Agent skill

Xrk AI Workflow

by xrkseek in xrkseek/XRK-AGT

当你需要开发/调试 AiWorkflow 工作流、出站裁剪、策略安全、RAG 上下文增强、MCP 工具作用域时使用. An agent skill from xrkseek/XRK-AGT.

MITAuto-check passedAI & LLM Engineering

Install Xrk AI Workflow

skills CLI
$ npx skills add xrkseek/XRK-AGT --skill xrk-ai-workflow -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install xrkseek/XRK-AGT xrk-ai-workflow --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/xrkseek/XRK-AGT.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.cursor/skills/xrk-ai-workflow .claude/skills/xrk-ai-workflow && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
xrk-ai-workflow
GitHub stars
138
Token cost
~337 tokens
SKILL.md length
56 words
Files
1
Skills in repo
12
Repo updated
First seen
Licence
MIT

At a glance

当你需要开发/调试 AiWorkflow 工作流、出站裁剪、策略安全、RAG 上下文增强、MCP 工具作用域时使用. An agent skill from xrkseek/XRK-AGT.

  • AI & LLM Engineering work in your project
  • SKILL.md covers 文档与代码, 工作流 and 与子服务端关系
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Xrk AI Workflow is an agent skill from xrkseek/XRK-AGT. 当你需要开发/调试 AiWorkflow 工作流、出站裁剪、策略安全、RAG 上下文增强、MCP 工具作用域时使用。

Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering. It works with Model Context Protocol. The repository describes itself as: 这是基于多语言所搭建的基于web,工作流,新型算法组件的智能体. The licence is MIT.

When your agent uses it

  • AI & LLM Engineering work in your project

Example prompts

  • “/xrk-ai-workflow”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 63f004e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Xrk AI Workflow loads about 337 tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 56 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~19
When it runs · the whole SKILL.md, loaded when a task matches
~337

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from xrkseek/XRK-AGT at commit 63f004e, republished under its MIT licence (© xrkseek). 56 words, ~337 tokens.

Download SKILL.mdSave it as .claude/skills/xrk-ai-workflow/SKILL.md (or your agent's skills folder).
name
xrk-ai-workflow
description
当你需要开发/调试 AiWorkflow 工作流、出站裁剪、策略安全、RAG 上下文增强、MCP 工具作用域时使用。

读者:Coding Agent(改 src / core)。产品模型工具用法见 .xrk/skills/core/agent-tools。

文档与代码

工作流

  • 路径:core/*/workflow/*.js(AiWorkflowLoader 扫描,不用 ai-workflow.streamDir)
  • 配置:data/server_bots/{port}/ai-workflow.yaml;schema commonconfig/system/system-ai-workflow.js
  • 工具:registerMCPTool → this.mcpTools;远程挂载:export function getMcpServers() 或 yaml mcp.remote
  • Tool 环:callAI / /v1+workflows → @xrkseek/harness(runHarnessModuleLoop)
  • 工厂:仅单次 chat/chatStream(无 MCP 多轮)
  • 出站:prepareOutboundMessages = contextWindow trim
  • 策略/安全:policies[] · security.toolScan · security.approval;执行门禁在 MCPServer.handleToolCall
  • 斜杠:slash-commands.js(/recipe);microagents:trigger-microagents.js
  • Shell:#utils/exec-async.js;禁止 promisify(exec)(skill xrk-node-runtime)

与子服务端关系

子服务端为可选 Python 扩展;AiWorkflow 核心链路不依赖子服务。业务 Core 可通过 AgentRuntime.callSubserver 调用子服务 apis/ 接口。

© xrkseek, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .cursor/skills/xrk-ai-workflow of xrkseek/XRK-AGT.

