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resume-pipeline

Reload pipeline state and resume from the next READY agents.

16|7|Updated Apr 1, 2026
Search Tags:#analytics#migration#resume#pipeline#recovery#artifact#dag
One-click install
npx skills add https://github.com/ai-analyst-lab/ai-analyst-plus --skill resume-pipeline
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: resume-pipeline
Source: https://github.com/ai-analyst-lab/ai-analyst-plus/tree/main/.claude/skills/resume-pipeline
Command: npx skills add https://github.com/ai-analyst-lab/ai-analyst-plus --skill resume-pipeline

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Resume interrupted or paused analyses by picking up where you left off, automatically migrating legacy state, recovering artifacts when state is unavailable, and retrying failed agents to ensure progress without starting over.

Core Features & Use Cases

  • V1-to-V2 state migration: seamlessly upgrade old pipeline states to the current format.
  • Artifact-based recovery: reconstruct runs when a state file is missing or corrupted using outputs and artifacts.
  • DAG-aware resumption: resume only READY agents, honoring dependencies and avoiding rework.
  • Smart retry & resilience: automatically retry failed steps and surface mismatches early to the user.

Quick Start

Invoke /resume-pipeline with your existing pipeline state or available artifacts to continue the analysis from the next READY step.

Frequently Asked Questions about resume-pipeline

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I resume a paused analytics pipeline without starting over?▼

To resume a paused analytics pipeline without starting over, reload the pipeline state and resume from the next READY agents. This DAG-aware resumption honors dependencies and avoids rework by only executing steps that are ready to run.

Can I recover a pipeline run if the state file is missing or corrupted?▼

Yes, you can recover a pipeline run when a state file is missing or corrupted by using artifact-based recovery. This technique reconstructs the run state from available outputs and artifacts to resume processing.

How does DAG-aware resumption work for multi-agent workflows?▼

DAG-aware resumption works by evaluating the dependencies of multi-agent workflows and resuming only READY agents. This ensures deterministic retries for failed steps while skipping completed work, preventing unnecessary rework.

What is V1-to-V2 state migration for product analytics pipelines?▼

V1-to-V2 state migration is the process of upgrading legacy pipeline states to the current format. It allows you to seamlessly resume older product analytics workflows by automatically converting state data to the new schema.

Does this pipeline recovery tool work with Claude Code-based workflows?▼

Yes, this pipeline recovery tool targets Claude Code-based product analytics workflows where long-running pipelines span multiple agents, artifacts, and dependencies. It enforces state migration and DAG-aware resumption within this environment.

What is the best way to handle failed agents in an interrupted pipeline?▼

The best way to handle failed agents in an interrupted pipeline is to use smart retry and resilience. This automatically retries failed steps and surfaces mismatches early to the user, ensuring progress without manual intervention.

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