Analysis Report Orchestration for Openclaw

An orchestration-layer skill that coordinates specialized AI agents to generate structured, insight-driven data analysis reports.

jackyujun
v1.0.0
Mar 31, 2026
0
1.3k
0

Install & Download

1. ClawHub CLI

The fastest way to install a skill directly from the registry.

npx clawhub@latest install analysis-report

2. Manual Installation

Copy the skill folder to one of these locations

Global
~/.openclaw/skills/
Workspace
<project>/skills/

Priority: Workspace > Local > Bundled

3. Prompt Installation

Copy this prompt to OpenClaw to install it automatically.

Help me install analysis-report using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).

Prefer to download?

Get the raw skill files in a ZIP archive.

What is Analysis Report Orchestration?

The analysis-report skill acts as a high-level orchestration layer within the ecosystem of Openclaw Skills. Unlike simple query tools, it functions as a Chief Editor that understands the architecture of a professional business document. It does not perform raw data analysis itself; instead, it manages the logical lifecycle of a report by delegating specific tasks to capability-level Openclaw Skills like metric-query, anomaly-detection, and forecast-simulation. This ensures that the final output is not just a collection of numbers, but a cohesive narrative that connects data points to business outcomes.

Analysis Report Orchestration Use Cases

  • Creating comprehensive monthly or weekly business performance reviews for executive leadership.
  • Generating deep-dive sales analysis reports that include trend detection and channel breakdown.
  • Producing incident post-mortems by orchestrating anomaly detection and root-cause attribution.
  • Developing data-driven summaries for team syncs to highlight goal attainment and future projections.

How Analysis Report Orchestration Works

  1. The skill analyzes the user request to determine the report theme, time range, audience, and required depth.
  2. It selects or generates an optimized report template and presents an outline for user confirmation.
  3. It sequentially invokes necessary capability Openclaw Skills to gather data and perform specialized analysis for each section.
  4. It maintains a stateful report context to pass insights between sections, ensuring that the attribution logic is aware of previously detected anomalies.
  5. It synthesizes all individual findings into a structured Markdown document featuring a summary, detailed analysis, and actionable recommendations.

Analysis Report Orchestration Setup

To deploy this orchestration capability, ensure your agent has access to the suite of data Openclaw Skills required for sub-tasks.

# Install the analysis report orchestration skill
openclaw install analysis-report

# Verify prerequisite capability skills are active
openclaw skills list --tags capability

Analysis Report Orchestration Data Schema & Taxonomy

The skill utilizes a structured report_context to maintain consistency across the document lifecycle. This schema allows Openclaw Skills to share findings between disparate analysis blocks.

Key Description Data Type
report_title The finalized title of the generated report String
time_range The temporal boundaries of the dataset String
kpi_summary Core metrics and year-over-year changes Object
anomalies List of detected outliers and their severity Array
key_conclusions Final synthesized insights for the executive summary Array

Analysis Report Orchestration Advanced Features

  • Model-Aware Execution: Automatically adjusts between principle-based reasoning for strong models and template-strict execution for standard models.
  • Contextual Chaining: Enables root-cause analysis modules to automatically ingest data from prior anomaly detection steps.
  • Narrative Synthesis: Moves beyond data dumping to provide transitionary phrases and logical flow between different data visualizations.
  • Dynamic Pruning: Automatically removes irrelevant report sections (e.g., skipping attribution if no anomalies are found) to maintain report conciseness.
  • Multi-Format Export: Supports post-processing conversion into docx, pptx, or xlsx through integrated document Openclaw Skills.

SKILL.md


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