Open the folder on GitHubat commit 63f004e

Compare with similar skills

Xrk AI Workflow next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Xrk AI Workflow compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Xrk AI Workflow this skillxrkseek/XRK-AGT138—~337Automated safety check: PassMIT
Codebase Managementgiancarloerra/SocratiCode3.3k1 repos~1.8kAutomated safety check: PassAGPL-3.0
Aisafetyhotwuyoscar/AISafetyHot-Hub827—~1.4kAutomated safety check: PassCustom licence
AutoRAG Setup and RepairMarker-Inc-Korea/AutoRAG5.1k—~5.6kAutomated safety check: PassMIT
Sciverseopendatalab/Sciverse-Agent-Tools120—~3kAutomated safety check: PassCustom licence
Flowflow Spacesmirkobozzetto/flowflow171—~1kAutomated safety check: PassEUPL-1.2

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All 12 skills in this repo
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  • Xrk Crawl

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  • Xrk HTTP API

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    当你需要开发或排查 HTTP API(core//http/.js)、理解 HttpApi 基类、HttpApiLoader、业务层约定时使用。

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  • Xrk Node Runtime

    xrkseek/XRK-AGT

    编写或审查 core/src 代码时,确保使用 Node 26 稳定 API,禁止旧写法(fetch/exec/错误/二进制)。AI 改 Core 前必读。

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  • Xrk GitHub Research

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    在 GitHub 搜索成熟开源实现、对比方案、读 issue/PR 时使用。架构选型、unfamiliar 领域、找业界最佳实践时主动调用。

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  • Xrk LLM

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    当你需要配置/新增/排查 LLM 提供商(OpenAI/Azure/Gemini/Anthropic/Ollama/各类兼容网关)时使用;确保 YAML/Schema/代码一致。

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Questions about Xrk AI Workflow

What does Xrk AI Workflow do?

当你需要开发/调试 AiWorkflow 工作流、出站裁剪、策略安全、RAG 上下文增强、MCP 工具作用域时使用. An agent skill from xrkseek/XRK-AGT. Xrk AI Workflow is an agent skill from xrkseek/XRK-AGT.

When should I use Xrk AI Workflow?

Xrk AI Workflow fits situations like: AI & LLM Engineering work in your project.

How do I install Xrk AI Workflow in Claude Code?

Run `npx skills add xrkseek/XRK-AGT --skill xrk-ai-workflow -a claude-code`. Or copy the skill folder (.cursor/skills/xrk-ai-workflow in xrkseek/XRK-AGT) into .claude/skills/xrk-ai-workflow in your project. Claude Code loads it when a task matches its description.

How do I install Xrk AI Workflow in Codex?

Run `npx skills add xrkseek/XRK-AGT --skill xrk-ai-workflow -a codex`. Or copy the skill folder (.cursor/skills/xrk-ai-workflow in xrkseek/XRK-AGT) into .agents/skills/xrk-ai-workflow in your project. Codex loads it when a task matches its description.

Can I use Xrk AI Workflow in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add xrkseek/XRK-AGT --skill xrk-ai-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/xrk-ai-workflow, .gemini/skills/xrk-ai-workflow, .github/skills/xrk-ai-workflow and .opencode/skills/xrk-ai-workflow in your project.

What does Xrk AI Workflow need to run?

SKILL.md names no scripts, command-line tools or credentials: Xrk AI Workflow is instructions for the agent only. Our summary lists: Python 3.

Does Xrk AI Workflow access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Xrk AI Workflow safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Xrk AI Workflow use?

Xrk AI Workflow is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Xrk AI Workflow use?

About 337 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Xrk AI Workflow?

Skills that share tags, products or a category with Xrk AI Workflow: Codebase Management (giancarloerra/SocratiCode, 3.3k stars), Aisafetyhot (wuyoscar/AISafetyHot-Hub, 827 stars), AutoRAG Setup and Repair (Marker-Inc-Korea/AutoRAG, 5.1k stars) and Sciverse (opendatalab/Sciverse-Agent-Tools, 120 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Xrk AI Workflow?

xrkseek (a GitHub user) maintains it in xrkseek/XRK-AGT, which has 138 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 1, 2026.

Source: xrkseek/XRK-AGT on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.