workflow-orchestration

workflow-orchestration is a skill for Claude Code from itallstartedwithaidea/agent-skills. It costs 31 tokens per session (1,540 once invoked), scanned A, original, MIT.

A framework for building visual, multi-step AI workflows that connect tools and services, with branching, parallel work, and error recovery.

In plain words
What is it for?
It helps create workflows that transform data, call APIs or databases, use browser automation, route tasks conditionally, retry failures, and pause for human approval.
Why use it?
It organizes complicated sequences of AI calls and external operations so they can be repeated and handled when something fails.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions Claude Code; built for cline.

Part of the all-skills plugin — 73 skills shipped together

Good fit It helps create workflows that transform data, call APIs or databases, use…

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/itallstartedwithaidea/agent-skills/workflow-orchestration
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add itallstartedwithaidea/agent-skills --skill workflow-orchestration
Clone the repo
git clone --depth 1 https://github.com/itallstartedwithaidea/agent-skills

Made for: Claude Code.

Or install all-skills, the plugin that ships this one along with the rest of its 73 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for workflow-orchestration

README.md
[![agentmods](https://agentmods.dev/badge/skills/itallstartedwithaidea/agent-skills/workflow-orchestration.svg)](https://agentmods.dev/skills/itallstartedwithaidea/agent-skills/workflow-orchestration)
Your own site
<a href="https://agentmods.dev/skills/itallstartedwithaidea/agent-skills/workflow-orchestration"><img src="https://agentmods.dev/badge/skills/itallstartedwithaidea/agent-skills/workflow-orchestration.svg" alt="Measured on agentmods" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,540 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00031 $0.01540
Opus 5 $0.00015 $0.00770
Sonnet 5 $0.00006 $0.00308
Haiku 4.5 $0.00003 $0.00154

Measured 7d ago against content hash f395bf4fba11, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

workflow-orchestration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/productivity/workflow-orchestration/SKILL.md · 167 lines

How it starts

The opening of the file, as written. The whole thing — 167 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Workflow Orchestration

Part of Agent Skills™ by googleadsagent.ai™

Description

Workflow Orchestration provides a visual AI flow-building framework with MCP plugin support, conditional branching, parallel execution, and error recovery. The agent designs and implements multi-step workflows that chain AI operations, data transformations, and external service calls into reliable, repeatable automation pipelines.

Individual AI calls are useful; orchestrated workflows are transformative. A content pipeline that drafts text, fact-checks claims, generates images, formats for multiple platforms, and schedules publication—all triggered by a single input—replaces hours of manual coordination. This skill encodes the patterns for building such workflows: DAG-based execution, conditional routing, retry logic, and human-in-the-loop checkpoints.

The MCP (Model Context Protocol) plugin system extends workflows with external capabilities: database queries, file operations, API calls, and browser automation. Each MCP tool becomes a reusable node in the workflow graph, enabling agents to interact with any system that exposes an MCP interface. Workflows compose these nodes into complex automations without custom integration code.

Use When

  • Building multi-step AI automation pipelines
  • Chaining LLM calls with data transformations and API integrations
  • Implementing conditional logic in AI workflows (if/else, switch)
  • Adding human-in-the-loop approval steps to automated processes
  • Integrating MCP tools into repeatable workflows
  • Orchestrating parallel AI tasks with dependency management

How It Works

graph TD
    A[Trigger: Manual / Schedule / Webhook] --> B[Node 1: Input Parser]
    B --> C{Conditional Router}
    C -->|Type A| D[Node 2a: LLM Analysis]
    C -->|Type B| E[Node 2b: Database Query via MCP]
    D --> F[Node 3: Parallel Execution]
    E --> F
    F --> G[Node 3a: Image Generation]
    F --> H[Node 3b: Content Formatting]
    G --> I[Node 4: Human Review Checkpoint]
    H --> I
    I -->|Approved| J[Node 5: Publish via MCP]
    I -->|Rejected| K[Node 5: Return to Step 2]
    J --> L[Node 6: Log + Notify]

Read the full file on GitHub · 167 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 167 lines · 31 tokens per session scan A f395bf4fba11

Subscribe to this mod's changes

workflow-orchestration is a skill published in the GitHub repository itallstartedwithaidea/agent-skills (37 stars, last pushed 4mo ago), licensed MIT. It adds 31 tokens to every session and 1,540 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.