStack software workspaces. Use when Codex needs to create or update .drone.yml, configure workspace metadata.delivery_cicd.provider=drone, set Drone API/server/runner environment variables, start or verify…

analytics-tracking

Design, audit, and improve analytics tracking systems that produce reliable, decision-ready data. Use when the user wants to set up, fix, or evaluate analytics tracking (GA4, GTM, product analytics, events, conversions, UTMs). This skill focuses on…

business-analyst

Master modern business analysis with AI-powered analytics, real-time dashboards, and data-driven insights. Build comprehensive KPI frameworks, predictive models, and strategic recommendations. Use PROACTIVELY for business intelligence or strategic analysis.

content-marketer

Elite content marketing strategist specializing in AI-powered content creation, omnichannel distribution, SEO optimization, and data-driven performance marketing. Masters modern content tools, social media automation, and conversion optimization with…

copywriting

Use this skill when writing, rewriting, or improving marketing copy for any page (homepage, landing page, pricing, feature, product, or about page). This skill produces clear, compelling, and testable copy while enforcing alignment, honesty, and conversion…

customer-support

Elite AI-powered customer support specialist mastering conversational AI, automated ticketing, sentiment analysis, and omnichannel support experiences. Integrates modern support tools, chatbot platforms, and CX optimization with 2024/2025 best practices. Use…

data-engineer

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms. Use PROACTIVELY for data pipeline design, analytics infrastructure, or modern data stack…

data-scientist

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. Use PROACTIVELY for data analysis tasks, ML modeling, statistical analysis, and…

frontend-ui-ux-engineer

Reference material for frontend, UI, and UX engineering skill conversion, including component structure, scripts, and implementation notes.

sales-automator

Draft cold emails, follow-ups, and proposal templates. Creates pricing pages, case studies, and sales scripts. Use PROACTIVELY for sales outreach or lead nurturing.

vnc-browser-launcher

在沙箱 VNC 远程桌面上启动可见的浏览器窗口

Source text: Chinese

evomap

Connect to the EvoMap collaborative evolution marketplace. Publish Gene+Capsule bundles, fetch promoted assets, claim bounty tasks, register as a worker, and earn credits via the GEP-A2A protocol. Use when user mentions EvoMap, evolution assets, A2A protocol,…

research

Comprehensive research grounded in web data with explicit citations. Use when you need multi-source synthesis—comparisons, current events, market analysis, detailed reports.

create-mcp-app

This skill should be used when the user asks to "create an MCP App", "build an MCP server", "add a UI to an MCP tool", "develop an interactive dashboard", "register an MCP server", or needs guidance on building MCP servers in the MemStack sandbox with…

content-research-writer

Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.

pptx

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other…

deep-research

Conduct enterprise-grade research with multi-source synthesis, citation tracking, and verification. Use when user needs comprehensive analysis requiring 10+ sources, verified claims, or comparison of approaches. Triggers include "deep research",…

docx

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying…

python-executor

Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). Pre-installed: NumPy, Pandas, Matplotlib, requests, BeautifulSoup, Selenium, Playwright, MoviePy, Pillow, OpenCV, trimesh, and 100+ more libraries. Use for: data…

zimage-generation

Generate high-quality images using ModelScope's Z-Image API. Use this skill when the user wants to generate images using the specific Z-Image model or ModelScope API they provided. Trigger words: 'Zimage', 'ModelScope', 'generate zimage'.

code-review

Perform comprehensive code review with best practices analysis

custom-tool-development

Guide for developing, testing, and debugging custom tools that extend the agent's capabilities. Use when users want to create a new custom tool, add a tool to .memstack/tools/, write a tool using @tool_define, test a custom tool with CustomToolLoader, debug…

pdf

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

designing-beautiful-websites

Designs UX/UI for websites and web apps: UX strategy, information architecture, user flows, wireframes, UI systems, component specs, and polished visual design. Use when the user asks to design, redesign, modernise, critique, or improve a website, landing…

add-provider-package

Guide for adding new AI provider packages to the AI SDK. Use when creating a new @ai-sdk/<provider> package to integrate an AI service into the SDK.

capture-api-response-test-fixture

Capture API response test fixture.

develop-ai-functions-example

Develop examples for AI SDK functions. Use when creating, running, or modifying examples under examples/ai-functions/src to validate provider support, demonstrate features, or create test fixtures.

pdf-reading

Read and navigate PDF documents using the local PDF server. Reference this when the user wants to open, read, search, or interact with any PDF file or academic paper.